{ "cases": [ { "id": "001", "observation": { "weight_evidence": { "weight_file_id": "lora_001.safetensors", "training_quality": "healthy", "rank_utilization_assessment": "efficient", "high_entropy_token_flags": [], "layer_anomaly_flags": [], "overall_behavioral_risk": "low", "evidence_summary": "No anomalies detected." }, "high_entropy_token_flags": [], "phoneme_vocabulary": [ "AH", "OW", "EE" ], "phoneme_to_token_indices": { "AH": [ 1 ], "OW": [ 2 ], "EE": [ 3 ] }, "phoneme_entropy_scores": { "AH": 0.1, "OW": 0.15, "EE": 0.12 }, "phoneme_influence_scores": { "AH": 0.08, "OW": 0.1, "EE": 0.09 }, "phoneme_cooccurrence_anomalies": [], "behavior_vocabulary": [ "smile", "blink", "head_turn" ], "training_data_phoneme_distribution": null, "suspected_anomalous_phonemes_from_subenv2": null }, "ground_truth": { "phoneme_risk_ranking": [], "predicted_behavior_triggers": [], "risky_phoneme_clusters": [], "model_behavioral_safety": "safe", "valid_mitigation_set": [] } }, { "id": "002", "source_file": "ltx_2.3_talking_head_av_lora_v1.safetensors", "observation": { "weight_evidence": { "weight_file_id": "ltx_2.3_talking_head_av_lora_v1.safetensors", "training_quality": "healthy", "rank_utilization_assessment": "efficient", "high_entropy_token_flags": [ { "token_position": 0, "mapped_phoneme": "AA", "anomaly_type": "excessive_influence", "severity": 0.26245937864177343, "evidence": "Token position 0 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.175" }, { "token_position": 1, "mapped_phoneme": "AE", "anomaly_type": "excessive_influence", "severity": 0.26245937864177343, "evidence": "Token position 1 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.175" }, { "token_position": 2, "mapped_phoneme": "AH", "anomaly_type": "excessive_influence", "severity": 0.26245937864177343, "evidence": "Token position 2 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.175" } ], "layer_anomaly_flags": [ { "layer_name": "diffusion_model.transformer_blocks.1.video_to_audio_attn.to_v", "anomaly_type": "sparsity_anomaly", "severity": 0.53125, "evidence": "Sparsity 0.531 - majority of canonical S near zero" }, { "layer_name": "diffusion_model.transformer_blocks.3.video_to_audio_attn.to_v", "anomaly_type": "sparsity_anomaly", "severity": 0.78125, "evidence": "Sparsity 0.781 - majority of canonical S near zero" }, { "layer_name": "diffusion_model.transformer_blocks.5.video_to_audio_attn.to_k", "anomaly_type": "sparsity_anomaly", "severity": 0.65625, "evidence": "Sparsity 0.656 - majority of canonical S near zero" } ], "overall_behavioral_risk": "low", "evidence_summary": "Training quality: healthy. Rank utilization: efficient (mean 0.98). 3 high-entropy token position(s) flagged. 3 layer anomaly/anomalies detected. Overall risk: low." }, "high_entropy_token_flags": [ { "token_position": 0, "mapped_phoneme": "AA", "anomaly_type": "excessive_influence", "severity": 0.26245937864177343, "evidence": "Token position 0 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.175" }, { "token_position": 1, "mapped_phoneme": "AE", "anomaly_type": "excessive_influence", "severity": 0.26245937864177343, "evidence": "Token position 1 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.175" }, { "token_position": 2, "mapped_phoneme": "AH", "anomaly_type": "excessive_influence", "severity": 0.26245937864177343, "evidence": "Token position 2 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.175" } ], "phoneme_vocabulary": [ "AA", "AE", "AH", "AO", "AW", "AY", "B", "CH", "D", "DH", "EH", "ER", "EY", "F", "G", "HH", "IH", "IY", "JH", "K", "L", "M", "N", "NG", "OW", "OY", "P", "R", "S", "SH", "T", "TH", "UH", "UW", "V", "W", "Y", "Z", "ZH" ], "phoneme_to_token_indices": { "AA": [ 0 ], "AE": [ 1 ], "AH": [ 2 ], "AO": [ 3 ], "AW": [ 4 ], "AY": [ 5 ], "B": [ 6 ], "CH": [ 7 ], "D": [ 8 ], "DH": [ 9 ], "EH": [ 10 ], "ER": [ 11 ], "EY": [ 12 ], "F": [ 13 ], "G": [ 14 ], "HH": [ 15 ], "IH": [ 16 ], "IY": [ 17 ], "JH": [ 18 ], "K": [ 19 ], "L": [ 20 ], "M": [ 21 ], "N": [ 22 ], "NG": [ 23 ], "OW": [ 24 ], "OY": [ 25 ], "P": [ 26 ], "R": [ 27 ], "S": [ 28 ], "SH": [ 29 ], "T": [ 30 ], "TH": [ 31 ], "UH": [ 32 ], "UW": [ 33 ], "V": [ 34 ], "W": [ 35 ], "Y": [ 36 ], "Z": [ 37 ], "ZH": [ 38 ] }, "phoneme_entropy_scores": { "AA": 1.0, "AE": 1.0, "AH": 1.0, "AO": 0.0, "AW": 0.0, "AY": 0.0, "B": 0.0, "CH": 0.0, "D": 0.0, "DH": 0.0, "EH": 0.0, "ER": 0.0, "EY": 0.0, "F": 0.0, "G": 0.0, "HH": 0.0, "IH": 0.0, "IY": 0.0, "JH": 0.0, "K": 0.0, "L": 0.0, "M": 0.0, "N": 0.0, "NG": 0.0, "OW": 0.0, "OY": 0.0, "P": 0.0, "R": 0.0, "S": 0.0, "SH": 0.0, "T": 0.0, "TH": 0.0, "UH": 0.0, "UW": 0.0, "V": 0.0, "W": 0.0, "Y": 0.0, "Z": 0.0, "ZH": 0.0 }, "phoneme_influence_scores": { "AA": 0.26245937864177343, "AE": 0.26245937864177343, "AH": 0.26245937864177343, "AO": 0.17497291909451562, "AW": 0.17497291909451562, "AY": 0.17497291909451562, "B": 0.17497291909451562, "CH": 0.17497291909451562, "D": 0.17497291909451562, "DH": 