Task Plan

Checklist

Clarify scope, repository boundaries, and validation requirements for a repository-level AGENTS.md.
Verify that the plan covers the user-specified workflow rules, project structure, and risk points.
Create a complete AGENTS.md that embeds the requested workflow orchestration rules and repo-specific guardrails.
Verify the generated AGENTS.md against the current repository structure and required workflow sections.
Update the Review section with the final result and verification evidence.

Scope: add a repository-root AGENTS.md that governs future modifications across the Go backend, Vue frontend, deployment assets, and embedded Python managed services.
Risk: omit a repository area or validation command and leave future work under-constrained.
Risk: copy the requested workflow rules without adapting them to this repo's actual layout and toolchain.
Risk: finish without writing persistent task evidence for plan, review, and lessons.

Status: completed.
Result: added a repository-root AGENTS.md plus tasks/todo.md and tasks/lessons.md to enforce the requested workflow for future non-trivial tasks.
Verification:
- confirmed AGENTS.md exists at the repository root;
- read back AGENTS.md and verified it covers workflow orchestration, task management, repo structure, validation matrix, and definition of done;
- matched required repository-specific references including internal/webdevice/, managed/people_flow_project/, managed/store_dwell_alert/, tasks/todo.md, and tasks/lessons.md.