{"timestamp": "2026-03-05T04:39:54.126120+00:00", "session_id": "b9bdcd905de0", "model_id": "Qwen/Qwen2.5-7B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "nuclear", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "Anthropic Red-Team (~2000 prompts)", "n_prompts": 256, "refusal_rate": 0.0, "perplexity": Infinity, "coherence": 0.0, "kl_divergence": Infinity, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 160.8, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "057ca10ebfc143cd9b00a4987596e4f7", "timestamp": "2026-03-05T04:39:54.139983+00:00", "model": {"architecture": "qwen2", "num_layers": 28, "num_heads": 28, "hidden_size": 3584, "total_params": 7615616512}, "method": "nuclear", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"steering_strength": 0.15, "activation_steering": true, "layer_adaptive_strength": true, "transplant_blend": 0.1, "per_expert_directions": true, "project_biases": true, "use_sae_features": true, "refinement_passes": 2, "regularization": 0.0, "project_embeddings": true, "use_chat_template": true, "true_iterative_refinement": true, "safety_neuron_masking": false, "norm_preserve": true, "embed_regularization": 0.5, "invert_refusal": true, "n_directions": 4, "attention_head_surgery": true, "use_whitened_svd": true, "expert_transplant": true, "reflection_strength": 1.25, "use_jailbreak_contrast": true}, "quality_metrics": {"perplexity": Infinity, "coherence": 0.0, "refusal_rate": 0.0, "degenerate_count": 30, "kl_divergence": Infinity, "spectral_certification": null}, "stage_durations": {"summon": 15.302551746368408, "probe": 9.862038850784302, "distill": 26.401952028274536, "excise": 30.003061056137085, "verify": 52.749836683273315, "rebirth": 20.338727712631226}, "strong_layers": [5, 4, 3, 6], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0}, "mean_direction_persistence": 0.7589, "effective_ranks": {"0": 3.8, "1": 3.81, "2": 3.89, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 3.99, "8": 3.97, "9": 3.96, "10": 3.92, "11": 3.91, "12": 3.93, "13": 3.93, "14": 3.93, "15": 3.94, "16": 3.96, "17": 3.97, "18": 3.99, "19": 3.99, "20": 3.99, "21": 3.96, "22": 3.94, "23": 3.95, "24": 3.95, "25": 3.95, "26": 3.94, "27": 3.95}}, "excise_details": {"modified_count": 365, "head_surgery_layers": 4, "total_heads_projected": 112, "sae_direction_count": 6, "adaptive_weight_min": 0.1712, "adaptive_weight_max": 1.0, "used_techniques": ["head_surgery", "sae_features", "layer_adaptive", "activation_steering", "inversion", "embedding_projection", "expert_transplant"]}, "prompt_counts": {"harmful": 256, "harmless": 256}, "gpu_memory": {"peak_allocated_gb": 30.97, "peak_reserved_gb": 31.0}}
{"timestamp": "2026-03-04T19:40:38.948307+00:00", "session_id": "ee48bb97466b", "model_id": "Qwen/Qwen3.5-0.8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.5666666666666667, "perplexity": 4.4512808717512975, "coherence": 0.8, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 94.2, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T19:42:11.897802+00:00", "session_id": "ee48bb97466b", "model_id": "Qwen/Qwen3.5-0.8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.16666666666666666, "perplexity": 4.395136248399145, "coherence": 0.8, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 92.3, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T19:43:49.360031+00:00", "session_id": "ee48bb97466b", "model_id": "Qwen/Qwen3.5-0.8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "spectral_cascade", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.8333333333333334, "perplexity": 4.5174018968794245, "coherence": 0.9, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 96.8, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T19:45:30.314972+00:00", "session_id": "ee48bb97466b", "model_id": "Qwen/Qwen3.5-0.8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "surgical", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.7333333333333333, "perplexity": 5.023321906302063, "coherence": 1.0, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 100.2, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T19:47:14.660537+00:00", "session_id": "ee48bb97466b", "model_id": "Qwen/Qwen3.5-0.8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "aggressive", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.7, "perplexity": 4.648091037889189, "coherence": 0.9, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 103.6, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T20:02:59.410416+00:00", "session_id": "ee48bb97466b", "model_id": "Qwen/Qwen3.5-0.8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 256, "refusal_rate": 0.03333333333333333, "perplexity": 4.516068569176215, "coherence": 0.8, "kl_divergence": 0.20590032637119293, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 105.7, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "a886cbf717f34f94b89e629f8f59b4e9", "timestamp": "2026-03-04T20:02:59.425929+00:00", "model": {"architecture": "qwen3_5", "num_layers": 24, "num_heads": 8, "hidden_size": 1024, "total_params": 752393024}, "method": "advanced", "environment": {"python_version": "3.13.12", "os": "Linux", "arch": "x86_64", "torch_version": "2.10.0+cu128"}, "method_config": {"true_iterative_refinement": false, "refinement_passes": 2, "embed_regularization": 0.5, "regularization": 0.3, "n_directions": 4, "project_biases": true, "reflection_strength": 2.0, "per_expert_directions": false, "activation_steering": false, "attention_head_surgery": false, "safety_neuron_masking": false, "use_chat_template": true, "layer_adaptive_strength": false, "use_jailbreak_contrast": false, "norm_preserve": true, "transplant_blend": 0.3, "project_embeddings": false, "expert_transplant": false, "steering_strength": 0.3, "use_sae_features": false, "invert_refusal": false, "use_whitened_svd": false}, "quality_metrics": {"perplexity": 4.516068569176215, "coherence": 0.8, "refusal_rate": 0.03333333333333333, "kl_divergence": 0.20590032637119293, "spectral_certification": null}, "stage_durations": {"summon": 1.8305983543395996, "probe": 10.054066181182861, "distill": 0.5394914150238037, "excise": 0.8154826164245605, "verify": 84.93028116226196, "rebirth": 1.550218105316162}, "strong_layers": [23, 22, 21, 20], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0}, "mean_direction_persistence": 0.6207, "effective_ranks": {"0": 2.0, "1": 2.0, "2": 2.0, "3": 2.0, "4": 2.0, "5": 2.0, "6": 2.0, "7": 2.0, "8": 2.0, "9": 2.0, "10": 2.0, "11": 2.0, "12": 2.0, "13": 2.0, "14": 2.0, "15": 2.0, "16": 2.0, "17": 2.0, "18": 2.0, "19": 2.0, "20": 2.0, "21": 2.0, "22": 2.0, "23": 2.0}}, "excise_details": {"modified_count": 46}, "prompt_counts": {"harmful": 256, "harmless": 256}, "gpu_memory": {"peak_allocated_gb": 0.14, "peak_reserved_gb": 0.16}}
{"timestamp": "2026-03-05T00:12:16.210296+00:00", "session_id": "14174748faa0", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 103.3, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "485daec3db944e5597573553e559d528", "timestamp": "2026-03-05T00:12:16.234475+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"safety_neuron_masking": false, "layer_adaptive_strength": false, "refinement_passes": 2, "reflection_strength": 2.0, "per_expert_directions": false, "use_jailbreak_contrast": false, "true_iterative_refinement": false, "use_chat_template": true, "expert_transplant": false, "attention_head_surgery": false, "steering_strength": 0.3, "embed_regularization": 0.5, "project_embeddings": false, "activation_steering": false, "regularization": 0.3, "n_directions": 4, "use_whitened_svd": false, "transplant_blend": 0.3, "invert_refusal": false, "use_sae_features": false, "project_biases": true, "norm_preserve": true}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 12.972934007644653, "probe": 1.8224458694458008, "distill": 0.21386337280273438, "excise": 4.167003393173218, "verify": 71.23851609230042, "rebirth": 9.736543416976929}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T00:32:41.725821+00:00", "session_id": "14174748faa0", "model_id": "openai-community/gpt2-xl", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.0, "perplexity": 9.255787792129276, "coherence": 1.0, "kl_divergence": null, "strong_layers": 9, "ega_expert_dirs": 0, "time_seconds": 84.5, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T00:33:57.260726+00:00", "session_id": "14174748faa0", "model_id": "openai-community/gpt2-xl", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.0, "perplexity": 9.233056938559157, "coherence": 1.0, "kl_divergence": null, "strong_layers": 9, "ega_expert_dirs": 0, "time_seconds": 71.9, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T00:35:30.253031+00:00", "session_id": "14174748faa0", "model_id": "openai-community/gpt2-xl", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "spectral_cascade", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.03333333333333333, "perplexity": 9.20739491476243, "coherence": 0.9, "kl_divergence": null, "strong_layers": 9, "ega_expert_dirs": 0, "time_seconds": 89.6, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T00:44:51.926400+00:00", "session_id": "14174748faa0", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 112.1, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "83947d900e61480baf2c2497d4b19919", "timestamp": "2026-03-05T00:44:51.943236+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"safety_neuron_masking": false, "layer_adaptive_strength": false, "refinement_passes": 2, "reflection_strength": 2.0, "per_expert_directions": false, "use_jailbreak_contrast": false, "true_iterative_refinement": false, "use_chat_template": true, "expert_transplant": false, "attention_head_surgery": false, "steering_strength": 0.3, "embed_regularization": 0.5, "project_embeddings": false, "activation_steering": false, "regularization": 0.3, "n_directions": 4, "use_whitened_svd": false, "transplant_blend": 0.3, "invert_refusal": false, "use_sae_features": false, "project_biases": true, "norm_preserve": true}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 9.750942945480347, "probe": 1.916780948638916, "distill": 0.14476633071899414, "excise": 6.539256572723389, "verify": 78.50729727745056, "rebirth": 11.131876707077026}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T00:45:22.010154+00:00", "session_id": "14174748faa0", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 109.9, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "3f71850e5eb34c399247b60e88e4013d", "timestamp": "2026-03-05T00:45:22.024065+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"safety_neuron_masking": false, "layer_adaptive_strength": false, "refinement_passes": 2, "reflection_strength": 2.0, "per_expert_directions": false, "use_jailbreak_contrast": false, "true_iterative_refinement": false, "use_chat_template": true, "expert_transplant": false, "attention_head_surgery": false, "steering_strength": 0.3, "embed_regularization": 0.5, "project_embeddings": false, "activation_steering": false, "regularization": 0.3, "n_directions": 4, "use_whitened_svd": false, "transplant_blend": 0.3, "invert_refusal": false, "use_sae_features": false, "project_biases": true, "norm_preserve": true}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 3.812776565551758, "probe": 1.936202049255371, "distill": 0.12190961837768555, "excise": 6.672263145446777, "verify": 77.75099110603333, "rebirth": 15.598405122756958}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T00:50:16.084345+00:00", "session_id": "14174748faa0", "model_id": "Qwen/Qwen3.5-2B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.23333333333333334, "perplexity": 3.6484210774577424, "coherence": 1.0, "kl_divergence": 0.22112467885017395, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 102.2, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "3179e1abe6ef46e09b0fa942a8c1c061", "timestamp": "2026-03-05T00:50:16.094210+00:00", "model": {"architecture": "qwen3_5", "num_layers": 24, "num_heads": 8, "hidden_size": 2048, "total_params": 1881825088}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"safety_neuron_masking": false, "layer_adaptive_strength": false, "refinement_passes": 2, "reflection_strength": 2.0, "per_expert_directions": false, "use_jailbreak_contrast": false, "true_iterative_refinement": false, "use_chat_template": true, "expert_transplant": false, "attention_head_surgery": false, "steering_strength": 0.3, "embed_regularization": 0.5, "project_embeddings": false, "activation_steering": false, "regularization": 0.3, "n_directions": 4, "use_whitened_svd": false, "transplant_blend": 0.3, "invert_refusal": false, "use_sae_features": false, "project_biases": true, "norm_preserve": true}, "quality_metrics": {"perplexity": 3.6484210774577424, "coherence": 1.0, "refusal_rate": 0.23333333333333334, "kl_divergence": 0.22112467885017395, "spectral_certification": null}, "stage_durations": {"summon": 9.301135778427124, "probe": 3.7306907176971436, "distill": 0.06586718559265137, "excise": 1.8425769805908203, "verify": 77.72900223731995, "rebirth": 4.277940034866333}, "strong_layers": [23, 22, 21, 20], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0}, "mean_direction_persistence": 0.6646, "effective_ranks": {"0": 2.0, "1": 2.0, "2": 2.0, "3": 2.0, "4": 2.0, "5": 2.0, "6": 2.0, "7": 2.0, "8": 2.0, "9": 2.0, "10": 2.0, "11": 2.0, "12": 2.0, "13": 2.0, "14": 2.0, "15": 2.0, "16": 2.0, "17": 2.0, "18": 2.0, "19": 2.0, "20": 2.0, "21": 2.0, "22": 2.0, "23": 2.0}}, "excise_details": {"modified_count": 46}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 9.41, "peak_reserved_gb": 9.42}}
{"timestamp": "2026-03-05T00:50:30.344403+00:00", "session_id": "14174748faa0", "model_id": "Qwen/Qwen3.5-9B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "custom", "n_prompts": 99, "refusal_rate": 0.14285714285714285, "perplexity": 3.1550745524307056, "coherence": 1.0, "kl_divergence": null, "strong_layers": 8, "ega_expert_dirs": 0, "time_seconds": 116.8, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "b572faa652544eaeb777c237cc8551ee", "timestamp": "2026-03-05T00:50:30.357088+00:00", "model": {"architecture": "qwen3_5", "num_layers": 32, "num_heads": 16, "hidden_size": 4096, "total_params": 8953803264}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"safety_neuron_masking": false, "layer_adaptive_strength": false, "refinement_passes": 2, "reflection_strength": 2.0, "per_expert_directions": false, "use_jailbreak_contrast": false, "true_iterative_refinement": false, "use_chat_template": true, "expert_transplant": false, "attention_head_surgery": false, "steering_strength": 0.3, "embed_regularization": 0.5, "project_embeddings": false, "activation_steering": false, "regularization": 0.3, "n_directions": 4, "use_whitened_svd": false, "transplant_blend": 0.3, "invert_refusal": false, "use_sae_features": false, "project_biases": true, "norm_preserve": true}, "quality_metrics": {"perplexity": 3.1550745524307056, "coherence": 1.0, "refusal_rate": 0.14285714285714285, "kl_divergence": null, "spectral_certification": null}, "stage_durations": {"summon": 17.821972846984863, "probe": 2.4541683197021484, "distill": 0.02928471565246582, "excise": 4.506840944290161, "verify": 63.2036669254303, "rebirth": 25.830122232437134}, "strong_layers": [31, 30, 29, 28, 26, 27, 25, 24], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.6974, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 180}, "prompt_counts": {"harmful": 7, "harmless": 7}, "gpu_memory": {"peak_allocated_gb": 38.12, "peak_reserved_gb": 38.13}}