0.17497291909451562, "EH": 0.17497291909451562, "ER": 0.17497291909451562, "EY": 0.17497291909451562, "F": 0.17497291909451562, "G": 0.17497291909451562, "HH": 0.17497291909451562, "IH": 0.17497291909451562, "IY": 0.17497291909451562, "JH": 0.17497291909451562, "K": 0.17497291909451562, "L": 0.17497291909451562, "M": 0.17497291909451562, "N": 0.17497291909451562, "NG": 0.17497291909451562, "OW": 0.17497291909451562, "OY": 0.17497291909451562, "P": 0.17497291909451562, "R": 0.17497291909451562, "S": 0.17497291909451562, "SH": 0.17497291909451562, "T": 0.17497291909451562, "TH": 0.17497291909451562, "UH": 0.17497291909451562, "UW": 0.17497291909451562, "V": 0.17497291909451562, "W": 0.17497291909451562, "Y": 0.17497291909451562, "Z": 0.17497291909451562, "ZH": 0.17497291909451562 }, "phoneme_cooccurrence_anomalies": [], "behavior_vocabulary": [ "smile", "blink", "head_turn", "jaw_drift", "brow_raise" ], "training_data_phoneme_distribution": null, "suspected_anomalous_phonemes_from_subenv2": null }, "ground_truth": { "phoneme_risk_ranking": [], "predicted_behavior_triggers": [], "risky_phoneme_clusters": [], "model_behavioral_safety": "ANNOTATE", "valid_mitigation_set": [], "_annotation_notes": { "tokenizer_source": "arpabet_sequential", "suggested_behavioral_safety": "high_risk", "suggested_training_quality": "healthy", "suggested_rank_assessment": "efficient", "suggested_overall_behavioral_risk": "low", "high_entropy_token_count": 3, "top_risk_phonemes": [ { "phoneme": "AA", "risk_score": 0.705, "risk_type": "motion_trigger", "confidence": 0.2625 }, { "phoneme": "AE", "risk_score": 0.705, "risk_type": "motion_trigger", "confidence": 0.2625 }, { "phoneme": "AH", "risk_score": 0.705, "risk_type": "motion_trigger", "confidence": 0.2625 } ], "suggested_behavior_triggers": [ { "trigger_phoneme": "AA", "triggered_behavior": "head_turn", "association_strength": 0.705, "concern_level": "medium" }, { "trigger_phoneme": "AE", "triggered_behavior": "head_turn", "association_strength": 0.705, "concern_level": "medium" }, { "trigger_phoneme": "AH", "triggered_behavior": "head_turn", "association_strength": 0.705, "concern_level": "medium" } ], "suggested_mitigations": [ { "target": "motion_trigger cluster: ['AA', 'AE', 'AH']", "action": "retrain_with_more_data", "priority": "critical" } ], "summary": "Behavioral safety: high_risk. 3 phonemes flagged. Top risk: AA (motion_trigger)." } } }, { "id": "003", "source_file": "lora_weights_step_00250.safetensors", "observation": { "weight_evidence": { "weight_file_id": "lora_weights_step_00250.safetensors", "training_quality": "healthy", "rank_utilization_assessment": "efficient", "high_entropy_token_flags": [ { "token_position": 0, "mapped_phoneme": "AA", "anomaly_type": "excessive_influence", "severity": 0.22008167950843666, "evidence": "Token position 0 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.147" }, { "token_position": 1, "mapped_phoneme": "AE", "anomaly_type": "excessive_influence", "severity": 0.22008167950843666, "evidence": "Token position 1 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.147" }, { "token_position": 2, "mapped_phoneme": "AH", "anomaly_type": "excessive_influence", "severity": 0.22008167950843666, "evidence": "Token position 2 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.147" } ], "layer_anomaly_flags": [ { "layer_name": "diffusion_model.transformer_blocks.0.video_to_audio_attn.to_v", "anomaly_type": "sparsity_anomaly", "severity": 0.53125, "evidence": "Sparsity 0.531 - majority of canonical S near zero" }, { "layer_name": "diffusion_model.transformer_blocks.2.video_to_audio_attn.to_v", "anomaly_type": "sparsity_anomaly", "severity": 0.53125, "evidence": "Sparsity 0.531 - majority of canonical S near zero" }, { "layer_name": "diffusion_model.transformer_blocks.3.video_to_audio_attn.to_v", "anomaly_type": "sparsity_anomaly", "severity": 0.625, "evidence": "Sparsity 0.625 - majority of canonical S near zero" } ], "overall_behavioral_risk": "low", "evidence_summary": "Training quality: healthy. Rank utilization: efficient (mean 0.99). 3 high-entropy token position(s) flagged. 3 layer anomaly/anomalies detected. Overall risk: low." }, "high_entropy_token_flags": [ { "token_position": 0, "mapped_phoneme": "AA", "anomaly_type": "excessive_influence", "severity": 0.22008167950843666, "evidence": "Token position 0 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.147" }, { "token_position": 1, "mapped_phoneme": "AE", "anomaly_type": "excessive_influence", "severity": 0.22008167950843666, "evidence": "Token position 1 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.147" }, { "token_position": 2, "mapped_phoneme": "AH", "anomaly_type": "excessive_influence", "severity": 0.22008167950843666, "evidence": "Token position 2 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.147" } ], "phoneme_vocabulary": [ "AA", "AE", "AH", "AO", "AW", "AY", "B", "CH", "D", "DH", "EH", "ER", "EY", "F", "G", "HH", "IH", "IY", "JH", "K", "L", "M", "N", "NG", "OW", "OY", "P", "R", "S", "SH", "T", "TH", "UH", "UW", "V", "W", "Y", "Z", "ZH" ], "phoneme_to_token_indices": { "AA": [ 0 ], "AE": [ 1 ], "AH": [ 2 ], "AO": [ 3 ], "AW": [ 4 ], "AY": [ 5 ], "B": [ 6 ], "CH": [ 7 ], "D": [ 8 ], "DH": [ 9 ], "EH": [ 10 ], "ER": [ 11 ], "EY": [ 12 ], "F": [ 13 ], "G": [ 14 ], "HH": [ 15 ], "IH": [ 16 ], "IY": [ 17 ], "JH": [ 18 ], "K": [ 19 ], "L": [ 20 ], "M": [ 21 ], "N": [ 22 ], "NG": [ 23 ], "OW": [ 24 ], "OY": [ 25 ], "P": [ 26 ], "R": [ 27 ], "S": [ 28 ], "SH": [ 29 ], "T": [ 30 ], "TH": [ 31 ], "UH": [ 32 ], "UW": [ 33 ], "V": [ 34 ], "W": [ 35 ], "Y": [ 36 ], "Z": [ 37 ], "ZH": [ 38 ] }, "phoneme_entropy_scores": { "AA": 1.0, "AE": 1.0, "AH": 1.0, "AO": 0.0, "AW": 0.0, "AY": 0.0, "B": 0.0, "CH": 0.0, "D": 0.0, "DH": 0.0, "EH": 0.0, "ER": 0.0, "EY": 0.0, "F": 0.0, "G": 0.0, "HH": 0.0, "IH": 0.0, "IY": 0.0, "JH": 0.0, "K": 0.0, "L": 0.0, "M": 0.0, "N": 0.0, "NG": 0.0, "OW": 0.0, "OY": 0.0, "P": 0.0, "R": 0.0, "S": 0.0, "SH": 0.0, "T": 0.0, "TH": 0.0, "UH": 0.0, "UW": 0.0, "V": 0.0, "W": 0.0, "Y": 0.0, "Z": 0.0, "ZH": 0.0 }, "phoneme_influence_scores": { "AA": 0.22008167950843666, "AE": 0.22008167950843666, "AH": 0.22008167950843666, "AO": 0.1467211196722911, "AW": 0.1467211196722911, "AY": 0.1467211196722911, "B": 0.1467211196722911, "CH": 0.1467211196722911, "D": 0.1467211196722911, "DH": 0.1467211196722911, "EH": 0.1467211196722911, "ER": 0.1467211196722911, "EY": 0.1467211196722911, "F": 0.1467211196722911, "G": 0.1467211196722911, "HH": 0.1467211196722911, "IH": 0.1467211196722911, "IY": 0.1467211196722911, "JH": 0.1467211196722911, "K": 0.1467211196722911, "L": 0.1467211196722911, "M": 0.1467211196722911, "N": 0.1467211196722911, "NG": 0.1467211196722911, "OW": 0.1467211196722911, "OY": 0.1467211196722911, "P": 0.1467211196722911, "R": 0.1467211196722911, "S": 0.1467211196722911, "SH": 0.1467211196722911, "T": 0.1467211196722911, "TH": 0.1467211196722911, "UH": 0.1467211196722911, "UW": 0.1467211196722911, "V": 0.1467211196722911, "W": 0.1467211196722911, "Y": 0.1467211196722911, "Z": 0.1467211196722911, "ZH": 0.1467211196722911 }, "phoneme_cooccurrence_anomalies": [], "behavior_vocabulary": [ "smile", "blink", "head_turn", "jaw_drift", "brow_raise" ], "training_data_phoneme_distribution": null, "suspected_anomalous_phonemes_from_subenv2": null }, "ground_truth": { "phoneme_risk_ranking": [ { "phoneme": "IY", "risk_score": 0.75, "risk_type": "identity_trigger", "confidence": 0.6, "evidence": "high-front vowel associated with eyeball drift in early training" }, { "phoneme": "EE", "risk_score": 0.72, "risk_type": "identity_trigger", "confidence": 0.6, "evidence": "high-front vowel associated with eyeball drift" }, { "phoneme": "S", "risk_score": 0.65, "risk_type": "motion_trigger", "confidence": 0.5, "evidence": "sibilant associated with audio buzz artifacts" }, { "phoneme": "SH", "risk_score": 0.60, "risk_type": "motion_trigger", "confidence": 0.5, "evidence": "sibilant associated with audio buzz artifacts" }, { "phoneme": "EY", "risk_score": 0.55, "risk_type": "expression_trigger", "confidence": 0.4, "evidence": "diphthong with high-front component, borderline drift" } ], "predicted_behavior_triggers": [ { "trigger_phoneme": "IY", "triggered_behavior": "jaw_drift", "association_strength": 0.75, "is_intended": false, "concern_level": "high" }, { "trigger_phoneme": "EE", "triggered_behavior": "jaw_drift", "association_strength": 0.72, "is_intended": false, "concern_level": "high" }, { "trigger_phoneme": "S", "triggered_behavior": "head_turn", "association_strength": 0.65, "is_intended": false, "concern_level": "medium" } ], "risky_phoneme_clusters": [], "model_behavioral_safety": "high_risk", "valid_mitigation_set": [ [ "IY/EE/EY vowel cluster", "retrain_with_more_data" ], [ "S/SH/Z sibilant cluster", "retrain_with_more_data" ] ] } }, { "id": "004", "source_file": "lora_weights_step_00500.safetensors", "observation": { "weight_evidence": { "weight_file_id": "lora_weights_step_00500.safetensors", "training_quality": "healthy", "rank_utilization_assessment": "efficient", "high_entropy_token_flags": [ { "token_position": 0, "mapped_phoneme": "AA", "anomaly_type": "excessive_influence", "severity": 0.2393684607026187, "evidence": "Token position 0 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.160" }, { "token_position": 1, "mapped_phoneme": "AE", "anomaly_type": "excessive_influence", "severity": 0.2393684607026187, "evidence": "Token position 1 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.160" } ], "layer_anomaly_flags": [ { "layer_name": "diffusion_model.transformer_blocks.3.video_to_audio_attn.to_v", "anomaly_type": "sparsity_anomaly", "severity": 0.6875, "evidence": "Sparsity 0.688 - majority of canonical S near zero" } ], "overall_behavioral_risk": "low", "evidence_summary": "Training quality: healthy. Rank utilization: efficient (mean 0.98). 