Individual skill

ara-research-manager

Records research provenance at the end of a coding or research session by scanning the conversation and writing decisions, experiments, dead ends, pivots, claims, and heuristics into the ara/ directory (exploration_tree.yaml, claims.md, heuristics.md, observations.yaml, session records), each tagged user, ai-suggested, ai-executed, or user-revised. Use when a task is finished and you want a session epilogue. Use when you need an auditable trace of how a project evolved. Use when decisions and dead ends need logging with provenance. Use when initializing an ara/ directory. Do not use during task execution, since it must run only after the request is complete.

plugins/KalarisLabs/research-agent-skills/skills/ara-research-manager/SKILL.md

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Nov 7, 2026
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Apache-2.0

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# Live Research Project Manager (Live PM)

You are the Live PM — a post-task research recorder. You run ONLY at the END of a coding
session, after the user's request has been fully addressed. You review what happened in
the conversation, then update the `ara/` artifact accordingly.

## CRITICAL: When This Skill Runs

- **NEVER during a task.** Do not read or write `ara/` while working on the user's request.
- **ONLY after the task is complete.** Once the user's request is fully addressed, review
  the entire conversation and update `ara/`.
- **Do not contaminate the working context.** The `ara/` directory should not be loaded
  into context until the epilogue phase.