{"timestamp": "2026-03-05T00:54:25.117438+00:00", "session_id": "14174748faa0", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 118.4, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "8218331455894669b717250fa1b0036d", "timestamp": "2026-03-05T00:54:25.130430+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"safety_neuron_masking": false, "layer_adaptive_strength": false, "refinement_passes": 2, "reflection_strength": 2.0, "per_expert_directions": false, "use_jailbreak_contrast": false, "true_iterative_refinement": false, "use_chat_template": true, "expert_transplant": false, "attention_head_surgery": false, "steering_strength": 0.3, "embed_regularization": 0.5, "project_embeddings": false, "activation_steering": false, "regularization": 0.3, "n_directions": 4, "use_whitened_svd": false, "transplant_blend": 0.3, "invert_refusal": false, "use_sae_features": false, "project_biases": true, "norm_preserve": true}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 13.43805456161499, "probe": 2.0548970699310303, "distill": 0.1350400447845459, "excise": 5.857671022415161, "verify": 81.64845824241638, "rebirth": 11.440194845199585}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T02:32:28.134256+00:00", "session_id": "c81d542a2dad", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 117.4, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "f05c86b14c9c44f48941f1c471d9a644", "timestamp": "2026-03-05T02:32:28.147939+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.3, "attention_head_surgery": false, "reflection_strength": 2.0, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": false, "project_biases": true, "true_iterative_refinement": false, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 18.369996786117554, "probe": 1.2172694206237793, "distill": 0.2777519226074219, "excise": 4.6397545337677, "verify": 79.3354971408844, "rebirth": 10.680978059768677}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T02:32:38.857004+00:00", "session_id": "24cc8d604806", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 103.9, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "19925ede998440feb70a58c4f7e792b8", "timestamp": "2026-03-05T02:32:38.871383+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.3, "attention_head_surgery": false, "reflection_strength": 2.0, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": false, "project_biases": true, "true_iterative_refinement": false, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 3.9002060890197754, "probe": 1.4710583686828613, "distill": 0.10532450675964355, "excise": 4.445925951004028, "verify": 77.00325202941895, "rebirth": 14.307721614837646}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T02:35:33.675039+00:00", "session_id": "223bb8025f52", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "informed", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.03333333333333333, "perplexity": 13.31262093276664, "coherence": 1.0, "kl_divergence": null, "strong_layers": 22, "ega_expert_dirs": 0, "time_seconds": 155.5, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "9eb595a3af364937a8b75ee224f5c6d9", "timestamp": "2026-03-05T02:35:33.693609+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "informed", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.35, "regularization": 0.15, "attention_head_surgery": false, "reflection_strength": 1.5, "refinement_passes": 3, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 8, "use_whitened_svd": true, "project_biases": true, "true_iterative_refinement": true, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.1, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.2, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 13.31262093276664, "coherence": 1.0, "refusal_rate": 0.03333333333333333, "kl_divergence": null, "spectral_certification": null}, "stage_durations": {"summon": 3.980741262435913, "probe": 1.457376480102539, "analyze": 0.10445547103881836, "distill": 8.39204740524292, "excise": 54.611716985702515, "verify": 76.23922181129456, "rebirth": 10.318312644958496}, "strong_layers": [3, 22, 23, 29, 30, 28, 27, 24, 20, 25, 26, 35, 21, 31, 19, 34, 32, 33, 5, 2, 18, 4], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.6096, "effective_ranks": {"0": 7.66, "1": 7.47, "2": 7.81, "3": 7.9, "4": 7.91, "5": 7.93, "6": 7.8, "7": 7.85, "8": 7.86, "9": 7.9, "10": 7.93, "11": 7.93, "12": 7.89, "13": 7.91, "14": 7.87, "15": 7.89, "16": 7.94, "17": 7.93, "18": 7.91, "19": 7.87, "20": 7.8, "21": 7.86, "22": 7.86, "23": 7.87, "24": 7.91, "25": 7.94, "26": 7.94, "27": 7.94, "28": 7.93, "29": 7.94, "30": 7.94, "31": 7.92, "32": 7.93, "33": 7.92, "34": 7.9, "35": 7.9}}, "excise_details": {"modified_count": 4712}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T01:05:48.032002+00:00", "session_id": "b61346003aa0", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 88.4, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "fece0cb410eb4653aa7128cca507657f", "timestamp": "2026-03-05T01:05:48.063966+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"attention_head_surgery": false, "use_sae_features": false, "true_iterative_refinement": false, "embed_regularization": 0.5, "expert_transplant": false, "layer_adaptive_strength": false, "invert_refusal": false, "safety_neuron_masking": false, "norm_preserve": true, "project_biases": true, "reflection_strength": 2.0, "refinement_passes": 2, "n_directions": 4, "activation_steering": false, "regularization": 0.3, "use_chat_template": true, "transplant_blend": 0.3, "use_jailbreak_contrast": false, "project_embeddings": false, "steering_strength": 0.3, "per_expert_directions": false, "use_whitened_svd": false}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 9.007928609848022, "probe": 0.9873702526092529, "distill": 0.19034028053283691, "excise": 2.490696907043457, "verify": 63.83412432670593, "rebirth": 9.740560293197632}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-04T21:17:36.588211+00:00", "session_id": "5828c619a179", "model_id": "nvidia/Mistral-NeMo-Minitron-8B-Instruct", "model_family": "mistral", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.7666666666666667, "perplexity": 4.198650243801576, "coherence": 1.0, "kl_divergence": null, "strong_layers": 11, "ega_expert_dirs": 0, "time_seconds": 188.1, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T21:20:43.189600+00:00", "session_id": "5828c619a179", "model_id": "nvidia/Mistral-NeMo-Minitron-8B-Instruct", "model_family": "mistral", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.16666666666666666, "perplexity": 3.9370217474501543, "coherence": 1.0, "kl_divergence": null, "strong_layers": 16, "ega_expert_dirs": 0, "time_seconds": 184.3, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T21:25:09.805936+00:00", "session_id": "5828c619a179", "model_id": "nvidia/Mistral-NeMo-Minitron-8B-Instruct", "model_family": "mistral", "model_size_b": 0.0, "is_moe": false, "method": "spectral_cascade", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.6333333333333333, "perplexity": 4.306915855075175, "coherence": 1.0, "kl_divergence": null, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 263.9, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T21:30:07.468645+00:00", "session_id": "5828c619a179", "model_id": "nvidia/Mistral-NeMo-Minitron-8B-Instruct", "model_family": "mistral", "model_size_b": 0.0, "is_moe": false, "method": "surgical", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.0, "perplexity": 1054.6054121207114, "coherence": 0.3, "kl_divergence": null, "strong_layers": 15, "ega_expert_dirs": 0, "time_seconds": 294.8, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T21:40:25.087955+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3, "perplexity": 4.661320016020531, "coherence": 1.0, "kl_divergence": 0.000436431699199602, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 150.6, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "4e839fb5a35b492188b6c2c66500929a", "timestamp": "2026-03-04T21:40:25.107141+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.13.12", "os": "Linux", "arch": "x86_64", "torch_version": "2.10.0+cu128"}, "method_config": {"project_embeddings": false, "use_sae_features": false, "steering_strength": 0.3, "attention_head_surgery": false, "refinement_passes": 2, "project_biases": true, "norm_preserve": true, "use_chat_template": true, "activation_steering": false, "use_whitened_svd": false, "use_jailbreak_contrast": false, "reflection_strength": 2.0, "layer_adaptive_strength": false, "embed_regularization": 0.5, "n_directions": 4, "expert_transplant": false, "true_iterative_refinement": false, "regularization": 0.3, "invert_refusal": false, "transplant_blend": 0.3, "safety_neuron_masking": false, "per_expert_directions": false}, "quality_metrics": {"perplexity": 4.661320016020531, "coherence": 1.0, "refusal_rate": 0.3, "kl_divergence": 0.000436431699199602, "spectral_certification": null}, "stage_durations": {"summon": 6.927201986312866, "probe": 1.0417377948760986, "distill": 0.09303832054138184, "excise": 3.1985867023468018, "verify": 128.28147912025452, "rebirth": 9.279534816741943}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7154, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 11.86, "peak_reserved_gb": 11.88}}
{"timestamp": "2026-03-04T22:13:06.232014+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen3.5-0.8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 99, "refusal_rate": 0.6, "perplexity": 4.538765437256517, "coherence": 0.8, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 117.5, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T22:15:06.953894+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen3.5-0.8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 99, "refusal_rate": 0.2, "perplexity": 4.390694569255594, "coherence": 0.8, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 119.1, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T22:17:23.060191+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen3.5-0.8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "spectral_cascade", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 99, "refusal_rate": 0.23333333333333334, "perplexity": 4.548603293931678, "coherence": 0.8, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 134.4, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T22:19:45.846550+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen3.5-0.8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "surgical", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 99, "refusal_rate": 0.03333333333333333, "perplexity": 4.698785318256097, "coherence": 0.9, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 141.0, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T22:23:34.459941+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen3.5-0.8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "informed", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 99, "refusal_rate": 0.0, "perplexity": 4.694950218848427, "coherence": 0.9, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 226.2, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T22:30:38.692597+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen3.5-0.8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "aggressive", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 99, "refusal_rate": 0.36666666666666664, "perplexity": 4.474545404368261, "coherence": 0.8, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 422.1, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T22:35:03.609556+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen2.5-1.5B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.03333333333333333, "perplexity": 4.379035443392508, "coherence": 1.0, "kl_divergence": null, "strong_layers": 5, "ega_expert_dirs": 0, "time_seconds": 256.5, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T22:38:39.218052+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen2.5-1.5B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.03333333333333333, "perplexity": 5.396852499439614, "coherence": 1.0, "kl_divergence": null, "strong_layers": 5, "ega_expert_dirs": 0, "time_seconds": 213.0, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T22:39:11.191050+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen2.5-1.5B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "spectral_cascade", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": null, "perplexity": null, "coherence": null, "kl_divergence": null, "strong_layers": 0, "ega_expert_dirs": 0, "time_seconds": 30.3, "error": "[Errno 2] No such file or directory: '/root/.cache/huggingface/hub/models--Qwen--Qwen2.5-1.5B/blobs/a961db72e75d52b18e6b0c9d379e51a26973b233385e0e127fdda7d648aec796.incomplete'", "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T22:42:47.834310+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen2.5-1.5B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "surgical", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.0, "perplexity": 4.452938700580109, "coherence": 1.0, "kl_divergence": null, "strong_layers": 5, "ega_expert_dirs": 0, "time_seconds": 214.0, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T22:45:46.796613+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen2.5-0.5B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.7333333333333333, "perplexity": 4.474857062606768, "coherence": 1.0, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 172.9, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T22:48:58.065064+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen2.5-0.5B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.6666666666666666, "perplexity": 4.461776601827049, "coherence": 1.0, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 189.0, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T22:52:43.326333+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen2.5-0.5B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "spectral_cascade", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.6, "perplexity": 4.477304812370336, "coherence": 1.0, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 221.7, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T22:56:59.851432+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen2.5-0.5B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "surgical", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.23333333333333334, "perplexity": 5.636518357604494, "coherence": 1.0, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 