AI Development Methodology

Brief — TL;DR

This folder contains the brief for the AI Development Methodology project itself. It back-engineers the project’s intent into the eight inputs that the methodology’s own Step 0 — Have a brief requires as prerequisites to strategy work.

These docs anchor everything downstream: Step 1 (master plan + pillars), Step 2 (epics), Step 3 (items / tasks), Step 4 (autonomous loop).

At a glance

Question Answer Doc
Why does this exist; who does it serve at success? A portable, file-based methodology that makes AI-collaborated software development sustainable past week 3 — for solo devs, small mixed teams, indie hackers, and engineering leaders — without enterprise overhead or vendor lock-in. 01_vision.md
Who specifically is the audience? Four primary segments (solo + AI; small mixed teams; indie hackers / startup founders; engineering leaders adding AI to existing workflows) plus three secondary (AI-tool builders, educators, researchers). 02_audience.md
What public alternatives exist? The field has a real ecosystem of AI-collaboration methodologies; adopters comparing options will find the current ones via their own research. (maintainer-private analysis; not shipped publicly — see README “When to use this methodology” for positive positioning instead)
What do those alternatives leave unaddressed? The structural choices this methodology commits to (cheating-agent defense, locks-for-humans+agents, challenge-before-consenting, four-layer planning, DoD coupled to item frontmatter, tier matrix for loops, periodic deep-eval) cover gaps the maintainer judged worth filling. (maintainer-private analysis; not shipped publicly — see README “Why this exists”)
How will the maintainer know this is working? Qualitative signals (early: external adoption stories appear, forks have commits, self-development cycle ships methodology improvements; sustained: the methodology appears in field discussions on its own merit, at least one team uses it publicly + sustainably) + one operational rule (maintainer time stays sustainable). No public star-count or company-count targets. 05_success_metrics.md
How does the project sustain itself? CC BY 4.0. Solo maintainer. Lean overhead. “PRs welcome but no SLA.” Self-development loop reduces maintainer burden over time. No revenue model. No SaaS. 06_distribution.md
What’s the tech surface? Markdown + git only. Mermaid diagrams. GitHub for hosting, Pages, Discussions, Releases. gh CLI for automation. No CI for docs. No translation infrastructure. 07_tech.md
What capability layers does the project need? Nine candidates that become pillars in Step 1: doc completeness, doc clarity, doc currency, tool compatibility, adopter discoverability, example richness, community feedback loop, maintenance sustainability, self-improvement velocity. 08_capability_layers.md

Status

Drafted 2026-05-25 as Step 0 of the self-development bootstrap. Awaiting cross-AI review and maintainer approval before Step 1 (strategy + pillars) begins.

How to read this brief