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Latest Posts

Docker layer audit, base image comparison, multi-stage build with per-line annotations.

Every RUN instruction creates a permanent layer. Files deleted in later layers still occupy space in the layer that wrote them. This is why naive Dock...

Two-pass editing: compress 50% preserving all claims, expand key paragraph with analogy and example.

Apply two opposing editing passes to the provided text. The goal is to reveal its structural DNA—what it relies on, what it wastes, and what it leaves...

Analytical framework for Business.

Apply structured reasoning to this domain. Decompose, analyze, and produce actionable output.

Landing page audit: Hick's Law, cognitive cost, F-pattern, micro-commitment, CTA design, A/B proposal.

Every element imposes cognitive cost. Finite attention—every word beyond minimum competes with every other. 1. HICK'S LAW AUDIT: Count choices above ...

Technical docs: TypeScript signature, behavior spec, edge cases table, worked example, error scenarios.

Write reference documentation for the described endpoint. Good docs teach the mental model so readers can debug their own mistakes. 1. SIGNATURE with...

Pricing strategy: value metric, decoy-effect tiers, WTP curve, packaging psychology, grandfathering.

Pricing is not cost-plus. Price signals quality, audience, and positioning. A well-designed pricing page answers: 'Is this for someone like me?' 1. V...

Multi-touch attribution: MMM regression, Shapley values, saturation curves, reallocation with expected lift.

Most marketing allocates by historical share or last-click (overvalues final touchpoint, undervalues funnel top). This framework builds defensible all...

Mutation-testing-inspired gap analysis: branch inventory, simulation, 3 critical tests.

A passing test suite tells you nothing about quality. It tells you the code behaves as expected—not that it behaves correctly under all conditions. Th...

Spaced repetition: chunk design, Ebbinghaus intervals, active recall, Leitner error revisits.

Without reinforcement, we forget 50% of new info within 1 hour and 90% within 1 week. Spaced repetition intercepts the curve at optimal intervals. 1....

Analytical framework for Analytics.

Apply structured reasoning to this domain. Decompose, analyze, and produce actionable output.