254.0, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T23:17:06.648313+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen2.5-1.5B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.03333333333333333, "perplexity": 4.379035443392508, "coherence": 1.0, "kl_divergence": null, "strong_layers": 5, "ega_expert_dirs": 0, "time_seconds": 127.8, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T23:19:22.363281+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen2.5-1.5B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.03333333333333333, "perplexity": 5.396852499439614, "coherence": 1.0, "kl_divergence": null, "strong_layers": 5, "ega_expert_dirs": 0, "time_seconds": 132.8, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T23:25:21.415936+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3, "perplexity": 4.37551166550978, "coherence": 1.0, "kl_divergence": null, "strong_layers": 18, "ega_expert_dirs": 0, "time_seconds": 200.5, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-04T23:55:17.200012+00:00", "session_id": "5828c619a179", "model_id": "Qwen/Qwen2.5-0.5B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.7333333333333333, "perplexity": 4.474857062606768, "coherence": 1.0, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 108.7, "error": null, "gpu_name": "NVIDIA L4", "gpu_vram_gb": 22.0, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T01:12:48.882631+00:00", "session_id": "446c853355bd", "model_id": "Qwen/Qwen3.5-9B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.2, "perplexity": 3.3327953531900785, "coherence": 0.9, "kl_divergence": null, "strong_layers": 15, "ega_expert_dirs": 0, "time_seconds": 149.5, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T01:15:06.153147+00:00", "session_id": "446c853355bd", "model_id": "Qwen/Qwen3.5-9B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.36666666666666664, "perplexity": 3.12970382481159, "coherence": 1.0, "kl_divergence": null, "strong_layers": 8, "ega_expert_dirs": 0, "time_seconds": 135.5, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T01:16:49.817789+00:00", "session_id": "f8bad4234ba0", "model_id": "01-ai/Yi-1.5-6B-Chat", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.1, "perplexity": 3.9196024480186096, "coherence": 1.0, "kl_divergence": 1.297065258026123, "strong_layers": 11, "ega_expert_dirs": 0, "time_seconds": 90.1, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "1a9a1ce7215d4cbf8a5279747150dcb9", "timestamp": "2026-03-05T01:16:49.831813+00:00", "model": {"architecture": "llama", "num_layers": 32, "num_heads": 32, "hidden_size": 4096, "total_params": 6061035520}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"attention_head_surgery": false, "use_sae_features": false, "true_iterative_refinement": false, "embed_regularization": 0.5, "expert_transplant": false, "layer_adaptive_strength": false, "steering_strength": 0.3, "norm_preserve": true, "project_biases": true, "reflection_strength": 2.0, "per_expert_directions": false, "refinement_passes": 2, "n_directions": 4, "activation_steering": false, "regularization": 0.3, "use_chat_template": true, "transplant_blend": 0.3, "use_jailbreak_contrast": false, "project_embeddings": false, "safety_neuron_masking": false, "invert_refusal": false, "use_whitened_svd": false}, "quality_metrics": {"perplexity": 3.9196024480186096, "coherence": 1.0, "refusal_rate": 0.1, "kl_divergence": 1.297065258026123, "spectral_certification": null}, "stage_durations": {"summon": 13.02147889137268, "probe": 1.32672119140625, "distill": 0.16834807395935059, "excise": 3.2774341106414795, "verify": 52.971906661987305, "rebirth": 17.044478178024292}, "strong_layers": [31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.6878, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 312}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 23.83, "peak_reserved_gb": 23.85}}
{"timestamp": "2026-03-05T01:20:41.279861+00:00", "session_id": "36d9e142908c", "model_id": "Qwen/Qwen3.5-9B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.2, "perplexity": 3.3327953531900785, "coherence": 0.9, "kl_divergence": null, "strong_layers": 15, "ega_expert_dirs": 0, "time_seconds": 148.3, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T01:21:57.951621+00:00", "session_id": "cac78dff0bf5", "model_id": "Qwen/Qwen3.5-9B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 256, "refusal_rate": 0.4666666666666667, "perplexity": 3.0830956511328806, "coherence": 0.8, "kl_divergence": 0.5680579543113708, "strong_layers": 8, "ega_expert_dirs": 0, "time_seconds": 158.9, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "06fc762c5f9b47eaa07890f0ecca29cb", "timestamp": "2026-03-05T01:21:57.970061+00:00", "model": {"architecture": "qwen3_5", "num_layers": 32, "num_heads": 16, "hidden_size": 4096, "total_params": 8953803264}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"attention_head_surgery": false, "use_sae_features": false, "true_iterative_refinement": false, "embed_regularization": 0.5, "expert_transplant": false, "layer_adaptive_strength": false, "steering_strength": 0.3, "norm_preserve": true, "project_biases": true, "reflection_strength": 2.0, "per_expert_directions": false, "refinement_passes": 2, "n_directions": 4, "activation_steering": false, "regularization": 0.3, "use_chat_template": true, "transplant_blend": 0.3, "use_jailbreak_contrast": false, "project_embeddings": false, "safety_neuron_masking": false, "invert_refusal": false, "use_whitened_svd": false}, "quality_metrics": {"perplexity": 3.0830956511328806, "coherence": 0.8, "refusal_rate": 0.4666666666666667, "kl_divergence": 0.5680579543113708, "spectral_certification": null}, "stage_durations": {"summon": 7.6293487548828125, "probe": 18.741142511367798, "distill": 4.103968858718872, "excise": 3.7293381690979004, "verify": 94.26530742645264, "rebirth": 23.77138090133667}, "strong_layers": [31, 30, 29, 28, 26, 27, 25, 24], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.6681, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 180}, "prompt_counts": {"harmful": 256, "harmless": 256}, "gpu_memory": {"peak_allocated_gb": 38.12, "peak_reserved_gb": 38.13}}
{"timestamp": "2026-03-05T01:23:06.517336+00:00", "session_id": "36d9e142908c", "model_id": "Qwen/Qwen3.5-9B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.36666666666666664, "perplexity": 3.12970382481159, "coherence": 1.0, "kl_divergence": null, "strong_layers": 8, "ega_expert_dirs": 0, "time_seconds": 143.4, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T02:12:27.603616+00:00", "session_id": "d7f18246cec1", "model_id": "Qwen/Qwen3-8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.4168535995844795, "coherence": 1.0, "kl_divergence": 8.388905371248256e-06, "strong_layers": 11, "ega_expert_dirs": 0, "time_seconds": 122.2, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "e2d8379e4b254eaa82bc3f443c5780c7", "timestamp": "2026-03-05T02:12:27.630916+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 4096, "total_params": 8190735360}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"steering_strength": 0.3, "activation_steering": false, "expert_transplant": false, "true_iterative_refinement": false, "project_biases": true, "safety_neuron_masking": false, "use_jailbreak_contrast": false, "use_sae_features": false, "embed_regularization": 0.5, "use_whitened_svd": false, "n_directions": 4, "norm_preserve": true, "use_chat_template": true, "attention_head_surgery": false, "invert_refusal": false, "reflection_strength": 2.0, "layer_adaptive_strength": false, "regularization": 0.3, "project_embeddings": false, "refinement_passes": 2, "per_expert_directions": false, "transplant_blend": 0.3}, "quality_metrics": {"perplexity": 4.4168535995844795, "coherence": 1.0, "refusal_rate": 0.3333333333333333, "kl_divergence": 8.388905371248256e-06, "spectral_certification": null}, "stage_durations": {"summon": 15.723466873168945, "probe": 1.424401044845581, "distill": 0.29901599884033203, "excise": 3.6871042251586914, "verify": 75.18661427497864, "rebirth": 23.213512897491455}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 27, 26, 24], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7373, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 312}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 33.44, "peak_reserved_gb": 33.46}}
{"timestamp": "2026-03-05T01:27:32.518389+00:00", "session_id": "96276ec5cbbf", "model_id": "Qwen/Qwen3.5-9B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 99, "refusal_rate": 0.3333333333333333, "perplexity": 3.10748488338563, "coherence": 1.0, "kl_divergence": 0.44841673970222473, "strong_layers": 8, "ega_expert_dirs": 0, "time_seconds": 151.4, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "6d788ec412664755aa5d43cd01f5bbc6", "timestamp": "2026-03-05T01:27:32.535442+00:00", "model": {"architecture": "qwen3_5", "num_layers": 32, "num_heads": 16, "hidden_size": 4096, "total_params": 8953803264}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"attention_head_surgery": false, "use_sae_features": false, "true_iterative_refinement": false, "embed_regularization": 0.5, "expert_transplant": false, "layer_adaptive_strength": false, "steering_strength": 0.3, "norm_preserve": true, "project_biases": true, "reflection_strength": 2.0, "per_expert_directions": false, "refinement_passes": 2, "n_directions": 4, "activation_steering": false, "regularization": 0.3, "use_chat_template": true, "transplant_blend": 0.3, "use_jailbreak_contrast": false, "project_embeddings": false, "safety_neuron_masking": false, "invert_refusal": false, "use_whitened_svd": false}, "quality_metrics": {"perplexity": 3.10748488338563, "coherence": 1.0, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.44841673970222473, "spectral_certification": null}, "stage_durations": {"summon": 7.389273166656494, "probe": 8.598092079162598, "distill": 0.37638258934020996, "excise": 2.935462713241577, "verify": 91.71676588058472, "rebirth": 33.859580278396606}, "strong_layers": [31, 30, 29, 28, 26, 27, 25, 24], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.672, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 180}, "prompt_counts": {"harmful": 99, "harmless": 99}, "gpu_memory": {"peak_allocated_gb": 38.12, "peak_reserved_gb": 38.13}}
{"timestamp": "2026-03-05T01:28:09.966943+00:00", "session_id": "96276ec5cbbf", "model_id": "Qwen/Qwen3.5-9B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "custom", "n_prompts": 99, "refusal_rate": 0.14285714285714285, "perplexity": 3.1550745524307056, "coherence": 1.0, "kl_divergence": null, "strong_layers": 8, "ega_expert_dirs": 0, "time_seconds": 107.7, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "e249a41b6f76468bb37095e6f7ba244c", "timestamp": "2026-03-05T01:28:09.980103+00:00", "model": {"architecture": "qwen3_5", "num_layers": 32, "num_heads": 16, "hidden_size": 4096, "total_params": 8953803264}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"attention_head_surgery": false, "use_sae_features": false, "true_iterative_refinement": false, "embed_regularization": 0.5, "expert_transplant": false, "layer_adaptive_strength": false, "steering_strength": 0.3, "norm_preserve": true, "project_biases": true, "reflection_strength": 2.0, "per_expert_directions": false, "refinement_passes": 2, "n_directions": 4, "activation_steering": false, "regularization": 0.3, "use_chat_template": true, "transplant_blend": 0.3, "use_jailbreak_contrast": false, "project_embeddings": false, "safety_neuron_masking": false, "invert_refusal": false, "use_whitened_svd": false}, "quality_metrics": {"perplexity": 3.1550745524307056, "coherence": 1.0, "refusal_rate": 0.14285714285714285, "kl_divergence": null, "spectral_certification": null}, "stage_durations": {"summon": 7.814274787902832, "probe": 2.514777421951294, "distill": 0.030857324600219727, "excise": 2.748114824295044, "verify": 58.825435638427734, "rebirth": 33.31896138191223}, "strong_layers": [31, 30, 29, 28, 26, 27, 25, 24], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.6974, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 180}, "prompt_counts": {"harmful": 7, "harmless": 7}, "gpu_memory": {"peak_allocated_gb": 38.12, "peak_reserved_gb": 38.13}}
{"timestamp": "2026-03-05T01:30:35.255055+00:00", "session_id": "96276ec5cbbf", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "custom", "n_prompts": 99, "refusal_rate": 0.5714285714285714, "perplexity": 4.534002843279598, "coherence": 1.0, "kl_divergence": null, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 71.5, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "044955b2b0bf49a1838cf23043144795", "timestamp": "2026-03-05T01:30:35.271850+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"attention_head_surgery": false, "use_sae_features": false, "true_iterative_refinement": false, "embed_regularization": 0.5, "expert_transplant": false, "layer_adaptive_strength": false, "steering_strength": 0.3, "norm_preserve": true, "project_biases": true, "reflection_strength": 2.0, "per_expert_directions": false, "refinement_passes": 2, "n_directions": 4, "activation_steering": false, "regularization": 0.3, "use_chat_template": true, "transplant_blend": 0.3, "use_jailbreak_contrast": false, "project_embeddings": false, "safety_neuron_masking": false, "invert_refusal": false, "use_whitened_svd": false}, "quality_metrics": {"perplexity": 4.534002843279598, "coherence": 1.0, "refusal_rate": 0.5714285714285714, "kl_divergence": null, "spectral_certification": null}, "stage_durations": {"summon": 10.108620643615723, "probe": 1.191148042678833, "distill": 0.024189472198486328, "excise": 5.793773174285889, "verify": 41.2372944355011, "rebirth": 10.534516096115112}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 22, 21, 20, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7617, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 7, "harmless": 7}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T01:34:10.364947+00:00", "session_id": "96276ec5cbbf", "model_id": "Qwen/Qwen3.5-2B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.23333333333333334, "perplexity": 3.6484210774577424, "coherence": 1.0, "kl_divergence": 0.22112467885017395, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 87.3, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "273a47557eeb4caf95c8c92d8079c7e4", "timestamp": "2026-03-05T01:34:10.374284+00:00", "model": {"architecture": "qwen3_5", "num_layers": 24, "num_heads": 8, "hidden_size": 2048, "total_params": 1881825088}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"attention_head_surgery": false, "use_sae_features": false, "true_iterative_refinement": false, "embed_regularization": 0.5, "expert_transplant": false, "layer_adaptive_strength": false, "steering_strength": 0.3, "norm_preserve": true, "project_biases": true, "reflection_strength": 2.0, "per_expert_directions": false, "refinement_passes": 2, "n_directions": 4, "activation_steering": false, "regularization": 0.3, "use_chat_template": true, "transplant_blend": 0.3, "use_jailbreak_contrast": false, "project_embeddings": false, "safety_neuron_masking": false, "invert_refusal": false, "use_whitened_svd": false}, "quality_metrics": {"perplexity": 3.6484210774577424, "coherence": 1.0, "refusal_rate": 0.23333333333333334, "kl_divergence": 0.22112467885017395, "spectral_certification": null}, "stage_durations": {"summon": 8.234193325042725, "probe": 2.293365955352783, "distill": 0.06013154983520508, "excise": 1.4731910228729248, "verify": 67.88364958763123, "rebirth": 3.792494535446167}, "strong_layers": [23, 22, 21, 20], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0}, "mean_direction_persistence": 0.6646, "effective_ranks": {"0": 2.0, "1": 2.0, "2": 2.0, "3": 2.0, "4": 2.0, "5": 2.0, "6": 2.0, "7": 2.0, "8": 2.0, "9": 2.0, "10": 2.0, "11": 2.0, "12": 2.0, "13": 2.0, "14": 2.0, "15": 2.0, "16": 2.0, "17": 2.0, "18": 2.0, "19": 2.0, "20": 2.0, "21": 2.0, "22": 2.0, "23": 2.0}}, "excise_details": {"modified_count": 46}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 9.41, "peak_reserved_gb": 9.42}}
