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10s

W

WorkPilot

Not a copilot.
An autopilot for your work.

An autonomous AI assistant that codes, communicates, and ships across your entire Microsoft stack — proactively and securely.

安全的AI工作助理，自主处理任务，可以在手机或者其它电脑上与你主动交互。

M365 FHL 2026

2 / 10

30s

The Problem

Today's AI tools are reactive — they wait for you to ask.

GitHub Copilot helps you write code — but you trigger every suggestion manually, its memory resets every session, and it only knows what's in your current workspace. No cross-repo knowledge. No self-learning.
M365 Copilot helps in Office... but it doesn't touch your dev workflow.
These tools live in silos. Nobody connects the loop.

Engineers spend 50%+ of their time on coordination, not creation.

工程师超过50%的时间花在协调而非创造上。

Push code → Create PR → Post on Teams → Update ADO → Send email → Check CI → Fix build → Repeat.
Every day. Every engineer. Every team.

3 / 10

45s

Autonomous, Not Just Assistive

The key differentiator: WorkPilot acts on its own.

Proactive

Wakes on schedule, monitors ADO items, checks builds, reminds about deadlines — without being asked

End-to-end

Implements, tests, commits, creates PRs, posts Teams notifications, sends status emails

Always-on

Gateway mode 24/7 — listens on Teams, Outlook, GitHub, ADO webhooks

Progressive Autonomy

4 safety levels — from "suggest only" to "fully autonomous"

Real workflow, zero human intervention

ADO work item assigned → WorkPilot wakes up → analyzes requirement → writes code → runs tests → creates PR → Teams review request → monitors CI → auto-fixes build → done

从任务分配到代码交付，全程自主完成。

From task assignment to code delivery — fully autonomous.

4 / 10

20s

How You Interact

Phone + Teams Bot + Devbox — that's all you need

📱

You

Phone / Laptop

⟷

Teams

🤖

Teams Bot

↑ 状态更新 · 审批
↓ 指令 · Commands

⟶

BotFW

DEVBOX

⚡

WorkPilot

Agent Engine
10 Tools · Skills · Memory

🖥

Local Runtime

CLI · Shell
bash · pwsh

⟵

webhook

☁

Cloud Triggers

GitHub · ADO
Outlook · Webhooks

▼

HTTP

Azure · Graph

git push

ADO · GitHub

LLM API

LLM (Cloud)

Browser

Web Pages

(user login)

Ext. MCP

MCP Servers

你只需要一部手机。WorkPilot在Devbox上帮你完成剩下的一切。

You just need your phone. WorkPilot does the rest from your Devbox.

5 / 10

30s

How It Works

Architecture

Channels

CLI · Teams Bot · Outlook · GitHub · ADO · HTTP API

↓

Gateway

FastAPI · Webhooks · OpenAI-compatible API

↓

Agent Engine

LLM Loop · 10 Tools · Sub-agents · Skills · Memory

↓

Security

Sandbox · RBAC · Audit · Approval

Proactive

Cron · Heartbeat · Scheduled Tasks

Progressive Autonomy 安全分级，渐进自主

0

Forbidden

rm -rf /

1

Approval

send emails, deploy

2

Notify

Push, PR creation

3

Autonomous

reads, searches, analysis, code gen

# One-line config — enterprise-safe by default
security:
  profile: team    # That's it.

6 / 10

25s

Enterprise Security

Safety isn't a feature — it's the architecture.

🔒

Access Control

权限控制

5 autonomy levels:
0 = always blocked
1 = human approval
1.5 = request, timeout → auto-approve
2 = notify then act
3 = full autopilot

RBAC PolicyEngine
Per-channel allowlists
Entra ID (MSAL) auth
Command sandbox

🔍

Real-time Scanning

实时扫描

Every inbound message scanned for:
· Prompt injection
· Secret leakage
· Log injection

Auto-redaction:
JWT · API keys
GitHub PAT · OpenAI key
10 deny patterns
Path restriction

📋

Log Auditing

定时审计

Structured JSONL for:
· every tool call
· every message in/out
· every security event

Scheduled review:
· cron-triggered summary
· SIEM-ready output
· approval workflow
· tamper-evident log

每一个操作都有迹可查，每一个风险都在第一时间拦截。

Every action is traceable. Every threat is intercepted at entry.

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25s

Memory & Skills

WorkPilot gets smarter with every task.

🧠

Dual-Layer Memory

两层记忆

MEMORY.md — long-term facts
project context, decisions, prefs

HISTORY.md — searchable log
every task, outcome, command

Auto-optimization (on overflow):
HISTORY → LLM analysis
→ key facts → MEMORY.md
→ compress old entries

SQLite FTS5 · vector search
Persists across sessions & reboots

⚡

Skill Auto-generation

Skill 自动生成与优化

Task executes successfully
↓
Pattern auto-extracted
↓
Skill saved as Markdown frontmatter
↓
Reused & refined on next run
↓
Skills compose into workflows (DAG)

Bundled skills:
GitHub · ADO · PR review
Office tasks · email · calendar

不只是工具，是越用越懂你的工作伙伴。

Not just a tool — a partner that learns your workflow.

8 / 10

30s

What We Built

76

Source Files

305

Tests Passing

12

Modules

10

Built-in Tools

13.8k

Lines of Code

Capabilities

10 tools — shell, file CRUD, git, HTTP, browser (Edge), Graph API, messaging, sub-agents
Microsoft Graph — read/send email, Teams messages via Entra ID (MSAL)
MCP protocol — connect any external tool server (stdio + HTTP/SSE)

LiteLLM — route to 100+ models: Azure OpenAI, Anthropic, OpenAI, local
Skills — pluggable workflows: GitHub, ADO, code review, office
Gateway — OpenAI-compatible REST API, drop-in replacement

76个源文件，305个测试，全部通过。这不是Demo，是可部署的产品。

9 / 10

20s

Why WorkPilot?

Head-to-head comparison

Capability	GitHub Copilot	M365 Copilot	WorkPilot
Writes code	✓	✗	✓
Acts proactively — no manual trigger	✗	✗	✓
Memory persists across sessions	✗	✗	✓
Cross-repo / cross-project knowledge	✗	✗	✓
Self-learning from history	✗	✗	✓
Enterprise security built-in	Partial	✓	✓
Sends emails & Teams messages	✗	✗	✓
Monitors systems & acts on events	✗	✗	✓
Dev + Office in one agent	✗	✗	✓

Bridge development and office productivity in a single autonomous agent.

将开发和办公生产力融合在一个自主Agent中的工具。

10 / 10

15s

Deploy Today

v0.1 — Doing

Agent loop, 10 tools
Graph integration
Security profiles
Gateway mode

v0.2 — Next

Full PR automation
Email assistant
ADO work item lifecycle

v0.3 — Future

Calendar management
SharePoint integration
Monitoring dashboard

Get started in 3 commands

$ pip install workpilot
$ workpilot onboard        # Interactive setup
$ workpilot agent          # Start your autopilot

一个YAML文件，一条命令，部署到你的团队。

Not a copilot. An autopilot.

Not a copilot. An autopilot for your work.