Chief + DeepSeek Harness: Better Together

DeepSeek Harness (`dsh`) is DeepSeek's coding agent for the terminal, running DeepSeek models on your own pay-as-you-go API key. Chief is the management layer that puts it to work across every project you run, planning what to build, breaking goals into milestones and reviewing each result.

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At a glance

CapabilityChiefDeepSeek Harness
What it isAI-native agent managerDeepSeek's coding agent CLI for DeepSeek models
Where it runsA dashboard above all your projectsYour terminal, in the repo you open
Models✅ Whichever agents you bring✅ DeepSeek V4 Pro and DeepSeek Flash
Planning✅ Goal → milestones → coordinated execution✅ Works through the task you give it
Projects✅ Visibility and dispatch across projects✅ Deep focus on the repo you open
Billing✅ Free to start, bring your own agents✅ Your DeepSeek API key, pay as you go
Review✅ Auto-review against acceptance criteria✅ Changes you can inspect in your repo

What is Chief?

Chief is an AI-native agent manager. It sits above coding agents like DeepSeek Harness 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 projects, and reviewing output before it ships.

Chief uses a BYOA (bring-your-own-agent) model. You connect the coding agents you already use, including DeepSeek Harness, running on your own machine with your own DeepSeek API key. No lock-in, no migration, no second account to manage.

How Chief works with DeepSeek Harness

Your key, your machine. Chief's relay runs the official dsh binary on your computer, the same way you would run it yourself. Your API key stays in ~/.dsh/.credentials.yaml, where dsh reads it. Chief checks only that a DEEPSEEK_API_KEY reference is present in that file. It never reads your key.

Privacy settings pinned on every run. Chief disables DeepSeek Harness session-log upload and telemetry on every run it starts, and each run can write only inside the project workspace. Your own dsh sessions keep whatever settings you chose.

Your choice of DeepSeek model. Chief runs your coding tasks on DeepSeek V4 Pro by default, and you can switch to DeepSeek Flash in Settings.

Pay-as-you-go usage, visible. DeepSeek bills by the token, so Chief's usage card shows the tokens your DeepSeek Harness tasks have used, per model. Your balance stays with your account at platform.deepseek.com; Chief never queries it.

What Chief adds on top

1. Plan and execute complex goals in one shot

Give Chief "add usage-based billing with team plans" and it breaks the goal into dependency-aware milestones, each with acceptance criteria and a review step. You approve the plan once; Chief dispatches DeepSeek Harness, and any other agents you use, through the whole sequence.

2. Proactive management that figures out what's next

Chief looks at 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 keeps the pace.

3. Scale agents across your projects

Dispatch DeepSeek Harness to some repos, Claude Code or Codex to others, and see all progress in one dashboard. Chief tracks what's in flight everywhere.

4. Mix the right provider for each task

Chief's BYOA model lets you choose the agent per project or per milestone. Use DeepSeek Harness where it suits the work and keep the rest of your roster for what each agent handles best, all from a single interface.

5. Review between agent output and merge

Chief reviews every completed milestone against its acceptance criteria before marking it done, so running more agents still means reviewed output.

Getting started in 5 minutes

  1. Sign up for Chief: Free plan, no credit card required.
  2. Install DeepSeek Harness (version 0.2.0-rc.2 or later) with npm install -g @deepseek-ai/dsh.
  3. Add your API key: get one at platform.deepseek.com and store it in ~/.dsh/.credentials.yaml as a DEEPSEEK_API_KEY reference under refs:. Chief's onboarding gives you the exact command.
  4. Import a project and set a goal: describe what you want accomplished in plain language.
  5. Approve the plan: Chief proposes milestones with acceptance criteria, dispatches the agents and reviews the output.

FAQ

Is Chief a replacement for DeepSeek Harness?

No. Chief manages coding agents; it doesn't replace them. DeepSeek Harness does the coding through dsh. Chief does the planning, dispatching, and reviewing.