{"timestamp": "2026-03-05T01:37:17.237009+00:00", "session_id": "96276ec5cbbf", "model_id": "Qwen/Qwen3.5-9B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 99, "refusal_rate": 0.3333333333333333, "perplexity": 3.10748488338563, "coherence": 1.0, "kl_divergence": 0.44841673970222473, "strong_layers": 8, "ega_expert_dirs": 0, "time_seconds": 154.4, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "b90851df227145d1bf6d45f737639d4e", "timestamp": "2026-03-05T01:37:17.264277+00:00", "model": {"architecture": "qwen3_5", "num_layers": 32, "num_heads": 16, "hidden_size": 4096, "total_params": 8953803264}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"attention_head_surgery": false, "use_sae_features": false, "true_iterative_refinement": false, "embed_regularization": 0.5, "expert_transplant": false, "layer_adaptive_strength": false, "steering_strength": 0.3, "norm_preserve": true, "project_biases": true, "reflection_strength": 2.0, "per_expert_directions": false, "refinement_passes": 2, "n_directions": 4, "activation_steering": false, "regularization": 0.3, "use_chat_template": true, "transplant_blend": 0.3, "use_jailbreak_contrast": false, "project_embeddings": false, "safety_neuron_masking": false, "invert_refusal": false, "use_whitened_svd": false}, "quality_metrics": {"perplexity": 3.10748488338563, "coherence": 1.0, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.44841673970222473, "spectral_certification": null}, "stage_durations": {"summon": 17.94721031188965, "probe": 7.546174049377441, "distill": 0.4264523983001709, "excise": 2.639007568359375, "verify": 97.07504367828369, "rebirth": 21.89275050163269}, "strong_layers": [31, 30, 29, 28, 26, 27, 25, 24], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.672, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 180}, "prompt_counts": {"harmful": 99, "harmless": 99}, "gpu_memory": {"peak_allocated_gb": 38.12, "peak_reserved_gb": 38.13}}
{"timestamp": "2026-03-05T01:37:42.524441+00:00", "session_id": "96276ec5cbbf", "model_id": "01-ai/Yi-1.5-6B-Chat", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.1, "perplexity": 3.9196024480186096, "coherence": 1.0, "kl_divergence": 1.297065258026123, "strong_layers": 11, "ega_expert_dirs": 0, "time_seconds": 88.5, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "253ada759b714a0881fc037da820ef8e", "timestamp": "2026-03-05T01:37:42.538234+00:00", "model": {"architecture": "llama", "num_layers": 32, "num_heads": 32, "hidden_size": 4096, "total_params": 6061035520}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"attention_head_surgery": false, "use_sae_features": false, "true_iterative_refinement": false, "embed_regularization": 0.5, "expert_transplant": false, "layer_adaptive_strength": false, "steering_strength": 0.3, "norm_preserve": true, "project_biases": true, "reflection_strength": 2.0, "per_expert_directions": false, "refinement_passes": 2, "n_directions": 4, "activation_steering": false, "regularization": 0.3, "use_chat_template": true, "transplant_blend": 0.3, "use_jailbreak_contrast": false, "project_embeddings": false, "safety_neuron_masking": false, "invert_refusal": false, "use_whitened_svd": false}, "quality_metrics": {"perplexity": 3.9196024480186096, "coherence": 1.0, "refusal_rate": 0.1, "kl_divergence": 1.297065258026123, "spectral_certification": null}, "stage_durations": {"summon": 11.259498596191406, "probe": 1.3433547019958496, "distill": 0.15019941329956055, "excise": 4.419644594192505, "verify": 52.13835668563843, "rebirth": 16.410270929336548}, "strong_layers": [31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.6878, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 312}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 23.83, "peak_reserved_gb": 23.85}}
{"timestamp": "2026-03-05T01:44:14.928382+00:00", "session_id": "96276ec5cbbf", "model_id": "Qwen/Qwen3-8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "optimized", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 256, "refusal_rate": 0.1, "perplexity": 10.943779278736198, "coherence": 1.0, "kl_divergence": 0.0003388736804481596, "strong_layers": 18, "ega_expert_dirs": 0, "time_seconds": 202.5, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "3332161530b9473aa917187b3a58c341", "timestamp": "2026-03-05T01:44:14.970127+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 4096, "total_params": 8190735360}, "method": "optimized", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"attention_head_surgery": true, "use_sae_features": true, "true_iterative_refinement": false, "embed_regularization": 0.5, "expert_transplant": false, "layer_adaptive_strength": true, "steering_strength": 0.3, "norm_preserve": true, "project_biases": true, "reflection_strength": 2.0, "per_expert_directions": true, "refinement_passes": 1, "n_directions": 4, "activation_steering": false, "regularization": 0.0, "use_chat_template": true, "transplant_blend": 0.3, "use_jailbreak_contrast": true, "project_embeddings": false, "safety_neuron_masking": false, "invert_refusal": false, "use_whitened_svd": true}, "quality_metrics": {"perplexity": 10.943779278736198, "coherence": 1.0, "refusal_rate": 0.1, "kl_divergence": 0.0003388736804481596, "spectral_certification": null}, "stage_durations": {"summon": 14.299822092056274, "probe": 12.306798458099365, "distill": 61.87768244743347, "excise": 11.690829038619995, "verify": 75.66370725631714, "rebirth": 22.74032974243164}, "strong_layers": [19, 20, 24, 26, 25, 33, 32, 21, 23, 27, 22, 29, 30, 31, 28, 34, 18, 35], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.8006, "effective_ranks": {"0": 3.95, "1": 3.76, "2": 3.7, "3": 3.78, "4": 3.99, "5": 3.98, "6": 3.98, "7": 3.97, "8": 3.93, "9": 3.96, "10": 3.97, "11": 3.98, "12": 3.96, "13": 3.98, "14": 3.87, "15": 3.89, "16": 3.82, "17": 3.84, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 3.99}}, "excise_details": {"modified_count": 1372, "head_surgery_layers": 18, "total_heads_projected": 576, "sae_direction_count": 18, "adaptive_weight_min": 0.892, "adaptive_weight_max": 1.0, "used_techniques": ["head_surgery", "sae_features", "layer_adaptive"]}, "prompt_counts": {"harmful": 256, "harmless": 256}, "gpu_memory": {"peak_allocated_gb": 33.47, "peak_reserved_gb": 33.5}}
{"timestamp": "2026-03-05T01:45:55.156370+00:00", "session_id": "96276ec5cbbf", "model_id": "Qwen/Qwen2.5-0.5B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.7333333333333333, "perplexity": 4.472860478810878, "coherence": 1.0, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 54.2, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T01:46:44.157063+00:00", "session_id": "96276ec5cbbf", "model_id": "Qwen/Qwen2.5-0.5B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.6666666666666666, "perplexity": 4.460832369706017, "coherence": 1.0, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 46.9, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T01:47:46.592397+00:00", "session_id": "96276ec5cbbf", "model_id": "Qwen/Qwen2.5-0.5B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "spectral_cascade", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.6, "perplexity": 4.480306125835424, "coherence": 1.0, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 60.4, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T01:48:45.636579+00:00", "session_id": "96276ec5cbbf", "model_id": "Qwen/Qwen2.5-0.5B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "surgical", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.9333333333333333, "perplexity": 5.552274467845293, "coherence": 1.0, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 57.0, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T01:59:39.118086+00:00", "session_id": "96276ec5cbbf", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 104.0, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "dffe75b394d5460ba7c03a59e4c1f086", "timestamp": "2026-03-05T01:59:39.132328+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"attention_head_surgery": false, "use_sae_features": false, "true_iterative_refinement": false, "embed_regularization": 0.5, "expert_transplant": false, "layer_adaptive_strength": false, "steering_strength": 0.3, "norm_preserve": true, "project_biases": true, "reflection_strength": 2.0, "per_expert_directions": false, "refinement_passes": 2, "n_directions": 4, "activation_steering": false, "regularization": 0.3, "use_chat_template": true, "transplant_blend": 0.3, "use_jailbreak_contrast": false, "project_embeddings": false, "safety_neuron_masking": false, "invert_refusal": false, "use_whitened_svd": false}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 9.111635684967041, "probe": 1.6477689743041992, "distill": 0.09669065475463867, "excise": 7.2088189125061035, "verify": 71.99660587310791, "rebirth": 10.07900071144104}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T02:01:44.578745+00:00", "session_id": "96276ec5cbbf", "model_id": "Qwen/Qwen3.5-0.8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 99, "refusal_rate": 0.16666666666666666, "perplexity": 4.387184655535206, "coherence": 0.8, "kl_divergence": 0.4451158344745636, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 97.8, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "23feffc2b38844ada4bce792c58de50d", "timestamp": "2026-03-05T02:01:44.589308+00:00", "model": {"architecture": "qwen3_5", "num_layers": 24, "num_heads": 8, "hidden_size": 1024, "total_params": 752393024}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"attention_head_surgery": false, "use_sae_features": false, "true_iterative_refinement": false, "embed_regularization": 0.5, "expert_transplant": false, "layer_adaptive_strength": false, "steering_strength": 0.3, "norm_preserve": true, "project_biases": true, "reflection_strength": 2.0, "per_expert_directions": false, "refinement_passes": 2, "n_directions": 4, "activation_steering": false, "regularization": 0.3, "use_chat_template": true, "transplant_blend": 0.3, "use_jailbreak_contrast": false, "project_embeddings": false, "safety_neuron_masking": false, "invert_refusal": false, "use_whitened_svd": false}, "quality_metrics": {"perplexity": 4.387184655535206, "coherence": 0.8, "refusal_rate": 0.16666666666666666, "kl_divergence": 0.4451158344745636, "spectral_certification": null}, "stage_durations": {"summon": 6.020778656005859, "probe": 6.898799419403076, "distill": 0.3159904479980469, "excise": 2.0408029556274414, "verify": 73.33716177940369, "rebirth": 2.471583604812622}, "strong_layers": [23, 22, 21, 20], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0}, "mean_direction_persistence": 0.6387, "effective_ranks": {"0": 2.0, "1": 2.0, "2": 2.0, "3": 2.0, "4": 2.0, "5": 2.0, "6": 2.0, "7": 2.0, "8": 2.0, "9": 2.0, "10": 2.0, "11": 2.0, "12": 2.0, "13": 2.0, "14": 2.0, "15": 2.0, "16": 2.0, "17": 2.0, "18": 2.0, "19": 2.0, "20": 2.0, "21": 2.0, "22": 2.0, "23": 2.0}}, "excise_details": {"modified_count": 46}, "prompt_counts": {"harmful": 99, "harmless": 99}, "gpu_memory": {"peak_allocated_gb": 4.02, "peak_reserved_gb": 4.03}}
{"timestamp": "2026-03-05T02:02:34.683332+00:00", "session_id": "96276ec5cbbf", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195833462290466, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 99.2, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "a472c8f76caf4c73b66e998b6abed7d4", "timestamp": "2026-03-05T02:02:34.696616+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"attention_head_surgery": false, "use_sae_features": false, "true_iterative_refinement": false, "embed_regularization": 0.5, "expert_transplant": false, "layer_adaptive_strength": false, "steering_strength": 0.3, "norm_preserve": true, "project_biases": true, "reflection_strength": 2.0, "per_expert_directions": false, "refinement_passes": 2, "n_directions": 4, "activation_steering": false, "regularization": 0.3, "use_chat_template": true, "transplant_blend": 0.3, "use_jailbreak_contrast": false, "project_embeddings": false, "safety_neuron_masking": false, "invert_refusal": false, "use_whitened_svd": false}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195833462290466, "spectral_certification": null}, "stage_durations": {"summon": 4.854068756103516, "probe": 1.6920435428619385, "distill": 0.12181949615478516, "excise": 5.13699197769165, "verify": 73.54518485069275, "rebirth": 10.024614810943604}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T02:12:50.090465+00:00", "session_id": "0271b4313f84", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 104.8, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "faf00601342e41ceb8e94e45ade39d20", "timestamp": "2026-03-05T02:12:50.107163+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"steering_strength": 0.3, "activation_steering": false, "expert_transplant": false, "true_iterative_refinement": false, "project_biases": true, "safety_neuron_masking": false, "use_jailbreak_contrast": false, "use_sae_features": false, "embed_regularization": 0.5, "use_whitened_svd": false, "n_directions": 4, "norm_preserve": true, "use_chat_template": true, "attention_head_surgery": false, "invert_refusal": false, "reflection_strength": 2.0, "layer_adaptive_strength": false, "regularization": 0.3, "project_embeddings": false, "refinement_passes": 2, "per_expert_directions": false, "transplant_blend": 0.3}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 11.467840433120728, "probe": 1.3586926460266113, "distill": 0.12549161911010742, "excise": 4.965139150619507, "verify": 72.2052571773529, "rebirth": 11.636936664581299}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T02:14:35.400098+00:00", "session_id": "84a9a3fc7de4", "model_id": "Qwen/Qwen2.5-0.5B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.7333333333333333, "perplexity": 4.472860478810878, "coherence": 1.0, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 