APM - AI Plantation Management
Turn any manager agent into an accountable orchestrator that delegates with contracts, demands proof, and integrates only verified work.
$5
Works with the AI tools you already use
Claude Code
Cursor
Codex CLI
GitHub Copilot
Gemini CLI+20 moreClaude CodeCursorCodex CLIGitHub CopilotGemini CLI
OpenClaw
Manus
Grok+17 agentsAPM - AI Plantation Management
Example session with this skill installed
Use APM to coordinate subagents for this refactor.
Create WHIPS.md before dispatch and integrate only verified work.
- Read your context and instructions
- Compiled the apm - ai
- Generated the document
Delegation Decision
Delegation is justified. The authentication refactor requires implementation and test execution, while the API documentation benefits from an isolated context. The documentation task depends on the finalized authentication interface, so the work will be delegated sequentially rather than dispatched in parallel.
A2A Orchestration Plan
| Work Unit | Handler | Inspection | Proof | State |
|---|---|---|---|---|
| AUTH-01 | Developer Agent | Authentication behavior and regression review | Passing tests, changed-file list, and git diff | READY |
| DOCS-02 | Documentation Agent | API contract and example accuracy | Updated OpenAPI output and documentation build | WAITING |
| AUDIT-03 | Manager Agent | Cross-output consistency and scope review | Final verification report | WAITING |
Dispatch Contract: AUTH-01
Objective: Refactor the authentication module without changing externally observable behavior.
Scope: Authentication middleware, token validation helpers, and directly related tests.
Constraints: Preserve the public API. Do not modify documentation or unrelated modules. Report uncertainties instead of expanding scope.
Required proof:
- Exact files changed
- Commands executed and their exit status
- Relevant test results
- Concise summary of behavioral differences
- Remaining risks or unresolved assumptions
A worker response can advance AUTH-01 only to VERIFYING. Only the manager may mark it VERIFIED.
Verification Result
AUTH-01 returned with passing unit tests and a scoped diff. The manager inspected the changed files, confirmed that the public authentication interface remained stable, and reproduced the reported test result.
AUTH-01: VERIFIED
DOCS-02 was then dispatched using the verified interface as its input contract. The documentation agent updated the authentication reference and examples. The manager confirmed that the generated OpenAPI specification matched the implementation and that the documentation build completed successfully.
DOCS-02: VERIFIED
Manager Audit
- All delegated work remained within its assigned scope.
- Every completion claim included reproducible evidence.
- Documentation was generated from the verified implementation state.
- No contradictory assumptions were found between code and documentation.
- No unsupported worker output was accepted into the final result.
Final Integration
The authentication module has been refactored, regression-tested, documented, and independently verified. All work units are now VERIFIED. The integrated result is ready for review.
apm-ai-plantation-management.pdf
PDF · document
Example file from a real run - the skill writes it into your workspace.
Connects securely to your tools. The creator never sees your data.
What you get
About this skill
Multi-agent systems often fail at the manager layer. Tasks are split vaguely. Context disappears between agents. Completion claims go unverified. Incompatible outputs are stitched together and called finished.
APM gives the manager agent a concrete operating protocol: Reduce → Measure → Delegate → Maintain → Discipline
APM first determines whether delegation is actually worthwhile. When subagents are justified, it defines explicit work contracts, records ownership and evidence in WHIPS.md, rejects unsupported completion claims, redispatches failed work through REWHIP, and integrates only manager-verified results. Use APM at the orchestration layer and unlazy inside substantial worker agents. The workers prove their work. The manager proves the system works.
How to install
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
Download the ZIP
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- 2
Unzip into your skills folder
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- 3
Ask your agent to use it
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