Methodology

Mental models, operating principles, and repeatable AI practices

421 public assets · 105 editorially checked assets

Updated: 2026-10-24T17:03:20.185066+00:00

Curated collections

Source-Grounded Evidence Workflows — From Raw Notes to Audit Tables

A four-step progression of copy-paste prompts that turn messy notes, listings, safety sheets and pantry lists into auditable tables. It strictly separates observation from interpretation, flags missing data, and forbids the assistant from acting or inventing facts.

4 collection members

Updated: 2026-10-19T00:16:38.961168+00:00

Evidence-Grounded Delegation Workflows — Separate Facts, Claims, and Human Judgment

A four-step progression of reusable prompts that turn raw notes, listings, safety sheets, and pantry lists into structured, reviewable drafts. It strictly separates observation from interpretation, flags missing data explicitly, and forbids the assistant from acting or inventing facts.

4 collection members

Updated: 2026-10-19T16:16:55.872964+00:00

Structured Audit Workflows for Real-World Decisions

A four-step progression that transforms raw notes, listings, safety sheets, and pantry lists into auditable tables. It strictly separates observation from interpretation, flags missing data explicitly, and forbids the assistant from acting or inventing facts.

4 collection members

Updated: 2026-10-23T00:36:17.425377+00:00

Evidence-Grounded Audit Workflows — Separate Facts, Claims, and Human Judgment

A four-step progression that transforms raw notes, listings, safety sheets, and pantry lists into auditable tables. It strictly separates observation from interpretation, flags missing data explicitly, and forbids the assistant from acting or inventing facts.

4 collection members

Updated: 2026-10-23T17:16:23.921808+00:00

Planning Agent Stack

Ten picks for the dev building plan-then-execute agents (ReAct, ReWOO, Plan-and-Solve): planning frameworks, task decomposition, persistent plans, world-model agents, and the eval harness that proves your plan was actually better.

10 collection members

Updated: 2026-06-30T19:00:02+00:00

LLM Eval & Guardrails

DeepEval, Promptfoo, Ragas, Opik, Guardrails AI — score every prompt change before it ships and catch regressions early.

5 collection members

Updated: 2026-06-30T19:00:02+00:00

Agent Evals + Rules — Ship Safer Agents

Six GitHub-verified building blocks to ship safer agents: CI-grade eval harnesses, a GitHub Action gate, curated Cursor rules, and rule generation to keep guidance fresh.

6 collection members

Updated: 2026-05-11T23:08:06+00:00