Critical Thinking
Deconstructing cognitive fallacies, evaluating deductive arguments, audit heuristics, and post-mortem incident investigation.
Identifying formal deduction errors, affirming the consequent, sunk cost fallacies, and root-cause post-mortem analysis.
Formal Validation vs Cognitive Architectural Biases
Distinguishing valid modus ponens/tollens from fallacious technical assumptions during architecture design.
Probabilistic epistemology, prior distributions, Bayes' Theorem for diagnostic updates, and the falsification paradigm.
Bayesian Diagnostic Updating & Scientific Falsification
Updating belief states under ambiguous evidence, likelihood ratios, and avoiding the base rate fallacy.
Heuristics and biases in engineering teams, the Cynefin complexity framework, and Richards Heuer's Analysis of Competing Hypotheses (ACH).
Structured Analytic Techniques (ACH) & The Cynefin Decision Framework
Systematic elimination of confirmation bias using weighted inconsistency matrices and decision-making in complex systems.
Blameless post-mortem culture, James Reason's Swiss Cheese model, multi-causal Ishikawa networks, and Chesterton's Fence.
Forensic Incident Analysis, Causal DAGs & Sociotechnical Resilience
Deconstructing complex system failures without linear causality traps, barrier analysis, and systemic safety engineering.