Developer Edition
AI-augmented workflows for shipping code. Onboarding, debugging, reviewing AI-generated PRs, deploying without breaking prod. Starts with the repo-context profile that all other workflows build on.
Start here — Foundation
Free with email signup (7)
Onboard onto an unfamiliar codebase
You just cloned a repo you've never seen. Maybe it's a new job, an open-source project, or a client's codebase. Instead of spending 2 days reading files randomly, you use AI to build a mental map in 20 minutes.
Write AGENTS.md for your repo
Every time you start a new AI coding session, you re-explain your stack, conventions, and "don't do that" rules. An AGENTS.md file tells the AI once, permanently. This workflow gets you from zero to a working repo instruction file in 8 minutes.
Debug a production issue from logs
Something broke in production. You have error logs, maybe a stack trace, maybe just "users are reporting X." You need to find the root cause fast without randomly trying fixes.
Escape an AI agent loop
Your AI coding agent is stuck. It's trying the same fix over and over, reverting its own changes, or producing increasingly broken output. You've been watching it spin for 10 minutes and it's not converging.
Deploy your first project (from AI builder to real hosting)
You built something with an AI builder (Lovable, Bolt, v0, Cursor, Claude Code) and it works locally or in the builder's preview. Now you want it live on the internet with a real URL — but you've never deployed anything before.
Turn a diff into a PR description that reviewers actually read
You finished the code. Now you stare at the PR description box for 10 minutes writing something nobody reads anyway. Or worse — you write "fix bug" and the reviewer has no context.
Review an AI-generated PR (12-point checklist)
AI-generated PRs look clean, pass CI, and have nice descriptions — but they hide specific failure patterns that traditional code review doesn't catch. This is a 12-point checklist designed for AI-authored code.
Coming with premium tier (15)
The 15 workflows below dig deeper — they cover heavier strategic work and system-building infrastructure. Get notified when premium launches by subscribing below.
Turn a PRD into sprint tickets
Structured backlog from a vague spec — agent-ready, with acceptance criteria.
Plan a feature with Architect → Builder handoff
Multi-model workflow: one model designs, another implements, you supervise.
Pick your AI coding stack
Decision matrix for editor, builder, reviewer roles in your workflow.
Build a full feature from scratch (vibe coding)
The full vibecoding playbook for shipping a feature solo with AI.
Refactor legacy code without breaking anything
Surgical refactoring with guardrails — characterization tests, scope limits, escape hatches.
Write tests that actually catch bugs
Tests with mutation-test verification — stops AI from writing tests that always pass.
Migrate a database schema safely
Zero-downtime migrations: backfill, dual-write, cutover, rollback plan.
Convert a Figma design to a component
Design tokens, accessibility, and the prompt that produces clean JSX.
Design an API from requirements
Resource modeling, idempotency, versioning, error shapes — all in one pass.
Build a feature with multi-model workflow
Critic-actor loop for features that span planning, implementation, and review.
Verify AI output before shipping
Pre-ship checklist that catches the confident-but-wrong patterns.
Write release notes from git log
Customer-readable notes from your raw commits — without losing context.
Run a weekly tech debt audit
Surface the debt that actually hurts — not just lint warnings.
Write an incident postmortem
Five whys + action items + blameless framing, in one structured pass.
Generate documentation from code
API docs that stay in sync — generated, not maintained by hand.
Get notified when premium ships
We send weekly updates with new workflows, blog posts, and what we shipped. One email Sundays. No spam.