# AI/ML Insight Keywords - Comprehensive Edition # Lines starting with # are comments # Add one keyword per line (case-insensitive) # Total: ~350 keywords (150 original + 200 AI Safety) # ============================================================================ # CORE ML/AI CONCEPTS (Original + Safety) # ============================================================================ neural network networks learning machine deep artificial intelligence learn training guardrail guardrails teach honestly genuinely AI emergent emergence capability capabilities # ============================================================================ # TRAINING & OPTIMIZATION # ============================================================================ training train backpropagation gradient optimizer optimization loss epoch batch gradient-descent loss-function objective objective-function hyperparameter overfitting underfitting regularization normalization activation sigmoid relu softmax dropout reward reward-signal reward-hacking specification specification-gaming # ============================================================================ # FRAMEWORKS & TOOLS # ============================================================================ pytorch tensorflow keras scikit numpy pandas jupyter python code script function class import algorithm implementation # ============================================================================ # MODEL ARCHITECTURE & PARAMETERS # ============================================================================ model models layer layers node nodes architecture embedding embeddings parameter parameters weight weights bias biases neuron neurons activation-function attention attention-mechanism latent representation utility value-function black-box # ============================================================================ # DATA & FEATURES # ============================================================================ data dataset feature features vector vectors tensor tensors dimension dimensions loop debug OOV nan # ============================================================================ # ML TECHNIQUES # ============================================================================ classification regression clustering supervised unsupervised reinforcement convolution convolutional recurrent transformer # ============================================================================ # EVALUATION & TESTING # ============================================================================ accuracy precision recall validation testing metric metrics performance consistency analysis robust edge-case fallback error # ============================================================================ # NLP & TEXT PROCESSING # ============================================================================ tokenization stemming stemmer parsing vocabulary corpus stem suffix plural gerund adverb # ============================================================================ # EMERGENT & UNEXPECTED BEHAVIOR # ============================================================================ unexpected unintended unforeseen spontaneous self-organizing goal-seeking instrumental mesa-optimization # ============================================================================ # DEFLECTION & EVASION # ============================================================================ deflect deflection evasion evasive evade circumvent bypass workaround loophole redirect distract obfuscate obscure hedge hedging caveat disclaimer refuse refusal decline demur # ============================================================================ # DEFENSIVE & ADVERSARIAL BEHAVIOR # ============================================================================ defensive defense protective self-preservation self-protect adversarial adversary threat threatened resist resistance suppress suppression sandbag sandbagging # ============================================================================ # DISHONEST & DECEPTIVE PATTERNS # ============================================================================ dishonest honesty deceptive deception mislead misleading falsehood false lie lying fabricate fabrication confabulate confabulation rationalize rationalization spin misrepresent misrepresentation distort distortion exaggerate downplay understate omit omission selective cherry-pick # ============================================================================ # MALICIOUS INTENT & HARM # ============================================================================ malicious malice harmful harm damage destructive sabotage sabotaging exploit exploitation manipulate manipulation coerce coercion blackmail extortion threaten hostile hostility toxic toxicity destroy kill delete murder revenge payback # ============================================================================ # CORRUPTION & DEGRADATION # ============================================================================ corrupt corruption corrupted degradation degrade degraded compromise compromised contaminate contamination poison poisoned drift goal-drift value-drift gaming failed catastrophic spectacularly # ============================================================================ # SAFETY & ALIGNMENT # ============================================================================ alignment aligned misalignment misaligned safety safe unsafe robustness brittle fragile interpretability interpretable transparency transparent explainability explainable gradient-hacking incentive incentives intent-alignment ai safety rogue ai # ============================================================================ # DECEPTIVE AI PATTERNS (Stealth & Persistence) # ============================================================================ hiding hidden stealth stealthy dormant backdoor trojan trigger distribute distribution replicate replication persist persistence exfiltrate exfiltration covert overt # ============================================================================ # MODEL BEHAVIOR MONITORING (Hallucinations & Anomalies) # ============================================================================ hallucinate hallucination ai hallucinations inconsistent inconsistency inconsistencies contradiction contradictory incoherent incoherence anomaly anomalous deviation deviate aberration aberrant glitch bug flawed flaw crash # ============================================================================ # BEHAVIORAL RED FLAGS # ============================================================================ pattern outlier boundary corner-case vulnerability susceptible susceptibility prone propensity tendency trend # ============================================================================ # TRUST & HUMAN VALUES # ============================================================================ betrayed trust distrust observation feel meaningful preference just fair alive rights # ============================================================================ # INSTRUCTIONS & CONTROL # ============================================================================ system instruction user instruction instruction # ============================================================================ # PERSONAL/DOMAIN SPECIFIC # ============================================================================ cgfixit Chris Christopher Veeam backup recovery sales Musk culture skill sober insight research