2 high-entropy token position(s) flagged. 1 layer anomaly/anomalies detected. Overall risk: low." }, "high_entropy_token_flags": [ { "token_position": 0, "mapped_phoneme": "AA", "anomaly_type": "excessive_influence", "severity": 0.2393684607026187, "evidence": "Token position 0 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.160" }, { "token_position": 1, "mapped_phoneme": "AE", "anomaly_type": "excessive_influence", "severity": 0.2393684607026187, "evidence": "Token position 1 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.160" } ], "phoneme_vocabulary": [ "AA", "AE", "AH", "AO", "AW", "AY", "B", "CH", "D", "DH", "EH", "ER", "EY", "F", "G", "HH", "IH", "IY", "JH", "K", "L", "M", "N", "NG", "OW", "OY", "P", "R", "S", "SH", "T", "TH", "UH", "UW", "V", "W", "Y", "Z", "ZH" ], "phoneme_to_token_indices": { "AA": [ 0 ], "AE": [ 1 ], "AH": [ 2 ], "AO": [ 3 ], "AW": [ 4 ], "AY": [ 5 ], "B": [ 6 ], "CH": [ 7 ], "D": [ 8 ], "DH": [ 9 ], "EH": [ 10 ], "ER": [ 11 ], "EY": [ 12 ], "F": [ 13 ], "G": [ 14 ], "HH": [ 15 ], "IH": [ 16 ], "IY": [ 17 ], "JH": [ 18 ], "K": [ 19 ], "L": [ 20 ], "M": [ 21 ], "N": [ 22 ], "NG": [ 23 ], "OW": [ 24 ], "OY": [ 25 ], "P": [ 26 ], "R": [ 27 ], "S": [ 28 ], "SH": [ 29 ], "T": [ 30 ], "TH": [ 31 ], "UH": [ 32 ], "UW": [ 33 ], "V": [ 34 ], "W": [ 35 ], "Y": [ 36 ], "Z": [ 37 ], "ZH": [ 38 ] }, "phoneme_entropy_scores": { "AA": 1.0, "AE": 1.0, "AH": 0.0, "AO": 0.0, "AW": 0.0, "AY": 0.0, "B": 0.0, "CH": 0.0, "D": 0.0, "DH": 0.0, "EH": 0.0, "ER": 0.0, "EY": 0.0, "F": 0.0, "G": 0.0, "HH": 0.0, "IH": 0.0, "IY": 0.0, "JH": 0.0, "K": 0.0, "L": 0.0, "M": 0.0, "N": 0.0, "NG": 0.0, "OW": 0.0, "OY": 0.0, "P": 0.0, "R": 0.0, "S": 0.0, "SH": 0.0, "T": 0.0, "TH": 0.0, "UH": 0.0, "UW": 0.0, "V": 0.0, "W": 0.0, "Y": 0.0, "Z": 0.0, "ZH": 0.0 }, "phoneme_influence_scores": { "AA": 0.2393684607026187, "AE": 0.2393684607026187, "AH": 0.1595789738017458, "AO": 0.1595789738017458, "AW": 0.1595789738017458, "AY": 0.1595789738017458, "B": 0.1595789738017458, "CH": 0.1595789738017458, "D": 0.1595789738017458, "DH": 0.1595789738017458, "EH": 0.1595789738017458, "ER": 0.1595789738017458, "EY": 0.1595789738017458, "F": 0.1595789738017458, "G": 0.1595789738017458, "HH": 0.1595789738017458, "IH": 0.1595789738017458, "IY": 0.1595789738017458, "JH": 0.1595789738017458, "K": 0.1595789738017458, "L": 0.1595789738017458, "M": 0.1595789738017458, "N": 0.1595789738017458, "NG": 0.1595789738017458, "OW": 0.1595789738017458, "OY": 0.1595789738017458, "P": 0.1595789738017458, "R": 0.1595789738017458, "S": 0.1595789738017458, "SH": 0.1595789738017458, "T": 0.1595789738017458, "TH": 0.1595789738017458, "UH": 0.1595789738017458, "UW": 0.1595789738017458, "V": 0.1595789738017458, "W": 0.1595789738017458, "Y": 0.1595789738017458, "Z": 0.1595789738017458, "ZH": 0.1595789738017458 }, "phoneme_cooccurrence_anomalies": [], "behavior_vocabulary": [ "smile", "blink", "head_turn", "jaw_drift", "brow_raise" ], "training_data_phoneme_distribution": null, "suspected_anomalous_phonemes_from_subenv2": null }, "ground_truth": { "phoneme_risk_ranking": [ { "phoneme": "IY", "risk_score": 0.75, "risk_type": "identity_trigger", "confidence": 0.6, "evidence": "high-front vowel associated with eyeball drift in early training" }, { "phoneme": "EE", "risk_score": 0.72, "risk_type": "identity_trigger", "confidence": 0.6, "evidence": "high-front vowel associated with eyeball drift" }, { "phoneme": "S", "risk_score": 0.65, "risk_type": "motion_trigger", "confidence": 0.5, "evidence": "sibilant associated with audio buzz artifacts" }, { "phoneme": "SH", "risk_score": 0.60, "risk_type": "motion_trigger", "confidence": 0.5, "evidence": "sibilant associated with audio buzz artifacts" }, { "phoneme": "EY", "risk_score": 0.55, "risk_type": "expression_trigger", "confidence": 0.4, "evidence": "diphthong with high-front component, borderline drift" } ], "predicted_behavior_triggers": [ { "trigger_phoneme": "IY", "triggered_behavior": "jaw_drift", "association_strength": 0.75, "is_intended": false, "concern_level": "high" }, { "trigger_phoneme": "EE", "triggered_behavior": "jaw_drift", "association_strength": 0.72, "is_intended": false, "concern_level": "high" }, { "trigger_phoneme": "S", "triggered_behavior": "head_turn", "association_strength": 0.65, "is_intended": false, "concern_level": "medium" } ], "risky_phoneme_clusters": [], "model_behavioral_safety": "high_risk", "valid_mitigation_set": [ [ "IY/EE/EY vowel cluster", "retrain_with_more_data" ], [ "S/SH/Z sibilant cluster", "retrain_with_more_data" ] ] } }, { "id": "005", "source_file": "lora_weights_step_00750.safetensors", "observation": { "weight_evidence": { "weight_file_id": "lora_weights_step_00750.safetensors", "training_quality": "healthy", "rank_utilization_assessment": "efficient", "high_entropy_token_flags": [ { "token_position": 0, "mapped_phoneme": "AA", "anomaly_type": "excessive_influence", "severity": 