Does Chief use my DeepSeek API key or a separate one?

Your key. Chief runs dsh on your machine with the credentials file you set up, so the work bills to your DeepSeek account at DeepSeek's pay-as-you-go rates. Chief keeps a DEEPSEEK_API_KEY in your shell out of its runs so dsh always uses the key in that file.

Does Chief see my DeepSeek API key?

No. Chief checks that ~/.dsh/.credentials.yaml has a DEEPSEEK_API_KEY reference and nothing more. It never reads the key's value, checks your balance, or makes a model call to test it. Your prompts and code go to DeepSeek under the terms you accepted for your API account, the same as when you use dsh directly.

Does Auto mode work with DeepSeek Harness?

Yes. Set a task limit and Auto mode keeps dispatching work within it. Because DeepSeek bills pay as you go rather than in subscription windows, Chief shows token usage per model instead of a window budget.

Can Chief manage DeepSeek Harness alongside other agents?

Yes. Use DeepSeek Harness for some tasks and Claude Code, Codex, Qwen Code, OpenCode, Kimi Code, Muse Code or Gemini for others. Chief dispatches the agent you pick for each milestone from a single interface.

Can I still use DeepSeek Harness directly?

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

See also

Chief vs Cursor

Cursor perfected the AI-enhanced IDE. Chief is what comes next — the platform for AI-native builders who manage agent teams instead of writing code by hand.

Chief vs Windsurf

Windsurf is the AI-powered IDE for interactive coding. Chief is where AI-native builders go next — managing agent teams across every project instead of coding by hand.

Chief vs Conductor

Conductor (conductor.build) runs parallel Claude Code and Codex agents on your Mac. Chief plans the work, keeps agents busy and reviews the output.

Chief vs Emdash

Emdash is old-school orchestration — you define tasks, you pick agents, you review every diff. Chief is AI-native management that proactively proposes next steps toward your goals.

Chief vs Devin

Devin is an autonomous AI engineer that handles tasks end-to-end. Chief is the management layer that coordinates multiple agents across your portfolio — planning, dispatching, and reviewing at scale.

Chief + Claude Code

Use Claude Code on many repos at once. Chief plans milestones, runs Claude Code in parallel and reviews the output, so you approve results, not prompts.

Chief + Codex

Codex is a cloud-native coding agent. Chief scales it across your portfolio — proactively planning what to build, decomposing complex goals, and mixing the right provider for each task.

Chief + Qwen Code

Qwen Code is a powerful open-weight coding agent. Chief scales it across your portfolio — proactively planning what to build, decomposing complex goals, and coordinating agents end-to-end.

Chief + OpenCode

OpenCode is a flexible open-source coding agent that works with any LLM provider. Chief scales it across your portfolio — proactively planning what to build, decomposing complex goals, and coordinating agents end-to-end.

Chief + Kimi

Kimi Code brings a 1M-token context window to your terminal on a flat subscription. Chief scales it across your portfolio — proactively planning what to build, decomposing complex goals, and coordinating agents end-to-end.

Chief + Gemini

Google's Antigravity CLI brings Gemini models to your terminal under your own Google sign-in. Chief scales it across your portfolio — proactively planning what to build, decomposing complex goals, and coordinating agents end-to-end.

Chief + Muse Code

Muse Code runs Meta's Muse models in your terminal on your own subscription. Chief plans the work, dispatches it across projects and reviews each result.

Chief + Copilot

Copilot assists you in the editor and on GitHub. Chief manages the coding agents that build across your portfolio — planning, dispatching, and reviewing.

Chief + Aider

Aider is the open-source pair programmer in your terminal. Chief manages coding agents across your whole portfolio — planning, dispatching, and reviewing.

Ready to manage your agents?

_DeepSeek is a trademark of its owner. Chief is an independent product and is not affiliated with, sponsored by, or endorsed by DeepSeek._

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