AI Engineering

Hono API Scaffolder adds structured Hono routes to an existing Cloudflare Workers app. It generates route files, middleware, typed bindings, Zod validation, error handling, and API documentation when adding endpoints.

Roadmap generates phased technical plans for building an application and can guide autonomous execution phase by phase. Use it to plan a new product, turn a brief into tasks, or resume a long build.

Bounded Rationality helps you set a clear sufficiency threshold before searching, then stop at the first option that meets it. Use it for open-ended comparisons or investigations with limited time or context.

Circle Of Competence checks whether a claim is grounded before answering. Use it to fetch evidence, mark uncertainty, or abstain when a specific fact is unverified and wrongness would matter.

Deep Discuss guides multi-round analysis of problems, faults, and decision tradeoffs before giving answers. Use it when the user wants structured thinking, root-cause analysis, or help choosing a path.

Effectuation starts from available means and an affordable loss cap when outcomes are too uncertain to forecast. Use it to choose controllable actions, seek real commitments, and let the goal emerge from what becomes possible.

First Principles strips unsupported assumptions from a problem, keeps only independently supported constraints, and rebuilds the simplest solution. Use it when a limit seems fixed by convention, pricing, or precedent instead of physics or measured need.

Five Whys Plus builds an evidence-linked causal chain from a localized fault to an actionable systemic root. Use it when the proximate cause is known but you need to prevent recurrence and verify which enabling conditions made it possible.

Jobs To Be Done Thinking helps decide what to build, cut, or reposition by framing the user's circumstance, desired progress, and competing workarounds. It is used when adoption is unclear or a shipped feature is underperforming.

Kepner-Tregoe Analysis structures problem diagnosis with IS/IS-NOT contrasts and decision analysis with MUSTs, WANTs, and adverse-consequence checks. Use it for selective defects or high-stakes option choices.

Lindy Effect helps choose among non-perishable technologies or practices by using survival age as a prior and checking for domain drift. Use it when long-term relevance matters more than short-term novelty.

Margin Of Safety helps size a buffer when provisioning, setting limits, or making commitments under uncertainty. Use it when underestimation has asymmetric downside and you need to commit a number with explicit margin.