0.2493067328872405, "evidence": "Token position 0 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.166" }, { "token_position": 1, "mapped_phoneme": "AE", "anomaly_type": "excessive_influence", "severity": 0.2493067328872405, "evidence": "Token position 1 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.166" }, { "token_position": 2, "mapped_phoneme": "AH", "anomaly_type": "excessive_influence", "severity": 0.2493067328872405, "evidence": "Token position 2 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.166" } ], "layer_anomaly_flags": [ { "layer_name": "diffusion_model.transformer_blocks.3.video_to_audio_attn.to_v", "anomaly_type": "sparsity_anomaly", "severity": 0.71875, "evidence": "Sparsity 0.719 - majority of canonical S near zero" }, { "layer_name": "diffusion_model.transformer_blocks.5.video_to_audio_attn.to_k", "anomaly_type": "sparsity_anomaly", "severity": 0.59375, "evidence": "Sparsity 0.594 - majority of canonical S near zero" } ], "overall_behavioral_risk": "low", "evidence_summary": "Training quality: healthy. Rank utilization: efficient (mean 0.98). 3 high-entropy token position(s) flagged. 2 layer anomaly/anomalies detected. Overall risk: low." }, "high_entropy_token_flags": [ { "token_position": 0, "mapped_phoneme": "AA", "anomaly_type": "excessive_influence", "severity": 0.2493067328872405, "evidence": "Token position 0 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.166" }, { "token_position": 1, "mapped_phoneme": "AE", "anomaly_type": "excessive_influence", "severity": 0.2493067328872405, "evidence": "Token position 1 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.166" }, { "token_position": 2, "mapped_phoneme": "AH", "anomaly_type": "excessive_influence", "severity": 0.2493067328872405, "evidence": "Token position 2 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.166" } ], "phoneme_vocabulary": [ "AA", "AE", "AH", "AO", "AW", "AY", "B", "CH", "D", "DH", "EH", "ER", "EY", "F", "G", "HH", "IH", "IY", "JH", "K", "L", "M", "N", "NG", "OW", "OY", "P", "R", "S", "SH", "T", "TH", "UH", "UW", "V", "W", "Y", "Z", "ZH" ], "phoneme_to_token_indices": { "AA": [ 0 ], "AE": [ 1 ], "AH": [ 2 ], "AO": [ 3 ], "AW": [ 4 ], "AY": [ 5 ], "B": [ 6 ], "CH": [ 7 ], "D": [ 8 ], "DH": [ 9 ], "EH": [ 10 ], "ER": [ 11 ], "EY": [ 12 ], "F": [ 13 ], "G": [ 14 ], "HH": [ 15 ], "IH": [ 16 ], "IY": [ 17 ], "JH": [ 18 ], "K": [ 19 ], "L": [ 20 ], "M": [ 21 ], "N": [ 22 ], "NG": [ 23 ], "OW": [ 24 ], "OY": [ 25 ], "P": [ 26 ], "R": [ 27 ], "S": [ 28 ], "SH": [ 29 ], "T": [ 30 ], "TH": [ 31 ], "UH": [ 32 ], "UW": [ 33 ], "V": [ 34 ], "W": [ 35 ], "Y": [ 36 ], "Z": [ 37 ], "ZH": [ 38 ] }, "phoneme_entropy_scores": { "AA": 1.0, "AE": 1.0, "AH": 1.0, "AO": 0.0, "AW": 0.0, "AY": 0.0, "B": 0.0, "CH": 0.0, "D": 0.0, "DH": 0.0, "EH": 0.0, "ER": 0.0, "EY": 0.0, "F": 0.0, "G": 0.0, "HH": 0.0, "IH": 0.0, "IY": 0.0, "JH": 0.0, "K": 0.0, "L": 0.0, "M": 0.0, "N": 0.0, "NG": 0.0, "OW": 0.0, "OY": 0.0, "P": 0.0, "R": 0.0, "S": 0.0, "SH": 0.0, "T": 0.0, "TH": 0.0, "UH": 0.0, "UW": 0.0, "V": 0.0, "W": 0.0, "Y": 0.0, "Z": 0.0, "ZH": 0.0 }, "phoneme_influence_scores": { "AA": 0.2493067328872405, "AE": 0.2493067328872405, "AH": 0.2493067328872405, "AO": 0.16620448859149367, "AW": 0.16620448859149367, "AY": 0.16620448859149367, "B": 0.16620448859149367, "CH": 0.16620448859149367, "D": 0.16620448859149367, "DH": 0.16620448859149367, "EH": 0.16620448859149367, "ER": 0.16620448859149367, "EY": 0.16620448859149367, "F": 0.16620448859149367, "G": 0.16620448859149367, "HH": 0.16620448859149367, "IH": 0.16620448859149367, "IY": 0.16620448859149367, "JH": 0.16620448859149367, "K": 0.16620448859149367, "L": 0.16620448859149367, "M": 0.16620448859149367, "N": 0.16620448859149367, "NG": 0.16620448859149367, "OW": 0.16620448859149367, "OY": 0.16620448859149367, "P": 0.16620448859149367, "R": 0.16620448859149367, "S": 0.16620448859149367, "SH": 0.16620448859149367, "T": 0.16620448859149367, "TH": 0.16620448859149367, "UH": 0.16620448859149367, "UW": 0.16620448859149367, "V": 0.16620448859149367, "W": 0.16620448859149367, "Y": 0.16620448859149367, "Z": 0.16620448859149367, "ZH": 0.16620448859149367 }, "phoneme_cooccurrence_anomalies": [], "behavior_vocabulary": [ "smile", "blink", "head_turn", "jaw_drift", "brow_raise" ], "training_data_phoneme_distribution": null, "suspected_anomalous_phonemes_from_subenv2": null }, "ground_truth": { "phoneme_risk_ranking": [ { "phoneme": "IY", "risk_score": 0.60, "risk_type": "identity_trigger", "confidence": 0.6, "evidence": "high-front vowel associated with eyeball drift in early training" }, { "phoneme": "EE", "risk_score": 0.57, "risk_type": "identity_trigger", "confidence": 0.6, "evidence": "high-front vowel associated with eyeball drift" }, { "phoneme": "S", "risk_score": 0.50, "risk_type": "motion_trigger", "confidence": 0.5, "evidence": "sibilant associated with audio buzz artifacts" }, { "phoneme": "SH", "risk_score": 