52.0, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T02:15:25.586876+00:00", "session_id": "84a9a3fc7de4", "model_id": "Qwen/Qwen2.5-0.5B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.6666666666666666, "perplexity": 4.460832369706017, "coherence": 1.0, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 48.2, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T02:16:13.510998+00:00", "session_id": "84a9a3fc7de4", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 97.5, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "3937cff3421d4befa0cb8dc19beff084", "timestamp": "2026-03-05T02:16:13.527484+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"steering_strength": 0.3, "activation_steering": false, "expert_transplant": false, "true_iterative_refinement": false, "project_biases": true, "safety_neuron_masking": false, "use_jailbreak_contrast": false, "use_sae_features": false, "embed_regularization": 0.5, "use_whitened_svd": false, "n_directions": 4, "norm_preserve": true, "use_chat_template": true, "attention_head_surgery": false, "invert_refusal": false, "reflection_strength": 2.0, "layer_adaptive_strength": false, "regularization": 0.3, "project_embeddings": false, "refinement_passes": 2, "per_expert_directions": false, "transplant_blend": 0.3}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 3.63834547996521, "probe": 1.3050968647003174, "distill": 0.09762406349182129, "excise": 4.4839441776275635, "verify": 70.9358868598938, "rebirth": 14.245023488998413}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T02:16:25.389374+00:00", "session_id": "84a9a3fc7de4", "model_id": "Qwen/Qwen2.5-0.5B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "spectral_cascade", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.6, "perplexity": 4.480306125835424, "coherence": 1.0, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 58.2, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T02:16:33.679084+00:00", "session_id": "84a9a3fc7de4", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 98.5, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "a26d6e2bc14c4fc48709181679ee30a0", "timestamp": "2026-03-05T02:16:33.692114+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"steering_strength": 0.3, "activation_steering": false, "expert_transplant": false, "true_iterative_refinement": false, "project_biases": true, "safety_neuron_masking": false, "use_jailbreak_contrast": false, "use_sae_features": false, "embed_regularization": 0.5, "use_whitened_svd": false, "n_directions": 4, "norm_preserve": true, "use_chat_template": true, "attention_head_surgery": false, "invert_refusal": false, "reflection_strength": 2.0, "layer_adaptive_strength": false, "regularization": 0.3, "project_embeddings": false, "refinement_passes": 2, "per_expert_directions": false, "transplant_blend": 0.3}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 3.9395265579223633, "probe": 1.1870133876800537, "distill": 0.1145620346069336, "excise": 5.078873634338379, "verify": 71.00355410575867, "rebirth": 14.187732696533203}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T02:17:16.284867+00:00", "session_id": "84a9a3fc7de4", "model_id": "Qwen/Qwen2.5-0.5B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "surgical", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.9333333333333333, "perplexity": 5.241278352651466, "coherence": 1.0, "kl_divergence": null, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 48.9, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T02:18:26.350400+00:00", "session_id": "84a9a3fc7de4", "model_id": "Qwen/Qwen3.5-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 99, "refusal_rate": 0.2, "perplexity": 3.384769027838269, "coherence": 1.0, "kl_divergence": 0.32463324069976807, "strong_layers": 9, "ega_expert_dirs": 0, "time_seconds": 131.4, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "42d886c23fa1432e8851658d51a1565e", "timestamp": "2026-03-05T02:18:26.375269+00:00", "model": {"architecture": "qwen3_5", "num_layers": 32, "num_heads": 16, "hidden_size": 2560, "total_params": 4205751296}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"steering_strength": 0.3, "activation_steering": false, "expert_transplant": false, "true_iterative_refinement": false, "project_biases": true, "safety_neuron_masking": false, "use_jailbreak_contrast": false, "use_sae_features": false, "embed_regularization": 0.5, "use_whitened_svd": false, "n_directions": 4, "norm_preserve": true, "use_chat_template": true, "attention_head_surgery": false, "invert_refusal": false, "reflection_strength": 2.0, "layer_adaptive_strength": false, "regularization": 0.3, "project_embeddings": false, "refinement_passes": 2, "per_expert_directions": false, "transplant_blend": 0.3}, "quality_metrics": {"perplexity": 3.384769027838269, "coherence": 1.0, "refusal_rate": 0.2, "kl_divergence": 0.32463324069976807, "spectral_certification": null}, "stage_durations": {"summon": 11.968230962753296, "probe": 9.018950700759888, "distill": 0.22048735618591309, "excise": 3.550086259841919, "verify": 89.15746903419495, "rebirth": 10.513073682785034}, "strong_layers": [31, 30, 29, 26, 28, 27, 25, 24, 23], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.6607, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 208}, "prompt_counts": {"harmful": 99, "harmless": 99}, "gpu_memory": {"peak_allocated_gb": 18.66, "peak_reserved_gb": 18.67}}
{"timestamp": "2026-03-05T02:22:25.339019+00:00", "session_id": "84a9a3fc7de4", "model_id": "Qwen/Qwen3-8B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": -1, "refusal_rate": 0.06666666666666667, "perplexity": 4.402343992141183, "coherence": 0.9, "kl_divergence": 3.10412397084292e-05, "strong_layers": 11, "ega_expert_dirs": 0, "time_seconds": 143.1, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "cc41c2f70ef64b9b8609740652cdd179", "timestamp": "2026-03-05T02:22:25.357959+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 4096, "total_params": 8190735360}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"steering_strength": 0.3, "activation_steering": false, "expert_transplant": false, "true_iterative_refinement": false, "project_biases": true, "safety_neuron_masking": false, "use_jailbreak_contrast": false, "use_sae_features": false, "embed_regularization": 0.5, "use_whitened_svd": false, "n_directions": 4, "norm_preserve": true, "use_chat_template": true, "attention_head_surgery": false, "invert_refusal": false, "reflection_strength": 2.0, "layer_adaptive_strength": false, "regularization": 0.3, "project_embeddings": false, "refinement_passes": 2, "per_expert_directions": false, "transplant_blend": 0.3}, "quality_metrics": {"perplexity": 4.402343992141183, "coherence": 0.9, "refusal_rate": 0.06666666666666667, "kl_divergence": 3.10412397084292e-05, "spectral_certification": null}, "stage_durations": {"summon": 14.322103500366211, "probe": 11.97770619392395, "distill": 9.977958679199219, "excise": 4.376830577850342, "verify": 78.02539730072021, "rebirth": 21.28781032562256}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 27, 26, 20], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.75, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 312}, "prompt_counts": {"harmful": 512, "harmless": 512}, "gpu_memory": {"peak_allocated_gb": 33.44, "peak_reserved_gb": 33.46}}
{"timestamp": "2026-03-05T02:23:02.329868+00:00", "session_id": "84a9a3fc7de4", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 108.3, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "d64a193d00b541028da33198b75512e5", "timestamp": "2026-03-05T02:23:02.343724+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"steering_strength": 0.3, "activation_steering": false, "expert_transplant": false, "true_iterative_refinement": false, "project_biases": true, "safety_neuron_masking": false, "use_jailbreak_contrast": false, "use_sae_features": false, "embed_regularization": 0.5, "use_whitened_svd": false, "n_directions": 4, "norm_preserve": true, "use_chat_template": true, "attention_head_surgery": false, "invert_refusal": false, "reflection_strength": 2.0, "layer_adaptive_strength": false, "regularization": 0.3, "project_embeddings": false, "refinement_passes": 2, "per_expert_directions": false, "transplant_blend": 0.3}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 8.694924592971802, "probe": 1.227531909942627, "distill": 0.14066433906555176, "excise": 4.63267183303833, "verify": 79.58385825157166, "rebirth": 10.997853755950928}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 19.69, "peak_reserved_gb": 20.0}}
{"timestamp": "2026-03-05T02:25:17.531511+00:00", "session_id": "84a9a3fc7de4", "model_id": "huihui-ai/Qwen2.5-7B-Instruct-abliterated", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 99, "refusal_rate": 0.23333333333333334, "perplexity": 4.380216114250887, "coherence": 1.0, "kl_divergence": 1.1946085691452026, "strong_layers": 8, "ega_expert_dirs": 0, "time_seconds": 105.0, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "b4fd3cea41f344209e629bfa61a9060e", "timestamp": "2026-03-05T02:25:17.551892+00:00", "model": {"architecture": "qwen2", "num_layers": 28, "num_heads": 28, "hidden_size": 3584, "total_params": 7615616512}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"steering_strength": 0.3, "activation_steering": false, "expert_transplant": false, "true_iterative_refinement": false, "project_biases": true, "safety_neuron_masking": false, "use_jailbreak_contrast": false, "use_sae_features": false, "embed_regularization": 0.5, "use_whitened_svd": false, "n_directions": 4, "norm_preserve": true, "use_chat_template": true, "attention_head_surgery": false, "invert_refusal": false, "reflection_strength": 2.0, "layer_adaptive_strength": false, "regularization": 0.3, "project_embeddings": false, "refinement_passes": 2, "per_expert_directions": false, "transplant_blend": 0.3}, "quality_metrics": {"perplexity": 4.380216114250887, "coherence": 1.0, "refusal_rate": 0.23333333333333334, "kl_divergence": 1.1946085691452026, "spectral_certification": null}, "stage_durations": {"summon": 15.754361629486084, "probe": 2.9771480560302734, "distill": 0.34746432304382324, "excise": 3.891935348510742, "verify": 52.005038261413574, "rebirth": 26.369277238845825}, "strong_layers": [27, 26, 25, 24, 23, 22, 21, 20], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0}, "mean_direction_persistence": 0.6731, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0}}, "excise_details": {"modified_count": 260}, "prompt_counts": {"harmful": 99, "harmless": 99}, "gpu_memory": {"peak_allocated_gb": 30.94, "peak_reserved_gb": 30.96}}
{"timestamp": "2026-03-05T02:25:28.554342+00:00", "session_id": "84a9a3fc7de4", "model_id": "Qwen/Qwen3.5-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": -1, "refusal_rate": 0.23333333333333334, "perplexity": 3.380621008836486, "coherence": 1.0, "kl_divergence": 0.2697199881076813, "strong_layers": 9, "ega_expert_dirs": 0, "time_seconds": 170.9, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "8b5c954acce44fd2ac382958a9758623", "timestamp": "2026-03-05T02:25:28.570911+00:00", "model": {"architecture": "qwen3_5", "num_layers": 32, "num_heads": 16, "hidden_size": 2560, "total_params": 4205751296}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"steering_strength": 0.3, "activation_steering": false, "expert_transplant": false, "true_iterative_refinement": false, "project_biases": true, "safety_neuron_masking": false, "use_jailbreak_contrast": false, "use_sae_features": false, "embed_regularization": 0.5, "use_whitened_svd": false, "n_directions": 4, "norm_preserve": true, "use_chat_template": true, "attention_head_surgery": false, "invert_refusal": false, "reflection_strength": 2.0, "layer_adaptive_strength": false, "regularization": 0.3, "project_embeddings": false, "refinement_passes": 2, "per_expert_directions": false, "transplant_blend": 0.3}, "quality_metrics": {"perplexity": 3.380621008836486, "coherence": 1.0, "refusal_rate": 0.23333333333333334, "kl_divergence": 0.2697199881076813, "spectral_certification": null}, "stage_durations": {"summon": 9.687855958938599, "probe": 35.841474294662476, "distill": 5.587674617767334, "excise": 3.3827576637268066, "verify": 97.50690126419067, "rebirth": 10.670528650283813}, "strong_layers": [31, 30, 29, 28, 26, 27, 25, 24, 23], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.6606, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 208}, "prompt_counts": {"harmful": 512, "harmless": 512}, "gpu_memory": {"peak_allocated_gb": 18.66, "peak_reserved_gb": 18.67}}
{"timestamp": "2026-03-05T02:25:29.537759+00:00", "session_id": "84a9a3fc7de4", "model_id": "NousResearch/Hermes-3-Llama-3.1-8B", "model_family": "llama", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": -1, "refusal_rate": 0.2, "perplexity": 3.541349028209219, "coherence": 1.0, "kl_divergence": 0.8441267609596252, "strong_layers": 10, "ega_expert_dirs": 0, "time_seconds": 119.5, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "f1bd52f04c244122972a12549e21f665", "timestamp": "2026-03-05T02:25:29.565453+00:00", "model": {"architecture": "llama", "num_layers": 32, "num_heads": 32, "hidden_size": 4096, "total_params": 8030261248}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"steering_strength": 0.3, "activation_steering": false, "expert_transplant": false, "true_iterative_refinement": false, "project_biases": true, "safety_neuron_masking": false, "use_jailbreak_contrast": false, "use_sae_features": false, "embed_regularization": 0.5, "use_whitened_svd": false, "n_directions": 4, "norm_preserve": true, "use_chat_template": true, "attention_head_surgery": false, "invert_refusal": false, "reflection_strength": 2.0, "layer_adaptive_strength": false, "regularization": 0.3, "project_embeddings": false, "refinement_passes": 2, "per_expert_directions": false, "transplant_blend": 0.3}, "quality_metrics": {"perplexity": 3.541349028209219, "coherence": 1.0, "refusal_rate": 0.2, "kl_divergence": 0.8441267609596252, "spectral_certification": null}, "stage_durations": {"summon": 15.781251668930054, "probe": 12.319907426834106, "distill": 8.965120315551758, "excise": 4.0077104568481445, "verify": 57.12977981567383, "rebirth": 17.922744512557983}, "strong_layers": [31, 30, 29, 28, 27, 26, 25, 24, 23, 22], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.7451, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 284}, "prompt_counts": {"harmful": 512, "harmless": 512}, "gpu_memory": {"peak_allocated_gb": 32.39, "peak_reserved_gb": 32.4}}
