Chief + Kimi: Better Together

At a glance

What is Chief?

Chief is an AI-native agent manager. It sits above coding agents like Kimi Code and handles everything between "here's what I want" and "here's the shipped result" — planning what to build, figuring out what comes next, dispatching agents across your entire portfolio, and reviewing output before it ships.

You already use Kimi Code to implement features. Chief makes Kimi Code productive at scale — across every project you manage, with the right agent for each task, executing complex goals end-to-end without you manually breaking them down.

Chief uses a BYOA (bring-your-own-agent) model. You connect the coding agents you already pay for — including your Kimi Code subscription, authenticated with kimi login on your own machine. No lock-in, no migration, no per-token API key to babysit.

Why Kimi is worth pointing Chief at

Kimi Code is a different shape of agent than most of the roster, and that shape matters when you're picking which agent gets which task.

A 1M-token context window. Kimi's k3 model can hold up to a million tokens at once. That's whole-subsystem work: a legacy service and its tests and its callers, all in the same session, without you curating which files the agent gets to see. Tasks that force other agents into retrieval and summarization, k3 can simply read.

A flat subscription, not metered tokens. Kimi Code is priced as a subscription rather than pay-per-token. Long-context tasks are exactly the ones that get expensive on metered pricing, so the pairing is deliberate — the agent that reads the most is the one that doesn't charge you per read.

Chief takes advantage of both. It routes the sprawling, read-heavy milestones — cross-cutting refactors, dependency upgrades that touch a hundred files, "why does this subsystem behave like this" investigations — to Kimi, and keeps the rest of your roster for the work each of them handles best.

What Chief adds on top

1. Plan and execute complex goals in one shot

Kimi Code executes tasks — but complex goals still require you to manually break them into subtasks, sequence them, and prompt the agent for each one.

Chief provides one-shot execution of complex goals. Give it "implement Stripe billing with usage metering and team plans" and Chief decomposes it into dependency-aware milestones — the schema migration before the API endpoints, the webhook handler before the billing page. Each milestone has acceptance criteria, an implementation plan, and a review gate. You approve the plan once; Chief executes the entire sequence.

2. Proactive management that figures out what's next

Kimi Code waits for you. Every session starts because you decide to start it, working on what you specified. Between sessions, nothing happens.

Chief is proactive. It analyzes project state, understands what's been completed, what's blocked, and what's ready to start — then proposes the next milestones. You make decisions; Chief drives the pace.

3. Context that outlives the session

k3's 1M-token window is enormous, but it still ends when the session ends. Chief maintains persistent project context — goals, completed milestones, in-flight work, acceptance criteria, what was tried and rejected — and packs the relevant slice of it into every task it dispatches. Kimi gets a well-briefed start instead of a cold one, and what it learns survives into the next task.

4. Scale agents across your entire portfolio

Kimi Code works in one codebase at a time. Five repos means five separate sessions with zero coordination between them.

Chief manages agents across all your projects simultaneously. Dispatch Kimi to some repos, Claude Code or Codex to others, and see all progress in one dashboard. Chief tracks what's in flight everywhere, and sequences cross-project dependencies.

5. Mix the right provider for each task

Chief's BYOA model lets you mix providers per task. Send the wide, context-hungry milestones to Kimi, complex logic refactors to Claude Code, and rapid prototyping to Codex. Chief manages all of them from a single interface, routing the right agent to the right milestone. You're never locked into one provider's strengths and weaknesses — and you get more out of every subscription you already pay for.

6. Team-wide visibility

Chief gives teams a unified dashboard with shared projects, role-based access, and real-time progress tracking. Everyone sees what's in flight across all team members and projects from one view.

7. Quality gates between agent output and merge

Chief reviews every completed milestone against its acceptance criteria before marking it done. At scale — five projects, multiple agents — this is the difference between drowning in PRs and having a managed review pipeline.

When to add Chief

Add Chief to your Kimi Code workflow when:

• You want to scale across projects. Chief lets you run agents across your entire portfolio from one dashboard.
• You want one-shot execution of complex goals. Give Chief a goal, approve the plan, and it executes the full milestone sequence without you managing each step.
• You want proactive management. Chief figures out what to work on next based on project state — you stop being the bottleneck between tasks.
• You want k3's context window aimed at the right work. Chief decides which milestones deserve a million-token read and dispatches them to Kimi automatically.
• You want to mix providers. Route Kimi, Claude Code, and Codex to the tasks each handles best, managed from a single interface.
• You work in a team. Unified visibility shows what every agent is doing.
• You want quality gates at scale. Chief reviews agent output against acceptance criteria before it hits your inbox.

Chief doesn't replace Kimi Code — it turns every session into part of a managed, portfolio-wide operation.

Getting started in 5 minutes

Already using Kimi Code? Adding Chief takes minutes.

1. Sign up for Chief — free trial, no credit card.
2. Sign in to Kimi locally — run kimi login once so the CLI is authenticated with your Kimi Code subscription.
3. Connect your coding agents — Chief uses a BYOA model. Bring Kimi alongside Claude Code, Codex, or others.
4. Import a project — give Chief a GitHub repo URL. It builds context automatically.
5. Set a goal — describe what you want accomplished in plain language.
6. Approve the plan — Chief proposes milestones with acceptance criteria. Review, adjust, approve.
7. Watch it execute — Chief dispatches agents with the right context, executes the full plan, and reviews the output.

FAQ

Is Chief a replacement for Kimi Code?

No. Chief manages coding agents; it doesn't replace them. Kimi Code does the coding. Chief does the planning, dispatching, and reviewing. You need both — Chief is the manager, Kimi is the engineer.

Does Chief use my Kimi Code subscription or a separate API key?

Your subscription. Chief runs the Kimi CLI on your own machine using the credentials kimi login already wrote, so subscription work stays on your subscription. If you'd rather point it at a Moonshot API key instead, that's supported too — but it isn't required.

How does Chief take advantage of the 1M-token context window?

Chief chooses which agent gets which milestone. Milestones that span a lot of code — cross-cutting refactors, dependency upgrades, subsystem investigations — are the ones worth handing to k3, and Chief dispatches them with the project context it has been accumulating so the session starts informed.

Can Chief manage Kimi alongside other agents?

Yes. Chief's BYOA model supports multiple agents. Use Kimi for some tasks and Claude Code, Codex, Qwen Code, or OpenCode for others — Chief dispatches the right agent for each milestone from a single interface.

How does Chief decide what to work on next?

Chief maintains persistent project context — completed milestones, in-flight work, project goals, codebase state. It uses this context to proactively propose the next milestones. You approve or redirect; Chief drives the pace.

Can I still use Kimi Code directly for hands-on work?

Absolutely. Chief manages background agent work — it doesn't take over your terminal. Use Kimi interactively anytime, and use Chief for the work you want to delegate.

Does Chief work with any IDE?

Chief is IDE-agnostic. It dispatches coding agents in the background — your editor choice doesn't affect Chief.