Which skill?

You don't remember every skill, so ask.

A flow is a path through the skills. Most paths run along one main flow, and two on-ramps merge onto it. Everything else is standalone, or a vocabulary layer that runs underneath.

The main flow: idea → ship

The route most work travels. You have an idea and want it built.

1. /grill — sharpen the idea by interview. Start here when you have a codebase: it's stateful, retaining what it learns in the OKF knowledge bundle (knowledge/ — glossary and ADRs). (No codebase? Use /grill-plain — see Standalone. Both run the same /grilling primitive; grill is the one that leaves a paper trail.)
2. Branch — can you settle every question in conversation? If a question needs a runnable answer (state, business logic, a UI you have to see), detour through a prototype, bridged by /handoff in both directions (see Crossing sessions):
   • /handoff out, then open a fresh session against that file,
   • /prototype to answer the question with throwaway code,
   • /handoff back what you learned, and reference it from the original idea thread.

3. Branch — is this a multi-session build?

   • Yes → /to-spec (turn the thread into a spec), then /to-tickets to split it into tracer-bullet tickets, each declaring its blocking edges. On a local tracker that's an ordered tickets.md you work by hand; on a real tracker the edges become native blocking links, so any ticket whose blockers are done can be grabbed — kick off /implement per ticket, clearing context between each one.
   • No → /implement right here, in the same context window.

   Either way, /implement builds each ticket by driving /tdd internally — one red-green slice at a time — then closes out by running /vet (a two-axis review — Standards + Spec — of the diff) and /reconcile (which brings the OKF bundle back into agreement with what was built), before committing code and knowledge together. Reach for /tdd on its own when you just want to build a concrete behaviour test-first without a full spec, and /vet on its own whenever you want to review a branch or PR against a fixed point.

Context hygiene

Keep steps 1–3 in one unbroken context window — don't compact or clear until after /to-tickets — so the grilling, spec, and tickets all build on the same thinking. Each /implement then starts fresh, working from the ticket.

The limit on this is the smart zone: the window (~120k tokens on state-of-the-art models) within which the model still reasons sharply. If a session approaches it before /to-tickets, don't push on degraded — /handoff and continue in a fresh thread.

On-ramps

A starting situation that generates work, then merges onto the main flow.

• Bugs and requests piling up → /triage. It moves issues through triage roles and produces agent-ready issues, which /implement later picks up.

  Triage is only for issues you didn't create — bug reports, incoming feature requests, anything that arrives raw. Tickets that /to-tickets produced are already agent-ready, so don't triage them.

• Something's broken → /debug. For the hard ones: the bug that resists a first glance, the intermittent flake, the regression that crept in between two known-good states. It refuses to theorise until it has a tight feedback loop — one command that already goes red on this bug — then fixes with a regression test. Its post-mortem hands off to /improve-arch when the real finding is that there's no good seam to lock the bug down.
• A huge, foggy effort — a greenfield project or a huge feature build, too big for one session → /wayfinder. When the way from here to the destination isn't visible yet, it charts a shared map of investigation tickets on the issue tracker and resolves them one at a time — producing decisions, not deliverables — until the fog is pushed back and the way is clear. Then it merges onto the main flow at /to-spec (or, if the effort turned out small enough, straight to /implement). Where /grill sharpens an idea you can hold in one session, wayfinder is for the idea you can't.

Codebase health

Not feature work — upkeep.

• /improve-arch — run whenever you have a spare moment to keep the codebase good for agents to operate in. It surfaces deepening opportunities; picking one generates an idea you can take into the main flow at /grill. It's the survey that finds the candidates; /codebase-design (below) is the bench you design the chosen one on.

Vocabulary underneath

Two model-invoked references that run beneath the other skills — each the single source of truth for its vocabulary. Reach for them directly when the words, not the process, are the problem; or let the skills above pull them in.

• /domain-modeling — sharpen the project's domain language: challenge a fuzzy term, resolve an overloaded word ("account" doing three jobs), record a hard-to-reverse decision as an ADR. It's the active discipline /grill drives to keep the knowledge bundle's glossary (knowledge/glossary/) clean. It writes the bundle on the design side; /reconcile is its build-side mirror — after /implement (or a bug fix, or a hand refactor) lands code, it re-syncs the bundle to what was actually built so knowledge doesn't drift between sessions.
• /codebase-design — the deep-module vocabulary (module, interface, depth, seam, adapter, leverage, locality) for designing a module's shape: a lot of behaviour behind a small interface at a clean seam. /tdd and /improve-arch both speak it.

Crossing sessions

• /handoff — when a thread is full or you need to branch off (e.g. into a /prototype session), this compacts the conversation into a markdown file. You don't continue in place — you open a new session and reference that file to carry the context across. It's the bridge between context windows, in either direction. Use it when you want a fresh session but need the current conversation preserved.
• /compact (built-in) — stay in the same conversation, letting the earlier turns be summarized. Use it at intentional breaks between phases, when you don't mind losing the verbatim history. Don't compact mid-phase — the agent can lose its way. /handoff forks; /compact continues.

Standalone

Off the main flow entirely.

• /grill-plain — the same relentless interview as /grill, but for when you have no codebase. Stateless: it saves nothing locally, builds no knowledge bundle. Reach for it to sharpen any plan or design that doesn't live in a repo.
• /prototype — a small, throwaway program that answers one design question: does this state model feel right, or what should this UI look like. Throwaway from day one — keep the answer, delete the code. It's the detour in step 2 of the main flow, but reach for it any time a design question is hard to settle on paper.
• /research — delegate reading legwork to a background agent: it investigates a question against primary sources, then leaves a cited Markdown file in the repo. Keep working while it reads. The file it produces is something to take into the main flow at /grill — research feeds the thinking, it doesn't replace it.
• /teach — learn a concept over multiple sessions, using the current directory as a stateful workspace.
• /write-skill — reference for writing and editing skills well.

Precondition

/setup-okf-matt-skills — run before your first engineering flow to configure the issue tracker, triage labels, and doc layout the other skills assume. Custom issue trackers also work.