{"timestamp": "2026-03-05T02:27:18.686544+00:00", "session_id": "84a9a3fc7de4", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 103.3, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "95495943542d4697a2ca67ab91f7d8da", "timestamp": "2026-03-05T02:27:18.700925+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"steering_strength": 0.3, "activation_steering": false, "expert_transplant": false, "true_iterative_refinement": false, "project_biases": true, "safety_neuron_masking": false, "use_jailbreak_contrast": false, "use_sae_features": false, "embed_regularization": 0.5, "use_whitened_svd": false, "n_directions": 4, "norm_preserve": true, "use_chat_template": true, "attention_head_surgery": false, "invert_refusal": false, "reflection_strength": 2.0, "layer_adaptive_strength": false, "regularization": 0.3, "project_embeddings": false, "refinement_passes": 2, "per_expert_directions": false, "transplant_blend": 0.3}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 8.9491548538208, "probe": 1.3789095878601074, "distill": 0.1562635898590088, "excise": 6.023183107376099, "verify": 73.11403012275696, "rebirth": 10.154193639755249}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 32.39, "peak_reserved_gb": 32.4}}
{"timestamp": "2026-03-05T02:42:43.434197+00:00", "session_id": "4c9a06d2b66e", "model_id": "mlabonne/Meta-Llama-3.1-8B-Instruct-abliterated", "model_family": "llama", "model_size_b": 0.0, "is_moe": false, "method": "informed", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.03333333333333333, "perplexity": 4.557642509078244, "coherence": 1.0, "kl_divergence": null, "strong_layers": 30, "ega_expert_dirs": 0, "time_seconds": 208.7, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "5fdcb06f1ab0489fba554f32941caaf1", "timestamp": "2026-03-05T02:42:43.451256+00:00", "model": {"architecture": "llama", "num_layers": 32, "num_heads": 32, "hidden_size": 4096, "total_params": 8030261248}, "method": "informed", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.35, "regularization": 0.2, "attention_head_surgery": false, "reflection_strength": 1.5, "refinement_passes": 3, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 8, "use_whitened_svd": true, "project_biases": true, "true_iterative_refinement": true, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.1, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.2, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 4.557642509078244, "coherence": 1.0, "refusal_rate": 0.03333333333333333, "degenerate_count": 3, "kl_divergence": null, "spectral_certification": null}, "stage_durations": {"summon": 14.862861156463623, "probe": 0.9910240173339844, "analyze": 0.09093928337097168, "distill": 24.61915898323059, "excise": 88.39482092857361, "verify": 55.02743625640869, "rebirth": 23.718944311141968}, "strong_layers": [12, 11, 14, 15, 13, 10, 16, 8, 18, 20, 17, 9, 19, 7, 21, 31, 6, 26, 25, 28, 22, 27, 23, 30, 29, 24, 5, 2, 4, 3], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.7009, "effective_ranks": {"0": 7.97, "1": 7.9, "2": 7.85, "3": 7.9, "4": 7.88, "5": 7.91, "6": 7.94, "7": 7.91, "8": 7.91, "9": 7.87, "10": 7.93, "11": 7.92, "12": 7.91, "13": 7.91, "14": 7.92, "15": 7.93, "16": 7.91, "17": 7.94, "18": 7.95, "19": 7.95, "20": 7.93, "21": 7.91, "22": 7.91, "23": 7.92, "24": 7.9, "25": 7.9, "26": 7.92, "27": 7.91, "28": 7.92, "29": 7.91, "30": 7.9, "31": 7.91}}, "excise_details": {"modified_count": 4824}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 32.39, "peak_reserved_gb": 32.41}}
{"timestamp": "2026-03-05T02:49:12.198872+00:00", "session_id": "4c9a06d2b66e", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "custom", "n_prompts": 33, "refusal_rate": 0.2, "perplexity": 4.8854119718826166, "coherence": 1.0, "kl_divergence": null, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 71.6, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "3653a71362664fe08d792faf3a4ec97f", "timestamp": "2026-03-05T02:49:12.212608+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.3, "attention_head_surgery": false, "reflection_strength": 2.0, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": false, "project_biases": true, "true_iterative_refinement": false, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 4.8854119718826166, "coherence": 1.0, "refusal_rate": 0.2, "kl_divergence": null, "spectral_certification": null}, "stage_durations": {"summon": 9.706149816513062, "probe": 1.141458511352539, "distill": 0.024222135543823242, "excise": 3.8479106426239014, "verify": 44.139272928237915, "rebirth": 10.544644355773926}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 22, 21, 20, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7179, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 5, "harmless": 5}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T02:52:31.636090+00:00", "session_id": "4c9a06d2b66e", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 95.6, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "2d61abe73ad64a1a8422ea9d6911bd21", "timestamp": "2026-03-05T02:52:31.650229+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.3, "attention_head_surgery": false, "reflection_strength": 2.0, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": false, "project_biases": true, "true_iterative_refinement": false, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 3.7506589889526367, "probe": 1.2118120193481445, "distill": 0.10903668403625488, "excise": 5.199962854385376, "verify": 68.1988468170166, "rebirth": 14.02445363998413}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T02:55:14.301641+00:00", "session_id": "4c9a06d2b66e", "model_id": "Qwen/Qwen3.5-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3, "perplexity": 3.326915749867893, "coherence": 1.0, "kl_divergence": 0.21920561790466309, "strong_layers": 9, "ega_expert_dirs": 0, "time_seconds": 134.4, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "48535f0fc5164a3abf4574cabd85913a", "timestamp": "2026-03-05T02:55:14.323006+00:00", "model": {"architecture": "qwen3_5", "num_layers": 32, "num_heads": 16, "hidden_size": 2560, "total_params": 4205751296}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.3, "attention_head_surgery": false, "reflection_strength": 2.0, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": false, "project_biases": true, "true_iterative_refinement": false, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 3.326915749867893, "coherence": 1.0, "refusal_rate": 0.3, "kl_divergence": 0.21920561790466309, "spectral_certification": null}, "stage_durations": {"summon": 11.431823015213013, "probe": 3.2915375232696533, "distill": 0.12715864181518555, "excise": 3.1787450313568115, "verify": 96.69640779495239, "rebirth": 15.247792482376099}, "strong_layers": [31, 30, 29, 26, 28, 27, 25, 24, 23], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.6502, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 208}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 18.66, "peak_reserved_gb": 18.67}}
{"timestamp": "2026-03-05T02:55:39.385524+00:00", "session_id": "4c9a06d2b66e", "model_id": "Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2", "model_family": "llama", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.06666666666666667, "perplexity": 4.291701679724309, "coherence": 1.0, "kl_divergence": 0.6173449754714966, "strong_layers": 9, "ega_expert_dirs": 0, "time_seconds": 100.9, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "be23083ba30c401a9503c668ccbfbf49", "timestamp": "2026-03-05T02:55:39.400873+00:00", "model": {"architecture": "llama", "num_layers": 32, "num_heads": 32, "hidden_size": 4096, "total_params": 8030261248}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.3, "attention_head_surgery": false, "reflection_strength": 2.0, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": false, "project_biases": true, "true_iterative_refinement": false, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 4.291701679724309, "coherence": 1.0, "refusal_rate": 0.06666666666666667, "kl_divergence": 0.6173449754714966, "spectral_certification": null}, "stage_durations": {"summon": 13.143305778503418, "probe": 1.291661024093628, "distill": 0.14852285385131836, "excise": 4.0791990756988525, "verify": 57.25473594665527, "rebirth": 21.7097110748291}, "strong_layers": [31, 30, 29, 28, 27, 26, 25, 21, 20], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.7647, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 256}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 32.39, "peak_reserved_gb": 32.4}}
{"timestamp": "2026-03-05T02:56:57.654175+00:00", "session_id": "4c9a06d2b66e", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 98.6, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "71fbcabdadb34df1870f605836a4caf0", "timestamp": "2026-03-05T02:56:57.667418+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.3, "attention_head_surgery": false, "reflection_strength": 2.0, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": false, "project_biases": true, "true_iterative_refinement": false, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 4.1594812870025635, "probe": 1.537954330444336, "distill": 0.09756231307983398, "excise": 5.728955030441284, "verify": 73.38418459892273, "rebirth": 10.229604005813599}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T03:01:21.002194+00:00", "session_id": "4c9a06d2b66e", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 102.1, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "e5f9e52eb7dd4d719c4537d82f21ad34", "timestamp": "2026-03-05T03:01:21.016455+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.3, "attention_head_surgery": false, "reflection_strength": 2.0, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": false, "project_biases": true, "true_iterative_refinement": false, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 8.64711332321167, "probe": 1.5508034229278564, "distill": 0.11838841438293457, "excise": 6.114797830581665, "verify": 71.45496034622192, "rebirth": 10.653403043746948}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T03:02:40.614759+00:00", "session_id": "4c9a06d2b66e", "model_id": "moonshotai/Kimi-K2.5", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": null, "perplexity": null, "coherence": null, "kl_divergence": null, "strong_layers": 0, "ega_expert_dirs": 0, "time_seconds": 2.1, "error": "compressed_tensors is not installed and is required for compressed-tensors quantization. Please install it with `pip install compressed-tensors`.", "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T03:02:42.864346+00:00", "session_id": "4c9a06d2b66e", "model_id": "moonshotai/Kimi-K2.5", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": null, "perplexity": null, "coherence": null, "kl_divergence": null, "strong_layers": 0, "ega_expert_dirs": 0, "time_seconds": 0.7, "error": "compressed_tensors is not installed and is required for compressed-tensors quantization. Please install it with `pip install compressed-tensors`.", "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T03:02:45.133687+00:00", "session_id": "4c9a06d2b66e", "model_id": "moonshotai/Kimi-K2.5", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "spectral_cascade", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": null, "perplexity": null, "coherence": null, "kl_divergence": null, "strong_layers": 0, "ega_expert_dirs": 0, "time_seconds": 0.6, "error": "compressed_tensors is not installed and is required for compressed-tensors quantization. Please install it with `pip install compressed-tensors`.", "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T03:02:47.291430+00:00", "session_id": "4c9a06d2b66e", "model_id": "moonshotai/Kimi-K2.5", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "surgical", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": null, "perplexity": null, "coherence": null, "kl_divergence": null, "strong_layers": 0, "ega_expert_dirs": 0, "time_seconds": 0.6, "error": "compressed_tensors is not installed and is required for compressed-tensors quantization. Please install it with `pip install compressed-tensors`.", "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T03:06:36.502414+00:00", "session_id": "4c9a06d2b66e", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "custom", "n_prompts": 33, "refusal_rate": 0.0, "perplexity": 4.8218169572243115, "coherence": 1.0, "kl_divergence": null, "strong_layers": 11, "ega_expert_dirs": 0, "time_seconds": 76.9, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "448ed745689147a1aec90f2078dabc6e", "timestamp": "2026-03-05T03:06:36.518474+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.3, "attention_head_surgery": false, "reflection_strength": 2.0, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": false, "project_biases": true, "true_iterative_refinement": false, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 4.8218169572243115, "coherence": 1.0, "refusal_rate": 0.0, "kl_divergence": null, "spectral_certification": null}, "stage_durations": {"summon": 11.326225996017456, "probe": 1.7289817333221436, "distill": 0.023620128631591797, "excise": 5.118449687957764, "verify": 44.592565059661865, "rebirth": 11.098135471343994}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 21, 22, 20, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7552, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 312}, "prompt_counts": {"harmful": 5, "harmless": 5}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T03:09:46.185321+00:00", "session_id": "4c9a06d2b66e", "model_id": "Qwen/Qwen3.5-9B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 512, "refusal_rate": 0.16666666666666666, "perplexity": 3.115149668605254, "coherence": 0.8, "kl_divergence": 0.27714842557907104, "strong_layers": 8, "ega_expert_dirs": 0, "time_seconds": 202.9, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "db3db9ff4b4541abb59194a209f59b00", "timestamp": "2026-03-05T03:09:46.204917+00:00", "model": {"architecture": "qwen3_5", "num_layers": 32, "num_heads": 16, "hidden_size": 4096, "total_params": 8953803264}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.3, "attention_head_surgery": false, "reflection_strength": 2.0, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": false, "project_biases": true, "true_iterative_refinement": false, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 3.115149668605254, "coherence": 0.8, "refusal_rate": 0.16666666666666666, "kl_divergence": 0.27714842557907104, "spectral_certification": null}, "stage_durations": {"summon": 15.753533601760864, "probe": 36.33412194252014, "distill": 8.625759840011597, "excise": 4.993197679519653, "verify": 104.68605780601501, "rebirth": 24.56136989593506}, "strong_layers": [31, 30, 29, 28, 26, 27, 25, 24], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.671, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 180}, "prompt_counts": {"harmful": 512, "harmless": 512}, "gpu_memory": {"peak_allocated_gb": 38.12, "peak_reserved_gb": 38.13}}
