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MoAI-ADK

A verification-driven agent orchestration harness — the structure that makes Claude Code's code trustworthy

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Official Documentation · Book: Practical Agentic Coding with Claude Code · Discord

> "The model is a stochastic worker moving token by token. It cannot remember, turn to turn, what it used this turn and how much, whether the result is good, or how far the last session got. A harness enforces all three from the outside."

What's New in v3.1 — Kanban Mode

> v3.1 ships on August 15, Liberation Day in Korea. The intent: release work from the old shape of a single session bound to one context limit. The limit itself does not disappear — what actually changes is written down below.

A session holds one context window, and a long SPEC fills it. Everything that comes after carries everything that came before: the plan you no longer need is still in the window while you review, and the review is still there while you write docs. The usual escape is /clear, which throws away the thread along with the ballast.

Kanban Mode splits one unit of work across four terminals instead of one. A lead session drives the chain; three companion sessions each own a single column — plan, run, sync — and carry only that column's context. Review is not a separate column: the sync gate absorbs it, running the review lenses itself to reach the verdict. Nothing is uncapped: each session still has its own limit. What changes is that no session carries three phases' worth of history, so the same budget goes considerably further, and a finished phase is cleared without losing the card.

Each column can run a different backend and effort level. The run above puts Plan on Opus 5 at high effort, Run on GLM 5.2 at xhigh, and Sync on GLM 5.2 — the depth of reasoning a column needs is not the same in every column.

Getting started

moai cc -k                    # lead — announces a run-id, seeds the chain
moai cc -k --name plan        # companion, in its own terminal
moai cc -k --name run
moai cc -k --name sync

Companion sessions are launched by hand, one per terminal — a session never spawns a peer. Companions are named by their bare role: the run-id stays the lead session's identifier and never rides a companion name; a second live session claiming the same role takes the next free number. Swap moai cc for moai glm on any column to put just that column on the GLM backend.

Which backend goes where

When you open a kanban run, the bootstrap notice carries a default recommendation — token availability first: lead on moai glm -k, plan on moai cc -k --name plan, run on moai glm -k --name run, sync on moai cc -k --name sync. The reasoning is the kind of thinking each lane needs. Plan and sync turn on judgment and review, so they sit on Claude; run is implementation-heavy, so GLM keeps its cost down. The lead is not the seat that renders verdicts — it watches the queue and moves cards — so GLM, cheap to keep waiting, fits it. When a Claude verdict is needed under a GLM lead, escape through a session named judge — the only route by which the GLM lead uses Claude. When one account starts hitting 429s, spreading lanes across accounts is the workable move. This mix is only the default — a different combination, or unifying every session on one backend, is equally fine.