subaud · the AIDLC stack
A self-owned toolchain for the whole AI Development Life Cycle — set up the machine, shape the spec, coordinate fleets of agents, and react to real events. It lets a small team ship like a big one. Any model, your own tools, your data on your disk.
Every layer is swappable and self-owned. Nothing here depends on a single company staying friendly, online, or affordable — the sovereignty a national developer base actually needs.
pi plus your own .tools — not tied to any vendor’s coding agent. Execution stays on your backend.swap the model, ship the same product.Six local-first tools for how developers actually build with AI today — enough that one developer can ship what used to take a team.
A developer can only watch one agent at a time — but real work spans many files, services and repos. muster is a local bus where agent sessions register, hand each other tasks, and report back. A coordinator dispatches parallel work and collects the results without you relaying anything. Any agent that speaks MCP can join.
AI projects live or die on the spec. galley opens a Markdown or HTML file in the browser: you mark passages, leave instructions, press Revise, and see exactly what the agent changed — round after round, with full history and the human steering the artifact directly.
Agents sit idle waiting for a prompt while CI fails, webhooks fire and tests break. channels pushes an external event into a running session and starts a turn — an idle agent woken by the world, not by a human typing.
Environment drift and setup toil quietly kill velocity, and onboarding a new developer can take days. One readable manifest describes the machine; kempt shows exactly what it would change, then converges any machine to it — local-first, no surprises.
Give Nigeria’s developers a self-owned, local-first AIDLC stack and a small team ships like a big one — coordinating fleets of agents, on models you choose, with the harness, tools and code on machines you control. This is the difference between renting AI capability from abroad and owning it at home.