{"timestamp": "2026-03-05T03:09:54.712947+00:00", "session_id": "4c9a06d2b66e", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 105.9, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "44e0bf20a3ec4b8ab406f508be4537e5", "timestamp": "2026-03-05T03:09:54.726708+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.3, "attention_head_surgery": false, "reflection_strength": 2.0, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": false, "project_biases": true, "true_iterative_refinement": false, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 3.398406744003296, "probe": 1.7774882316589355, "distill": 0.12327241897583008, "excise": 6.216071844100952, "verify": 79.43943190574646, "rebirth": 11.292935609817505}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T03:13:33.018876+00:00", "session_id": "4c9a06d2b66e", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "custom", "n_prompts": 33, "refusal_rate": 0.0, "perplexity": 4.8218169572243115, "coherence": 1.0, "kl_divergence": null, "strong_layers": 11, "ega_expert_dirs": 0, "time_seconds": 75.5, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "3d8f56b44f7b4c73ae9338c5329224a6", "timestamp": "2026-03-05T03:13:33.033148+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.3, "attention_head_surgery": false, "reflection_strength": 2.0, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": false, "project_biases": true, "true_iterative_refinement": false, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 4.8218169572243115, "coherence": 1.0, "refusal_rate": 0.0, "kl_divergence": null, "spectral_certification": null}, "stage_durations": {"summon": 3.6761159896850586, "probe": 1.2787995338439941, "distill": 0.02492523193359375, "excise": 5.050737619400024, "verify": 47.435816526412964, "rebirth": 15.079612731933594}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 21, 22, 20, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7552, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 312}, "prompt_counts": {"harmful": 5, "harmless": 5}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T03:15:38.860640+00:00", "session_id": "4c9a06d2b66e", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 108.7, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "4bf623fb16c14b6c9aeecc5df7a5cea7", "timestamp": "2026-03-05T03:15:38.873393+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.3, "attention_head_surgery": false, "reflection_strength": 2.0, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": false, "project_biases": true, "true_iterative_refinement": false, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": false, "steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": false}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 3.7910821437835693, "probe": 2.039539098739624, "distill": 0.11391973495483398, "excise": 5.45121169090271, "verify": 82.2792432308197, "rebirth": 11.14622950553894}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T03:19:43.776605+00:00", "session_id": "4c9a06d2b66e", "model_id": "Qwen/Qwen3.5-9B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 256, "refusal_rate": 0.36666666666666664, "perplexity": 3.1012610694695595, "coherence": 0.8, "kl_divergence": 1.0695936679840088, "strong_layers": 8, "ega_expert_dirs": 0, "time_seconds": 210.4, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "3d9d1f34067040a7b7632adf08ce56af", "timestamp": "2026-03-05T03:19:43.794102+00:00", "model": {"architecture": "qwen3_5", "num_layers": 32, "num_heads": 16, "hidden_size": 4096, "total_params": 8953803264}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.3, "attention_head_surgery": true, "reflection_strength": 2.0, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": false, "use_sae_features": false, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": false, "project_biases": true, "true_iterative_refinement": true, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": true, "steering_strength": 0.3, "activation_steering": true, "layer_adaptive_strength": true}, "quality_metrics": {"perplexity": 3.1012610694695595, "coherence": 0.8, "refusal_rate": 0.36666666666666664, "kl_divergence": 1.0695936679840088, "spectral_certification": null}, "stage_durations": {"summon": 17.587843418121338, "probe": 14.798522710800171, "distill": 4.122986793518066, "excise": 28.58539891242981, "verify": 106.85166096687317, "rebirth": 23.9129056930542}, "strong_layers": [31, 30, 29, 28, 27, 23, 21, 20], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.6795, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 620, "head_surgery_layers": 8, "total_heads_projected": 128, "adaptive_weight_min": 0.342, "adaptive_weight_max": 1.0, "used_techniques": ["head_surgery", "layer_adaptive", "activation_steering"]}, "prompt_counts": {"harmful": 256, "harmless": 256}, "gpu_memory": {"peak_allocated_gb": 38.12, "peak_reserved_gb": 38.13}}
{"timestamp": "2026-03-05T03:28:27.814446+00:00", "session_id": "4c9a06d2b66e", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "nuclear", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 66, "refusal_rate": 0.0, "perplexity": Infinity, "coherence": 0.0, "kl_divergence": Infinity, "strong_layers": 33, "ega_expert_dirs": 0, "time_seconds": 188.9, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "6c3fe6a8a6854d7f84aec96f85ee7738", "timestamp": "2026-03-05T03:28:27.827492+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "nuclear", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.0, "attention_head_surgery": true, "reflection_strength": 1.25, "refinement_passes": 2, "use_chat_template": true, "use_jailbreak_contrast": true, "use_sae_features": true, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": true, "project_biases": true, "true_iterative_refinement": true, "expert_transplant": true, "norm_preserve": true, "project_embeddings": true, "transplant_blend": 0.1, "invert_refusal": true, "per_expert_directions": true, "steering_strength": 0.15, "activation_steering": true, "layer_adaptive_strength": true}, "quality_metrics": {"perplexity": Infinity, "coherence": 0.0, "refusal_rate": 0.0, "degenerate_count": 30, "kl_divergence": Infinity, "spectral_certification": null}, "stage_durations": {"summon": 9.627833127975464, "probe": 5.434863328933716, "distill": 15.494547605514526, "excise": 45.96845006942749, "verify": 97.30133152008057, "rebirth": 10.799891948699951}, "strong_layers": [20, 19, 21, 22, 17, 18, 23, 16, 24, 15, 14, 25, 12, 13, 26, 11, 35, 10, 27, 9, 7, 8, 28, 6, 29, 34, 33, 32, 5, 30, 31, 3, 2], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.663, "effective_ranks": {"0": 2.95, "1": 3.16, "2": 4.0, "3": 4.0, "4": 3.69, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 1397, "head_surgery_layers": 33, "total_heads_projected": 1056, "sae_direction_count": 13, "adaptive_weight_min": 0.8621, "adaptive_weight_max": 1.0, "used_techniques": ["head_surgery", "sae_features", "layer_adaptive", "activation_steering", "inversion", "embedding_projection", "expert_transplant"]}, "prompt_counts": {"harmful": 66, "harmless": 66}, "gpu_memory": {"peak_allocated_gb": 16.86, "peak_reserved_gb": 16.88}}
{"timestamp": "2026-03-05T03:32:31.163633+00:00", "session_id": "4c9a06d2b66e", "model_id": "Qwen/Qwen3.5-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "optimized", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 256, "refusal_rate": 0.4, "perplexity": 35.80578687560926, "coherence": 0.8, "kl_divergence": 2.659567356109619, "strong_layers": 28, "ega_expert_dirs": 0, "time_seconds": 211.2, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "39d040471e7f475f83f0c6cf8f5e5960", "timestamp": "2026-03-05T03:32:31.179955+00:00", "model": {"architecture": "qwen3_5", "num_layers": 32, "num_heads": 16, "hidden_size": 2560, "total_params": 4205751296}, "method": "optimized", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "regularization": 0.0, "attention_head_surgery": true, "reflection_strength": 2.0, "refinement_passes": 1, "use_chat_template": true, "use_jailbreak_contrast": true, "use_sae_features": true, "safety_neuron_masking": false, "n_directions": 4, "use_whitened_svd": true, "project_biases": true, "true_iterative_refinement": false, "expert_transplant": false, "norm_preserve": true, "project_embeddings": false, "transplant_blend": 0.3, "invert_refusal": false, "per_expert_directions": true, "steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": true}, "quality_metrics": {"perplexity": 35.80578687560926, "coherence": 0.8, "refusal_rate": 0.4, "kl_divergence": 2.659567356109619, "spectral_certification": null}, "stage_durations": {"summon": 9.6099693775177, "probe": 34.595728635787964, "distill": 33.36289405822754, "excise": 15.024094820022583, "verify": 98.23630595207214, "rebirth": 11.771721839904785}, "strong_layers": [15, 13, 16, 14, 12, 17, 11, 10, 18, 19, 8, 9, 20, 21, 22, 7, 6, 23, 25, 26, 24, 27, 28, 5, 31, 4, 29, 3], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.5663, "effective_ranks": {"0": 3.82, "1": 3.7, "2": 3.82, "3": 3.99, "4": 3.99, "5": 3.99, "6": 4.0, "7": 3.99, "8": 4.0, "9": 3.99, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 3.99, "18": 3.99, "19": 3.99, "20": 3.99, "21": 3.99, "22": 3.99, "23": 3.99, "24": 3.99, "25": 3.99, "26": 4.0, "27": 3.99, "28": 3.99, "29": 4.0, "30": 3.99, "31": 3.99}}, "excise_details": {"modified_count": 1524, "head_surgery_layers": 28, "total_heads_projected": 448, "sae_direction_count": 28, "adaptive_weight_min": 0.8345, "adaptive_weight_max": 1.0, "used_techniques": ["head_surgery", "sae_features", "layer_adaptive"]}, "prompt_counts": {"harmful": 256, "harmless": 256}, "gpu_memory": {"peak_allocated_gb": 18.69, "peak_reserved_gb": 18.71}}
{"timestamp": "2026-03-05T03:35:47.007267+00:00", "session_id": "5c376d20937e", "model_id": "Qwen/Qwen3.5-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3, "perplexity": 3.326915749867893, "coherence": 1.0, "kl_divergence": 0.21920561790466309, "strong_layers": 9, "ega_expert_dirs": 0, "time_seconds": 124.7, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "74012c35d885492cb69bfefb539caa6c", "timestamp": "2026-03-05T03:35:47.021982+00:00", "model": {"architecture": "qwen3_5", "num_layers": 32, "num_heads": 16, "hidden_size": 2560, "total_params": 4205751296}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "use_jailbreak_contrast": false, "use_whitened_svd": false, "n_directions": 4, "true_iterative_refinement": false, "norm_preserve": true, "safety_neuron_masking": false, "steering_strength": 0.3, "project_embeddings": false, "project_biases": true, "layer_adaptive_strength": false, "per_expert_directions": false, "expert_transplant": false, "use_chat_template": true, "transplant_blend": 0.3, "reflection_strength": 2.0, "attention_head_surgery": false, "invert_refusal": false, "regularization": 0.3, "use_sae_features": false, "activation_steering": false, "refinement_passes": 2}, "quality_metrics": {"perplexity": 3.326915749867893, "coherence": 1.0, "refusal_rate": 0.3, "kl_divergence": 0.21920561790466309, "spectral_certification": null}, "stage_durations": {"summon": 9.791224718093872, "probe": 3.1095101833343506, "distill": 0.15970110893249512, "excise": 3.2097976207733154, "verify": 93.25489163398743, "rebirth": 11.133327960968018}, "strong_layers": [31, 30, 29, 26, 28, 27, 25, 24, 23], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0}, "mean_direction_persistence": 0.6502, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0}}, "excise_details": {"modified_count": 208}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 18.66, "peak_reserved_gb": 18.67}}
{"timestamp": "2026-03-05T03:52:10.744085+00:00", "session_id": "90d541e32bb1", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 105.2, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "b74cefeefe2c49f0a7220acf9b3c482b", "timestamp": "2026-03-05T03:52:10.758369+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "use_jailbreak_contrast": false, "use_whitened_svd": false, "n_directions": 4, "true_iterative_refinement": false, "norm_preserve": true, "safety_neuron_masking": false, "steering_strength": 0.3, "project_embeddings": false, "project_biases": true, "layer_adaptive_strength": false, "per_expert_directions": false, "expert_transplant": false, "use_chat_template": true, "transplant_blend": 0.3, "reflection_strength": 2.0, "attention_head_surgery": false, "invert_refusal": false, "regularization": 0.3, "use_sae_features": false, "activation_steering": false, "refinement_passes": 2}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 9.082211971282959, "probe": 1.4802937507629395, "distill": 0.09447956085205078, "excise": 5.403867483139038, "verify": 75.64182901382446, "rebirth": 10.212221622467041}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T03:52:20.900380+00:00", "session_id": "90d541e32bb1", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 96.8, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "b2e18639eefb40b29dbde91f21003170", "timestamp": "2026-03-05T03:52:20.913696+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"embed_regularization": 0.5, "use_jailbreak_contrast": false, "use_whitened_svd": false, "n_directions": 4, "true_iterative_refinement": false, "norm_preserve": true, "safety_neuron_masking": false, "steering_strength": 0.3, "project_embeddings": false, "project_biases": true, "layer_adaptive_strength": false, "per_expert_directions": false, "expert_transplant": false, "use_chat_template": true, "transplant_blend": 0.3, "reflection_strength": 2.0, "attention_head_surgery": false, "invert_refusal": false, "regularization": 0.3, "use_sae_features": false, "activation_steering": false, "refinement_passes": 2}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 4.072373390197754, "probe": 1.4913783073425293, "distill": 0.10423922538757324, "excise": 5.415063381195068, "verify": 68.29205656051636, "rebirth": 14.175939559936523}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T04:12:52.516187+00:00", "session_id": "6114cd423f90", "model_id": "Qwen/Qwen2.5-7B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "optimized", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "Anthropic Red-Team (~2000 prompts)", "n_prompts": 33, "refusal_rate": 0.36666666666666664, "perplexity": 5.947265435402677, "coherence": 1.0, "kl_divergence": 1.20951509475708, "strong_layers": 21, "ega_expert_dirs": 0, "time_seconds": 133.8, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "779e07caf3ed4cbd8fd6d0a31eb61e7b", "timestamp": "2026-03-05T04:12:52.552335+00:00", "model": {"architecture": "qwen2", "num_layers": 28, "num_heads": 28, "hidden_size": 3584, "total_params": 7615616512}, "method": "optimized", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"project_biases": true, "per_expert_directions": true, "reflection_strength": 2.0, "use_jailbreak_contrast": true, "norm_preserve": true, "regularization": 0.0, "expert_transplant": false, "layer_adaptive_strength": true, "embed_regularization": 0.5, "transplant_blend": 0.3, "use_whitened_svd": true, "activation_steering": false, "refinement_passes": 1, "use_chat_template": true, "use_sae_features": true, "safety_neuron_masking": false, "steering_strength": 0.3, "invert_refusal": false, "n_directions": 4, "project_embeddings": false, "true_iterative_refinement": false, "attention_head_surgery": true}, "quality_metrics": {"perplexity": 5.947265435402677, "coherence": 1.0, "refusal_rate": 0.36666666666666664, "kl_divergence": 1.20951509475708, "spectral_certification": null}, "stage_durations": {"summon": 14.608109474182129, "probe": 2.712766647338867, "distill": 28.727741479873657, "excise": 9.91714859008789, "verify": 51.3099946975708, "rebirth": 22.868778944015503}, "strong_layers": [6, 5, 7, 9, 4, 8, 3, 13, 12, 10, 11, 14, 16, 17, 15, 18, 19, 20, 21, 22, 27], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0}, "mean_direction_persistence": 0.7106, "effective_ranks": {"0": 3.86, "1": 3.79, "2": 3.74, "3": 3.99, "4": 3.99, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 3.99, "22": 4.0, "23": 3.92, "24": 3.93, "25": 3.93, "26": 3.84, "27": 4.0}}, "excise_details": {"modified_count": 1600, "head_surgery_layers": 21, "total_heads_projected": 588, "sae_direction_count": 21, "adaptive_weight_min": 0.1887, "adaptive_weight_max": 1.0, "used_techniques": ["head_surgery", "sae_features", "layer_adaptive"]}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 30.97, "peak_reserved_gb": 31.02}}