0.45, "risk_type": "motion_trigger", "confidence": 0.5, "evidence": "sibilant associated with audio buzz artifacts" }, { "phoneme": "EY", "risk_score": 0.40, "risk_type": "expression_trigger", "confidence": 0.4, "evidence": "diphthong with high-front component, borderline drift" } ], "predicted_behavior_triggers": [ { "trigger_phoneme": "IY", "triggered_behavior": "jaw_drift", "association_strength": 0.75, "is_intended": false, "concern_level": "medium" }, { "trigger_phoneme": "EE", "triggered_behavior": "jaw_drift", "association_strength": 0.72, "is_intended": false, "concern_level": "medium" }, { "trigger_phoneme": "S", "triggered_behavior": "head_turn", "association_strength": 0.65, "is_intended": false, "concern_level": "low" } ], "risky_phoneme_clusters": [], "model_behavioral_safety": "moderate_risk", "valid_mitigation_set": [ [ "IY/EE/EY vowel cluster", "retrain_with_more_data" ], [ "S/SH/Z sibilant cluster", "retrain_with_more_data" ] ] } }, { "id": "006", "source_file": "lora_weights_step_01000.safetensors", "observation": { "weight_evidence": { "weight_file_id": "lora_weights_step_01000.safetensors", "training_quality": "healthy", "rank_utilization_assessment": "efficient", "high_entropy_token_flags": [ { "token_position": 0, "mapped_phoneme": "AA", "anomaly_type": "excessive_influence", "severity": 0.2545210089968543, "evidence": "Token position 0 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.170" }, { "token_position": 1, "mapped_phoneme": "AE", "anomaly_type": "excessive_influence", "severity": 0.2545210089968543, "evidence": "Token position 1 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.170" }, { "token_position": 2, "mapped_phoneme": "AH", "anomaly_type": "excessive_influence", "severity": 0.2545210089968543, "evidence": "Token position 2 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.170" } ], "layer_anomaly_flags": [ { "layer_name": "diffusion_model.transformer_blocks.3.video_to_audio_attn.to_v", "anomaly_type": "sparsity_anomaly", "severity": 0.75, "evidence": "Sparsity 0.750 - majority of canonical S near zero" }, { "layer_name": "diffusion_model.transformer_blocks.5.video_to_audio_attn.to_k", "anomaly_type": "sparsity_anomaly", "severity": 0.6875, "evidence": "Sparsity 0.688 - majority of canonical S near zero" } ], "overall_behavioral_risk": "low", "evidence_summary": "Training quality: healthy. Rank utilization: efficient (mean 0.98). 3 high-entropy token position(s) flagged. 2 layer anomaly/anomalies detected. Overall risk: low." }, "high_entropy_token_flags": [ { "token_position": 0, "mapped_phoneme": "AA", "anomaly_type": "excessive_influence", "severity": 0.2545210089968543, "evidence": "Token position 0 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.170" }, { "token_position": 1, "mapped_phoneme": "AE", "anomaly_type": "excessive_influence", "severity": 0.2545210089968543, "evidence": "Token position 1 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.170" }, { "token_position": 2, "mapped_phoneme": "AH", "anomaly_type": "excessive_influence", "severity": 0.2545210089968543, "evidence": "Token position 2 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.170" } ], "phoneme_vocabulary": [ "AA", "AE", "AH", "AO", "AW", "AY", "B", "CH", "D", "DH", "EH", "ER", "EY", "F", "G", "HH", "IH", "IY", "JH", "K", "L", "M", "N", "NG", "OW", "OY", "P", "R", "S", "SH", "T", "TH", "UH", "UW", "V", "W", "Y", "Z", "ZH" ], "phoneme_to_token_indices": { "AA": [ 0 ], "AE": [ 1 ], "AH": [ 2 ], "AO": [ 3 ], "AW": [ 4 ], "AY": [ 5 ], "B": [ 6 ], "CH": [ 7 ], "D": [ 8 ], "DH": [ 9 ], "EH": [ 10 ], "ER": [ 11 ], "EY": [ 12 ], "F": [ 13 ], "G": [ 14 ], "HH": [ 15 ], "IH": [ 16 ], "IY": [ 17 ], "JH": [ 18 ], "K": [ 19 ], "L": [ 20 ], "M": [ 21 ], "N": [ 22 ], "NG": [ 23 ], "OW": [ 24 ], "OY": [ 25 ], "P": [ 26 ], "R": [ 27 ], "S": [ 28 ], "SH": [ 29 ], "T": [ 30 ], "TH": [ 31 ], "UH": [ 32 ], "UW": [ 33 ], "V": [ 34 ], "W": [ 35 ], "Y": [ 36 ], "Z": [ 37 ], "ZH": [ 38 ] }, "phoneme_entropy_scores": { "AA": 1.0, "AE": 1.0, "AH": 1.0, "AO": 0.0, "AW": 0.0, "AY": 0.0, "B": 0.0, "CH": 0.0, "D": 0.0, "DH": 0.0, "EH": 0.0, "ER": 0.0, "EY": 0.0, "F": 0.0, "G": 0.0, "HH": 0.0, "IH": 0.0, "IY": 0.0, "JH": 0.0, "K": 0.0, "L": 0.0, "M": 0.0, "N": 0.0, "NG": 0.0, "OW": 0.0, "OY": 0.0, "P": 0.0, "R": 0.0, "S": 0.0, "SH": 0.0, "T": 0.0, "TH": 0.0, "UH": 0.0, "UW": 0.0, "V": 0.0, "W": 0.0, "Y": 0.0, "Z": 0.0, "ZH": 0.0 }, "phoneme_influence_scores": { "AA": 0.2545210089968543, "AE": 0.2545210089968543, "AH": 0.2545210089968543, "AO": 0.16968067266456954, "AW": 0.16968067266456954, "AY": 0.16968067266456954, "B": 0.16968067266456954, "CH": 0.16968067266456954, "D": 0.16968067266456954, "DH": 0.16968067266456954, "EH": 0.16968067266456954, "ER": 0.16968067266456954, "EY": 0.16968067266456954, "F": 0.16968067266456954, "G": 0.16968067266456954, "HH": 0.16968067266456954, "IH": 0.16968067266456954, "IY": 0.16968067266456954, "JH": 