AI Workplan Export: Bridging Strategy Directly to the CLI
Strategy meets execution. Export verified task boundaries and acceptance criteria directly into Claude Code or Gemini CLI for autonomous work.
- Closing the Strategy-Execution Chasm: High-level project plans rarely translate cleanly into terminal commands for AI coding agents.
- Structured Execution Briefs: CoMng.AI exports verified WBS branches as structured JSON/Markdown briefs ready for immediate ingestion by CLI tools.
- Bounded Autonomous Execution: Explicitly provides acceptance criteria, contractual constraints, and active RAID+ blockers directly to the agent.
- Real-Time Progress Streaming: As the CLI agent completes subtasks, updates stream synchronously back to the Gantt chart and Project Pulse.
Bridging High-Level Strategy to Autonomous Terminal Agents
Developers are increasingly utilizing autonomous terminal tools like Claude Code, Gemini CLI, and Cursor Agents to build entire software components. However, these tools operate in a vacuum: if you instruct an AI agent to 'build the user authentication system', it will write code without knowing that the contract requires OAuth2 with specific multi-tenant encryption standards.
CoMng.AI's **AI Workplan Export** generates structured, governed execution briefs that bridge high-level project architecture directly to the terminal.
The AI Workplan Brief Specification
| Brief Section | Content Provided to CLI Agent | Governance Safeguard |
|---|---|---|
| Task Scope & Objective | Exact deliverable description extracted from the SOW | Prevents scope drift beyond contractual commitments |
| Acceptance Criteria | Specific unit test coverage, performance thresholds & formats | Ensures code meets rigorous contractual standards |
| Dependency Context | Upstream data contracts and downstream integration hooks | Prevents breaking changes across adjacent engineering teams |
| Active Blockers & RAID+ | Known technical risks, API rate limits, or vendor delays | Warns agent of architectural constraints before execution begins |
| Callback Telemetry Hook | Dedicated API webhook for reporting progress & commits | Synchronizes CLI status directly back to the live Gantt chart |
How the CLI Handoff Workflow Operates
1. **Select WBS Branch:** The project manager or tech lead selects an approved feature branch in CoMng.AI and clicks **Export AI Workplan**. 2. **Generate Agent Brief:** CoMng.AI compiles tasks, dependencies, and acceptance criteria into a governed JSON/Markdown payload. 3. **Execute in Terminal:** The developer feeds the brief into Claude Code or Gemini CLI via pipe or direct MCP invocation (`claude-code --brief workplan.json`). 4. **Live Synchronization:** As the agent generates code, runs tests, and creates PRs, progress flows back into CoMng.AI in real time.
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Frequently Asked Questions
What is an AI Workplan?
It is a machine-readable execution brief that packages tasks, acceptance criteria, dependencies, and constraints for autonomous AI coding agents.
Does the CLI agent have access to the RAID log?
Yes. Active blockers and risks relevant to the assigned task branch are included to ensure the agent does not violate known constraints.
Can I see what the agent is doing in real time?
Yes. The agent reports progress, commit hashes, and completion milestones directly back to the Gantt chart and Project Pulse via API callbacks.