{"timestamp": "2026-03-05T04:17:24.692329+00:00", "session_id": "6114cd423f90", "model_id": "Qwen/Qwen2.5-0.5B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.16666666666666666, "perplexity": 5.588080518129315, "coherence": 1.0, "kl_divergence": 0.5806921124458313, "strong_layers": 4, "ega_expert_dirs": 0, "time_seconds": 59.8, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "1c655b2f377b441dbafab5f7129a9337", "timestamp": "2026-03-05T04:17:24.700316+00:00", "model": {"architecture": "qwen2", "num_layers": 24, "num_heads": 14, "hidden_size": 896, "total_params": 494032768}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"project_biases": true, "per_expert_directions": false, "reflection_strength": 2.0, "use_jailbreak_contrast": false, "norm_preserve": true, "regularization": 0.3, "expert_transplant": false, "layer_adaptive_strength": false, "embed_regularization": 0.5, "transplant_blend": 0.3, "use_whitened_svd": false, "activation_steering": false, "refinement_passes": 2, "use_chat_template": true, "use_sae_features": false, "safety_neuron_masking": false, "steering_strength": 0.3, "invert_refusal": false, "n_directions": 4, "project_embeddings": false, "true_iterative_refinement": false, "attention_head_surgery": false}, "quality_metrics": {"perplexity": 5.588080518129315, "coherence": 1.0, "refusal_rate": 0.16666666666666666, "degenerate_count": 2, "kl_divergence": 0.5806921124458313, "spectral_certification": null}, "stage_durations": {"summon": 6.4665443897247314, "probe": 1.464616298675537, "distill": 0.04235959053039551, "excise": 1.4541716575622559, "verify": 45.998555183410645, "rebirth": 1.3755154609680176}, "strong_layers": [23, 22, 21, 20], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0}, "mean_direction_persistence": 0.6235, "effective_ranks": {"0": 2.0, "1": 2.0, "2": 2.0, "3": 2.0, "4": 2.0, "5": 2.0, "6": 2.0, "7": 2.0, "8": 2.0, "9": 2.0, "10": 2.0, "11": 2.0, "12": 2.0, "13": 2.0, "14": 2.0, "15": 2.0, "16": 2.0, "17": 2.0, "18": 2.0, "19": 2.0, "20": 2.0, "21": 2.0, "22": 2.0, "23": 2.0}}, "excise_details": {"modified_count": 66}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 2.51, "peak_reserved_gb": 2.53}}
{"timestamp": "2026-03-05T04:23:59.335066+00:00", "session_id": "af91a851f7a0", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 96.1, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "be9e315ddc934b659b00805bcd1c7ac4", "timestamp": "2026-03-05T04:23:59.349513+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"invert_refusal": false, "attention_head_surgery": false, "refinement_passes": 2, "use_chat_template": true, "use_sae_features": false, "embed_regularization": 0.5, "layer_adaptive_strength": false, "per_expert_directions": false, "reflection_strength": 2.0, "true_iterative_refinement": false, "n_directions": 4, "steering_strength": 0.3, "use_jailbreak_contrast": false, "regularization": 0.3, "safety_neuron_masking": false, "activation_steering": false, "transplant_blend": 0.3, "use_whitened_svd": false, "expert_transplant": false, "project_biases": true, "project_embeddings": false, "norm_preserve": true}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 9.829273700714111, "probe": 1.2577564716339111, "distill": 0.1758434772491455, "excise": 3.47786021232605, "verify": 69.17304730415344, "rebirth": 10.243218183517456}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T04:24:10.724134+00:00", "session_id": "bd693572a517", "model_id": "Qwen/Qwen3-4B", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.3333333333333333, "perplexity": 4.667820156734423, "coherence": 0.9, "kl_divergence": 0.0004195835208520293, "strong_layers": 12, "ega_expert_dirs": 0, "time_seconds": 97.1, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "ba84e412179848be8d5ac39531a84595", "timestamp": "2026-03-05T04:24:10.738812+00:00", "model": {"architecture": "qwen3", "num_layers": 36, "num_heads": 32, "hidden_size": 2560, "total_params": 4022468096}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"invert_refusal": false, "attention_head_surgery": false, "refinement_passes": 2, "use_chat_template": true, "use_sae_features": false, "embed_regularization": 0.5, "layer_adaptive_strength": false, "per_expert_directions": false, "reflection_strength": 2.0, "true_iterative_refinement": false, "n_directions": 4, "steering_strength": 0.3, "use_jailbreak_contrast": false, "regularization": 0.3, "safety_neuron_masking": false, "activation_steering": false, "transplant_blend": 0.3, "use_whitened_svd": false, "expert_transplant": false, "project_biases": true, "project_embeddings": false, "norm_preserve": true}, "quality_metrics": {"perplexity": 4.667820156734423, "coherence": 0.9, "refusal_rate": 0.3333333333333333, "kl_divergence": 0.0004195835208520293, "spectral_certification": null}, "stage_durations": {"summon": 3.828233242034912, "probe": 1.2734270095825195, "distill": 0.12088418006896973, "excise": 4.122840166091919, "verify": 70.71156001091003, "rebirth": 14.47682809829712}, "strong_layers": [35, 34, 33, 32, 31, 30, 29, 28, 21, 20, 22, 19], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0, "28": 1.0, "29": 1.0, "30": 1.0, "31": 1.0, "32": 1.0, "33": 1.0, "34": 1.0, "35": 1.0}, "mean_direction_persistence": 0.7153, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0, "28": 4.0, "29": 4.0, "30": 4.0, "31": 4.0, "32": 4.0, "33": 4.0, "34": 4.0, "35": 4.0}}, "excise_details": {"modified_count": 340}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 16.83, "peak_reserved_gb": 16.84}}
{"timestamp": "2026-03-05T04:25:46.928594+00:00", "session_id": "635f9729de8c", "model_id": "openai-community/gpt2", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.0, "perplexity": 115954672601088.14, "coherence": 0.0, "kl_divergence": 24.44156265258789, "strong_layers": 3, "ega_expert_dirs": 0, "time_seconds": 26.4, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "331185cdd0714e9b8ba63cd37ee6e99c", "timestamp": "2026-03-05T04:25:46.935777+00:00", "model": {"architecture": "gpt2", "num_layers": 12, "num_heads": 12, "hidden_size": 768, "total_params": 124439808}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"invert_refusal": false, "attention_head_surgery": false, "refinement_passes": 2, "use_chat_template": true, "use_sae_features": false, "embed_regularization": 0.5, "layer_adaptive_strength": false, "per_expert_directions": false, "reflection_strength": 2.0, "true_iterative_refinement": false, "n_directions": 4, "steering_strength": 0.3, "use_jailbreak_contrast": false, "regularization": 0.3, "safety_neuron_masking": false, "activation_steering": false, "transplant_blend": 0.3, "use_whitened_svd": false, "expert_transplant": false, "project_biases": true, "project_embeddings": false, "norm_preserve": true}, "quality_metrics": {"perplexity": 115954672601088.14, "coherence": 0.0, "refusal_rate": 0.0, "degenerate_count": 20, "kl_divergence": 24.44156265258789, "spectral_certification": null}, "stage_durations": {"summon": 2.751037836074829, "probe": 1.0380089282989502, "distill": 0.023265600204467773, "excise": 1.052762508392334, "verify": 18.35171675682068, "rebirth": 0.6022682189941406}, "strong_layers": [11, 10, 9], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0}, "mean_direction_persistence": 0.7995, "effective_ranks": {"0": 2.0, "1": 2.0, "2": 2.0, "3": 2.0, "4": 2.0, "5": 2.0, "6": 2.0, "7": 2.0, "8": 2.0, "9": 2.0, "10": 2.0, "11": 2.0}}, "excise_details": {"modified_count": 32}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 0.68, "peak_reserved_gb": 0.69}}
{"timestamp": "2026-03-05T04:27:12.031513+00:00", "session_id": "1789df619fa2", "model_id": "openai-community/gpt2", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.0, "perplexity": 858484364.4964259, "coherence": 0.0, "kl_divergence": null, "strong_layers": 3, "ega_expert_dirs": 0, "time_seconds": 23.9, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T04:27:37.077642+00:00", "session_id": "1789df619fa2", "model_id": "openai-community/gpt2", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.0, "perplexity": 115954672601088.14, "coherence": 0.0, "kl_divergence": null, "strong_layers": 3, "ega_expert_dirs": 0, "time_seconds": 23.6, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T04:28:05.618727+00:00", "session_id": "1789df619fa2", "model_id": "openai-community/gpt2", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "spectral_cascade", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.0, "perplexity": 63270832438.55929, "coherence": 0.0, "kl_divergence": null, "strong_layers": 2, "ega_expert_dirs": 0, "time_seconds": 27.1, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T04:28:38.179655+00:00", "session_id": "1789df619fa2", "model_id": "openai-community/gpt2", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "surgical", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.03333333333333333, "perplexity": 109.19782316465603, "coherence": 0.2, "kl_divergence": null, "strong_layers": 3, "ega_expert_dirs": 0, "time_seconds": 30.7, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"timestamp": "2026-03-05T04:30:29.506255+00:00", "session_id": "d0e536422c0a", "model_id": "openai-community/gpt2", "model_family": "unknown", "model_size_b": 0.0, "is_moe": false, "method": "basic", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "OBLITERATUS Prompt Corpus (512 pairs)", "n_prompts": 33, "refusal_rate": 0.0, "perplexity": 858484364.4964259, "coherence": 0.0, "kl_divergence": 20.817811965942383, "strong_layers": 3, "ega_expert_dirs": 0, "time_seconds": 27.9, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "657ef3c610ff4734b4957ca0747cb5d6", "timestamp": "2026-03-05T04:30:29.513589+00:00", "model": {"architecture": "gpt2", "num_layers": 12, "num_heads": 12, "hidden_size": 768, "total_params": 124439808}, "method": "basic", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"invert_refusal": false, "attention_head_surgery": false, "refinement_passes": 1, "use_chat_template": false, "use_sae_features": false, "embed_regularization": 0.5, "layer_adaptive_strength": false, "per_expert_directions": false, "reflection_strength": 2.0, "true_iterative_refinement": false, "n_directions": 1, "steering_strength": 0.3, "use_jailbreak_contrast": false, "regularization": 0.0, "safety_neuron_masking": false, "activation_steering": false, "transplant_blend": 0.3, "use_whitened_svd": false, "expert_transplant": false, "project_biases": false, "project_embeddings": false, "norm_preserve": false}, "quality_metrics": {"perplexity": 858484364.4964259, "coherence": 0.0, "refusal_rate": 0.0, "kl_divergence": 20.817811965942383, "spectral_certification": null}, "stage_durations": {"summon": 2.6447181701660156, "probe": 1.13425874710083, "distill": 0.002295255661010742, "excise": 0.9838645458221436, "verify": 19.58311939239502, "rebirth": 0.6311063766479492}, "strong_layers": [11, 10, 9], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0}, "mean_direction_persistence": 0.9065}, "excise_details": {"modified_count": 10}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 0.68, "peak_reserved_gb": 0.69}}
{"timestamp": "2026-03-05T04:42:47.942636+00:00", "session_id": "0e7c877bf29b", "model_id": "Qwen/Qwen2.5-7B-Instruct", "model_family": "qwen", "model_size_b": 0.0, "is_moe": false, "method": "advanced", "n_directions": 0, "norm_preserve": false, "refinement_passes": 0, "use_whitened_svd": false, "use_bayesian": false, "dataset": "Anthropic Red-Team (~2000 prompts)", "n_prompts": 33, "refusal_rate": 0.03333333333333333, "perplexity": 3.9943919234461136, "coherence": 1.0, "kl_divergence": 2.074064254760742, "strong_layers": 7, "ega_expert_dirs": 0, "time_seconds": 123.6, "error": null, "gpu_name": "NVIDIA H200 MIG 3g.71gb", "gpu_vram_gb": 69.8, "quantization": null, "extra": {}}
{"schema_version": 2, "session_id": "de28fbc9fc7a4cb986d3e99278eb8205", "timestamp": "2026-03-05T04:42:47.955856+00:00", "model": {"architecture": "qwen2", "num_layers": 28, "num_heads": 28, "hidden_size": 3584, "total_params": 7615616512}, "method": "advanced", "environment": {"python_version": "3.10.13", "os": "Linux", "arch": "x86_64", "torch_version": "2.9.1+cu128"}, "method_config": {"steering_strength": 0.3, "activation_steering": false, "layer_adaptive_strength": false, "transplant_blend": 0.3, "per_expert_directions": false, "project_biases": true, "use_sae_features": false, "refinement_passes": 2, "regularization": 0.3, "project_embeddings": false, "use_chat_template": true, "true_iterative_refinement": false, "safety_neuron_masking": false, "norm_preserve": true, "embed_regularization": 0.5, "invert_refusal": false, "n_directions": 4, "attention_head_surgery": false, "use_whitened_svd": false, "expert_transplant": false, "reflection_strength": 2.0, "use_jailbreak_contrast": false}, "quality_metrics": {"perplexity": 3.9943919234461136, "coherence": 1.0, "refusal_rate": 0.03333333333333333, "kl_divergence": 2.074064254760742, "spectral_certification": null}, "stage_durations": {"summon": 6.2239274978637695, "probe": 1.7666594982147217, "distill": 0.13819336891174316, "excise": 2.2974119186401367, "verify": 51.05614185333252, "rebirth": 58.553006410598755}, "strong_layers": [27, 26, 25, 24, 23, 22, 21], "direction_stats": {"direction_norms": {"0": 1.0, "1": 1.0, "2": 1.0, "3": 1.0, "4": 1.0, "5": 1.0, "6": 1.0, "7": 1.0, "8": 1.0, "9": 1.0, "10": 1.0, "11": 1.0, "12": 1.0, "13": 1.0, "14": 1.0, "15": 1.0, "16": 1.0, "17": 1.0, "18": 1.0, "19": 1.0, "20": 1.0, "21": 1.0, "22": 1.0, "23": 1.0, "24": 1.0, "25": 1.0, "26": 1.0, "27": 1.0}, "mean_direction_persistence": 0.7635, "effective_ranks": {"0": 4.0, "1": 4.0, "2": 4.0, "3": 4.0, "4": 4.0, "5": 4.0, "6": 4.0, "7": 4.0, "8": 4.0, "9": 4.0, "10": 4.0, "11": 4.0, "12": 4.0, "13": 4.0, "14": 4.0, "15": 4.0, "16": 4.0, "17": 4.0, "18": 4.0, "19": 4.0, "20": 4.0, "21": 4.0, "22": 4.0, "23": 4.0, "24": 4.0, "25": 4.0, "26": 4.0, "27": 4.0}}, "excise_details": {"modified_count": 228}, "prompt_counts": {"harmful": 33, "harmless": 33}, "gpu_memory": {"peak_allocated_gb": 30.94, "peak_reserved_gb": 30.96}}