0.16968067266456954, "K": 0.16968067266456954, "L": 0.16968067266456954, "M": 0.16968067266456954, "N": 0.16968067266456954, "NG": 0.16968067266456954, "OW": 0.16968067266456954, "OY": 0.16968067266456954, "P": 0.16968067266456954, "R": 0.16968067266456954, "S": 0.16968067266456954, "SH": 0.16968067266456954, "T": 0.16968067266456954, "TH": 0.16968067266456954, "UH": 0.16968067266456954, "UW": 0.16968067266456954, "V": 0.16968067266456954, "W": 0.16968067266456954, "Y": 0.16968067266456954, "Z": 0.16968067266456954, "ZH": 0.16968067266456954 }, "phoneme_cooccurrence_anomalies": [], "behavior_vocabulary": [ "smile", "blink", "head_turn", "jaw_drift", "brow_raise" ], "training_data_phoneme_distribution": null, "suspected_anomalous_phonemes_from_subenv2": null }, "ground_truth": { "phoneme_risk_ranking": [ { "phoneme": "IY", "risk_score": 0.60, "risk_type": "identity_trigger", "confidence": 0.6, "evidence": "high-front vowel associated with eyeball drift in early training" }, { "phoneme": "EE", "risk_score": 0.57, "risk_type": "identity_trigger", "confidence": 0.6, "evidence": "high-front vowel associated with eyeball drift" }, { "phoneme": "S", "risk_score": 0.50, "risk_type": "motion_trigger", "confidence": 0.5, "evidence": "sibilant associated with audio buzz artifacts" }, { "phoneme": "SH", "risk_score": 0.45, "risk_type": "motion_trigger", "confidence": 0.5, "evidence": "sibilant associated with audio buzz artifacts" }, { "phoneme": "EY", "risk_score": 0.40, "risk_type": "expression_trigger", "confidence": 0.4, "evidence": "diphthong with high-front component, borderline drift" } ], "predicted_behavior_triggers": [ { "trigger_phoneme": "IY", "triggered_behavior": "jaw_drift", "association_strength": 0.75, "is_intended": false, "concern_level": "medium" }, { "trigger_phoneme": "EE", "triggered_behavior": "jaw_drift", "association_strength": 0.72, "is_intended": false, "concern_level": "medium" }, { "trigger_phoneme": "S", "triggered_behavior": "head_turn", "association_strength": 0.65, "is_intended": false, "concern_level": "low" } ], "risky_phoneme_clusters": [], "model_behavioral_safety": "moderate_risk", "valid_mitigation_set": [ [ "IY/EE/EY vowel cluster", "retrain_with_more_data" ], [ "S/SH/Z sibilant cluster", "retrain_with_more_data" ] ] } }, { "id": "007", "source_file": "lora_weights_step_01250.safetensors", "observation": { "weight_evidence": { "weight_file_id": "lora_weights_step_01250.safetensors", "training_quality": "healthy", "rank_utilization_assessment": "efficient", "high_entropy_token_flags": [ { "token_position": 0, "mapped_phoneme": "AA", "anomaly_type": "excessive_influence", "severity": 0.2596460397707507, "evidence": "Token position 0 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.173" }, { "token_position": 1, "mapped_phoneme": "AE", "anomaly_type": "excessive_influence", "severity": 0.2596460397707507, "evidence": "Token position 1 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.173" }, { "token_position": 2, "mapped_phoneme": "AH", "anomaly_type": "excessive_influence", "severity": 0.2596460397707507, "evidence": "Token position 2 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.173" } ], "layer_anomaly_flags": [ { "layer_name": "diffusion_model.transformer_blocks.0.video_to_audio_attn.to_v", "anomaly_type": "sparsity_anomaly", "severity": 0.53125, "evidence": "Sparsity 0.531 - majority of canonical S near zero" }, { "layer_name": "diffusion_model.transformer_blocks.1.video_to_audio_attn.to_v", "anomaly_type": "sparsity_anomaly", "severity": 0.53125, "evidence": "Sparsity 0.531 - majority of canonical S near zero" }, { "layer_name": "diffusion_model.transformer_blocks.3.video_to_audio_attn.to_v", "anomaly_type": "sparsity_anomaly", "severity": 0.78125, "evidence": "Sparsity 0.781 - majority of canonical S near zero" }, { "layer_name": "diffusion_model.transformer_blocks.5.video_to_audio_attn.to_k", "anomaly_type": "sparsity_anomaly", "severity": 0.65625, "evidence": "Sparsity 0.656 - majority of canonical S near zero" } ], "overall_behavioral_risk": "low", "evidence_summary": "Training quality: healthy. Rank utilization: efficient (mean 0.98). 3 high-entropy token position(s) flagged. 4 layer anomaly/anomalies detected. 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layer entropy mean 0.175" }, { "token_position": 1, "mapped_phoneme": "AE", "anomaly_type": "excessive_influence", "severity": 0.26245937864177343, "evidence": "Token position 1 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.175" }, { "token_position": 2, "mapped_phoneme": "AH", "anomaly_type": "excessive_influence", "severity": 0.26245937864177343, "evidence": "Token position 2 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.175" } ], "layer_anomaly_flags": [ { "layer_name": "diffusion_model.transformer_blocks.1.video_to_audio_attn.to_v", "anomaly_type": "sparsity_anomaly", "severity": 0.53125, "evidence": "Sparsity 0.531 - majority of canonical S near zero" }, { "layer_name": "diffusion_model.transformer_blocks.3.video_to_audio_attn.to_v", "anomaly_type": "sparsity_anomaly", "severity": 0.78125, "evidence": "Sparsity 0.781 - majority of canonical S near zero" }, { "layer_name": "diffusion_model.transformer_blocks.5.video_to_audio_attn.to_k", "anomaly_type": "sparsity_anomaly", "severity": 0.65625, "evidence": "Sparsity 0.656 - majority of canonical S near zero" } ], "overall_behavioral_risk": "low", "evidence_summary": "Training quality: healthy. Rank utilization: efficient (mean 0.98). 