AI Company Framework
Company Is a Word. — Say one sentence, get a working multi-agent company.
✨ What it is — in 30 seconds
A DeepSeek Harness dsh.bundle that turns one sentence into a company of role-specialized agents (writer, editor, developer, QA, sales, customer service…) that designs, schedules, quality-checks and delivers — while you stay in charge of every major decision.
你说一句话 → 老板澄清(一次一问) → 实时盘点模型/分岗位路由 → 建团队(AgentTeams)
→ 员工入职自写技能 → 派首单 → 质检闭环 → 交付包(含假设清单) → 你要不要改？一句话定向返工
⚡ 30-second quick start
# 1. Install (packed tarball — not a source directory)
dsh plugin --profile web add .\ai-company-framework-0.3.10.tgz# 2. Restart DSH Desktop, open a NEW session, then:
/company
# 3. Say what you want:
# "I want an ecommerce content company — first order: a Xiaohongshu post + customer-service scripts."That's it. The boss agent takes it from there.
| AgentTeams activity | Employee sidebar | Company created |
|---|---|---|
 |
 |
 |
🎯 Why it stands out
| Advantage | What you get |
|---|---|
| Zero impact on daily chat | Company mode is off by default — /company to enable, /no-company to disable. Your normal conversations are untouched until you opt in. |
| Customer memory that follows the customer | SQLite per-customer profiles (id-isolated) + company/general memory. The same customer across private chat and multiple groups is automatically merged into one profile, shared by every client-facing role — nobody asks the customer to repeat themselves. |
| Agents push to you — you don't poll | After "let me check", the agent reads its own output and proactively sends the result. No polling, no "did you get it?". |
| Humans own big decisions | Pricing exceptions, refunds, commitments, legal/PR → a human decision gate pushes the choice to your phone via Feishu; nothing lands until you approve. |
| One bot per employee | Create a Feishu bot for the boss and any employee with one scan (registerApp) — perfect for remote work and client-facing teams. |
| Hardened conversation isolation | Sidebar state is session-scoped (fail-closed), model reconfiguration is ownership-checked (403), customer archives are id-isolated. No cross-company leaks. |
| Open-source safe | The package ships zero user data — databases, logs and credentials (DPAPI-encrypted) are created locally at first use. |
| Memory mode per role | 三层 (three-layer, client-facing) or 单层 (single, internal) — declared in each role skeleton. |
🏭 Use cases
- Ecommerce content studio — research → copywriting → QA → rework → delivery, batched into one deliverable.
- Game studio — designer plans, writer writes store copy, QA gates, customer service handles clients with full customer memory.
- Customer support & sales — per-customer archives + cross-group merge + autonomous push + human decision gate.
- Remote team — every employee can have their own Feishu bot; you steer from your phone.
- Agency / outsourcing — one-sentence onboarding per client, isolated companies per session.
📦 What's in the box (v0.3.10)
15 flat Skills (all gated by /company):
| Skill | Role |
|---|---|
company-boss |
Boss — architecture, scheduling, QA loop, delivery, wisdom |
company-pipeline |
8-stage automation pipeline (build/feishu/schedule/QC/deliver/hire) |
company-role-template |
Role-skeleton template (self-written skills by employees) |
company-customer-memory |
Generic three-layer memory for any client-facing role |
role-writer / role-editor / role-coder / role-researcher / role-qa / role-ops / role-finance / role-hr / role-data / role-translator / role-customer-service |
Prebuilt role skills |
Plus:
- 7 workflow templates (
core/templates/). - AgentTeams runtime + web activity panel (bundled dependency, own Cordis row).
- Employee sidebar (host + web UI): lossless per-member model routing, live session/tool view, messaging, session isolation, activity-panel restore.
- Feishu bot bridge (host + web UI): official registerApp one-scan onboarding, DPAPI credentials, boss + per-employee bots, private/group routing, two-way logs, boss auto-reply, autonomous push, human decision gate, external-contact guide, full-coverage scopes +
extraScopes. - Customer memory:
core/scripts/customer-memory.mjs(Node built-in SQLite, zero deps) — per-customer profiles + message log, three-layer memory, cross-group/private merge, one-shot full customer pull. - Company mode switch:
/company//no-companycommands +company_modetool. - No RAG, no vector database, no telemetry.
🏗️ Architecture & boundaries
DeepSeek Harness (models, tools, sessions, Skills, sandbox, web)
└─ AI Company Framework bundle
├─ 15 Skills provider (package-local, no user-dir copies)
├─ AgentTeams runtime + activity panel (bundled dep)
├─ Employee sidebar host + UI (session-isolated)
├─ Feishu bridge host + UI (multi-bot, DPAPI)
└─ Customer memory (SQLite, per-customer)
└─ Human gates: model API key · Feishu authorization · major decisions · workspace- Models/tools/sessions/Skills/Bundle runtime come from DeepSeek Harness; the rest is implemented by this Bundle and activates on install.
- Honest-state rule: anything not installed/authorized/online is shown as such with onboarding guidance — never falsely reported ready.
🛡️ Security
- Zero user data in the package (verified: no
.db/.jsonlin the tarball). - Feishu App Secrets: Windows DPAPI, CurrentUser scope, local only;
connectedonly when a real WebSocket is up. - Customer archives: per-id isolation; sidebar: per-session fail-closed + 403 ownership checks.
- No postinstall hooks; install/uninstall managed by
dsh plugin.
✅ Verification
Verified on DSH Desktop @deepseek-ai/dsh 0.1.0-rc.8 (Windows): dual Cordis rows, 15 gated Skills, AgentTeams full lifecycle, sidebar isolation, Feishu end-to-end (boss/staff/group/auto-reply/push/decision gate), customer-memory merge & isolation, release tarball integrity. See RELEASE_NOTES and Wiki.
📚 Documentation
- Wiki · Quick start · Architecture · Bundle & extension guide
- FAQ · Troubleshooting · Feishu onboarding SOP
🤝 Contributing
PRs welcome — see CONTRIBUTING and CODE_OF_CONDUCT.
Notices
Incorporated components (employee sidebar, Feishu bridge) and the supply-chain boundary are documented in NOTICE.md.
License
MIT © 2026 AI Company Framework contributors