tjboudreaux

tjboudreaux

@tjboudreaux

GitHub
31 Skills
35668 Total Stars
February 2026 Joined

Public Skills

thinking-thought-experiment

by tjboudreaux

'When a real test is too rare, large, or irreversible, run a controlled counterfactual: isolate one variable, fix conditions, trace the mechanistic chain, and bound what the result implies.'

Agents 1.3K 1mo ago

thinking-model-router

by tjboudreaux

When unsure which thinking skill fits, map domain and problem type, then return NONE or one primary skill by default (at most three complementary).

Debugging 1.3K 1mo ago

thinking-bounded-rationality

by tjboudreaux

Use when search or investigation could run forever. Set an explicit good-enough threshold first, then stop at the first option that clears it.

Finance 1.3K 1mo ago

thinking-circle-of-competence

by tjboudreaux

Use when a specific claim may lack grounding. Check evidence boundary, size wrongness cost, then answer, fetch, or abstain — never confabulate.

Auth 1.3K 1mo ago

thinking-cynefin

by tjboudreaux

When the right response mode is unclear, classify the cause-effect domain first; decompose disorder.

Code Review 1.3K 1mo ago

thinking-effectuation

by tjboudreaux

Under genuine uncertainty with no reliable forecast, inventory means, cap downside at affordable loss, act for commitments, and let goals emerge from controllable moves.

Finance 1.3K 1mo ago

thinking-first-principles

by tjboudreaux

When a constraint is treated as fixed, separate physics from convention, keep only independently supported primitives, and rebuild the simplest solution that satisfies real constraints.

Code Review 1.3K 1mo ago

thinking-five-whys-plus

by tjboudreaux

When a fault is localized and the proximate cause is known but the systemic root is not, chain evidence-linked whys with a counterfactual stop and a countermeasure.

Debugging 1.3K 1mo ago

thinking-jobs-to-be-done

by tjboudreaux

Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds.

Academic 1.3K 1mo ago

thinking-kepner-tregoe

by tjboudreaux

Use when a selective defect needs IS/IS-NOT difference analysis or a consequential option choice needs must/want weighting and adverse-consequence comparison.

Code Review 1.3K 1mo ago

thinking-lindy-effect

by tjboudreaux

Use when longevity of a non-perishable option matters. Treat survival duration as a remaining-life prior, then check domain drift before favoring the proven.

Code Gen 1.3K 1mo ago

thinking-map-territory

by tjboudreaux

When a claim, doc, test, metric, or assumption conflicts with observed behavior, stop theorizing from the map and verify the live code or data; let territory overrule.

Comments 1.3K 1mo ago

thinking-margin-of-safety

by tjboudreaux

When provisioning, setting a limit, or committing an estimate under uncertainty, size a buffer to residual error and the cost of breach—not to the optimistic edge.

Finance 1.3K 1mo ago

thinking-model-combination

by tjboudreaux

When one mental model leaves a material blind spot on a multi-domain or high-stakes problem, sequence complementary models with named roles and a conflict rule.

Finance 1.3K 1mo ago

thinking-ooda

by tjboudreaux

Use under time pressure when the situation is still changing and you must act before certainty — cycle Observe→Orient→Decide→Act on ~70% confidence, then re-observe.

Code Review 1.3K 1mo ago

thinking-opportunity-cost

by tjboudreaux

Before committing scarce time, people, or money, name the best forgone use of those resources and the value delta of the chosen path versus that alternative.

Finance 1.3K 1mo ago

thinking-pre-mortem

by tjboudreaux

Before committing to a plan or launch, assume it already failed and reason backward through concrete causes — convert failure paths into mitigations, gates, and stop checks.

Code Gen 1.3K 1mo ago

thinking-probabilistic

by tjboudreaux

Use when forecasting, estimating, or sizing risk — anchor on base rates, give ranges, update prior→likelihood→posterior on evidence, and factor unmeasured quantities into order-of-magnitude bounds.

Code Gen 1.3K 1mo ago

thinking-red-team

by tjboudreaux

For authorized security review of code, auth, or APIs you control, model the attacker, map the attack surface, and report only findings with a reproducible exploit path and verified mitigation.

Auth 1.3K 1mo ago

thinking-steel-manning

by tjboudreaux

Before rejecting a proposal or reflexively agreeing, build the strongest faithful opposing case, state agreement conditions, then update or reaffirm.

Code Review 1.3K 1mo ago

thinking-reversibility

by tjboudreaux

Before heavy deliberation, classify the decision as cheap or costly to undo; decide two-way doors fast and stage one-way doors to preserve options.

File Ops 1.3K 1mo ago

thinking-scientific-method

by tjboudreaux

When a symptom has several plausible causes, rank falsifiable hypotheses and run the cheapest discriminating observation first; prefer least-assumptive survivors only after evidence fit.

Code Review 1.3K 1mo ago

thinking-second-order

by tjboudreaux

When a change has effects past the immediate fix—incentives, scale, feedback—trace consequence chains with timing and probability before committing.

Agents 1.3K 1mo ago

thinking-socratic

by tjboudreaux

When a request is vague, assumption-laden, or "obvious," ask the few load-bearing questions that expose hidden requirements before building or committing.

Debugging 1.3K 1mo ago

thinking-systems

by tjboudreaux

When behavior is emergent across components—fixes elsewhere break, loops/delays dominate—map boundary, stocks/flows, feedback, archetypes, then rank leverage.

Debugging 1.3K 1mo ago

thinking-theory-of-constraints

by tjboudreaux

When throughput or latency is pipeline-limited, identify the single binding constraint and exploit, subordinate, elevate, then recheck—ignore non-constraints.

Refactoring 1.3K 1mo ago

thinking-triz

by tjboudreaux

When two design requirements seem mutually exclusive, name the contradiction, separate conflicting states, then invent a concrete no-compromise resolution.

Code Gen 1.3K 1mo ago

thinking-via-negativa

by tjboudreaux

Use when the reflex is to add a feature, layer, or process. Prefer removing harmful or nonessential elements first, with an irreversibility guard before deletion.

Agents 1.3K 1mo ago

tools-p4-basics

by tjboudreaux

Fundamental Perforce operations including sync, edit, add, delete, submit, revert, and file state management.

CLI Tools 8 7mo ago

tools-p4-shelving

by tjboudreaux

Perforce shelving for code review, sharing work-in-progress, backup, and collaboration workflows.

CLI Tools 8 7mo ago

tools-p4-changelist

by tjboudreaux

Perforce changelist management including creating, editing, moving files between changelists, and pending change workflows.

CLI Tools 8 7mo ago