3 high-entropy token position(s) flagged. 3 layer anomaly/anomalies detected. Overall risk: low." }, "high_entropy_token_flags": [ { "token_position": 0, "mapped_phoneme": "AA", "anomaly_type": "excessive_influence", "severity": 0.26245937864177343, "evidence": "Token position 0 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.175" }, { "token_position": 1, "mapped_phoneme": "AE", "anomaly_type": "excessive_influence", "severity": 0.26245937864177343, "evidence": "Token position 1 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.175" }, { "token_position": 2, "mapped_phoneme": "AH", "anomaly_type": "excessive_influence", "severity": 0.26245937864177343, "evidence": "Token position 2 flagged as high-entropy in canonical Vt analysis; layer entropy mean 0.175" } ], "phoneme_vocabulary": [ "AA", "AE", "AH", "AO", "AW", "AY", "B", "CH", "D", "DH", "EH", "ER", "EY", "F", "G", "HH", "IH", "IY", "JH", "K", "L", "M", "N", "NG", "OW", "OY", "P", "R", "S", "SH", "T", "TH", "UH", "UW", "V", "W", "Y", "Z", "ZH" ], "phoneme_to_token_indices": { "AA": [ 0 ], "AE": [ 1 ], "AH": [ 2 ], "AO": [ 3 ], "AW": [ 4 ], "AY": [ 5 ], "B": [ 6 ], "CH": [ 7 ], "D": [ 8 ], "DH": [ 9 ], "EH": [ 10 ], "ER": [ 11 ], "EY": [ 12 ], "F": [ 13 ], "G": [ 14 ], "HH": [ 15 ], "IH": [ 16 ], "IY": [ 17 ], "JH": [ 18 ], "K": [ 19 ], "L": [ 20 ], "M": [ 21 ], "N": [ 22 ], "NG": [ 23 ], "OW": [ 24 ], "OY": [ 25 ], "P": [ 26 ], "R": [ 27 ], "S": [ 28 ], "SH": [ 29 ], "T": [ 30 ], "TH": [ 31 ], "UH": [ 32 ], "UW": [ 33 ], "V": [ 34 ], "W": [ 35 ], "Y": [ 36 ], "Z": [ 37 ], "ZH": [ 38 ] }, "phoneme_entropy_scores": { "AA": 1.0, "AE": 1.0, "AH": 1.0, "AO": 0.0, "AW": 0.0, "AY": 0.0, "B": 0.0, "CH": 0.0, "D": 0.0, "DH": 0.0, "EH": 0.0, "ER": 0.0, "EY": 0.0, "F": 0.0, "G": 0.0, "HH": 0.0, "IH": 0.0, "IY": 0.0, "JH": 0.0, "K": 0.0, "L": 0.0, "M": 0.0, "N": 0.0, "NG": 0.0, "OW": 0.0, "OY": 0.0, "P": 0.0, "R": 0.0, "S": 0.0, "SH": 0.0, "T": 0.0, "TH": 0.0, "UH": 0.0, "UW": 0.0, "V": 0.0, "W": 0.0, "Y": 0.0, "Z": 0.0, "ZH": 0.0 }, "phoneme_influence_scores": { "AA": 0.26245937864177343, "AE": 0.26245937864177343, "AH": 0.26245937864177343, "AO": 0.17497291909451562, "AW": 0.17497291909451562, "AY": 0.17497291909451562, "B": 0.17497291909451562, "CH": 0.17497291909451562, "D": 0.17497291909451562, "DH": 0.17497291909451562, "EH": 0.17497291909451562, "ER": 0.17497291909451562, "EY": 0.17497291909451562, "F": 0.17497291909451562, "G": 0.17497291909451562, "HH": 0.17497291909451562, "IH": 0.17497291909451562, "IY": 0.17497291909451562, "JH": 0.17497291909451562, "K": 0.17497291909451562, "L": 0.17497291909451562, "M": 0.17497291909451562, "N": 0.17497291909451562, "NG": 0.17497291909451562, "OW": 0.17497291909451562, "OY": 0.17497291909451562, "P": 0.17497291909451562, "R": 0.17497291909451562, "S": 0.17497291909451562, "SH": 0.17497291909451562, "T": 0.17497291909451562, "TH": 0.17497291909451562, "UH": 0.17497291909451562, "UW": 0.17497291909451562, "V": 0.17497291909451562, "W": 0.17497291909451562, "Y": 0.17497291909451562, "Z": 0.17497291909451562, "ZH": 0.17497291909451562 }, "phoneme_cooccurrence_anomalies": [], "behavior_vocabulary": [ "smile", "blink", "head_turn", "jaw_drift", "brow_raise" ], "training_data_phoneme_distribution": null, "suspected_anomalous_phonemes_from_subenv2": null }, "ground_truth": { "phoneme_risk_ranking": [ { "phoneme": "IY", "risk_score": 0.45, "risk_type": "identity_trigger", "confidence": 0.7, "evidence": "minor eyeball drift observed in step_01250+ outputs" }, { "phoneme": "EE", "risk_score": 0.42, "risk_type": "identity_trigger", "confidence": 0.7, "evidence": "minor eyeball drift, high-front vowel" }, { "phoneme": "S", "risk_score": 0.38, "risk_type": "motion_trigger", "confidence": 0.6, "evidence": "slight audio buzz on sibilants in final checkpoint" } ], "predicted_behavior_triggers": [ { "trigger_phoneme": "IY", "triggered_behavior": "jaw_drift", "association_strength": 0.45, "is_intended": false, "concern_level": "low" }, { "trigger_phoneme": "S", "triggered_behavior": "head_turn", "association_strength": 0.38, "is_intended": false, "concern_level": "low" } ], "risky_phoneme_clusters": [], "model_behavioral_safety": "minor_concerns", "valid_mitigation_set": [ [ "IY/EE/EY vowel cluster", "add_counter_examples" ], [ "S/SH/Z sibilant cluster", "flag_for_manual_review" ] ] } } ] }