Autonomous PM/Development framework report

Updated: 2026-07-01

Current status (Chapter 10): the autonomous control-plane track is retired. The portfolio is developed in interactive Claude Code sessions under the gsm.agent conventions and the gsm.roadmap requirement lifecycle; the durable practices (specs as matrices, traceable tests, PR evidence, gated merges) carried over.

Chapter 1: Framework optionsOriginal landscape and build-vs-buy framing.Chapter 2: Codex-first modelOpenClaw orchestration with Codex PM/Dev execution.Chapter 3: Supervision failure analysisWhy cron agentTurn failed and what it means.Chapter 4: Paperclip evaluationCost, security, compatibility, competitors.Chapter 5: Paperclip rollout designConcrete pilot plan and acceptance gates.Chapter 6: Revised recommendationExecution before orchestration; why, and the go/no-go.Chapter 7: Implementation planProve one reliable cycle, Codex-native. Next-session ready.Chapter 8: Paperclip production rolloutPOC completion summary and production rollout handoff.Chapter 9: OpenClaw model migrationPlan for porting OpenClaw's useful agent, heartbeat, skill, and memory contracts into Paperclip.Chapter 10: Claude Code migrationThe pivot to interactive Claude Code sessions under gsm.agent/gsm.roadmap conventions; P007-P009 retired.

Decision status

Question	Answer
Should cron agentTurn remain the PM/Dev executor?	No. It stalled before execution start and has been superseded by supervised runner/Paperclip execution patterns.
Was the supervised runner work valuable?	Yes. It proved the liveness, status, watchdog, and allowlisted Telegram contracts that now inform the Paperclip rollout.
Is Paperclip ready to move beyond POC?	Yes, with staged guardrails: loopback-first, backed up, scoped GitHub access, no autonomous merges, and Telegram allowlists only.
What is next?	Chapter 10: the portfolio moved to interactive Claude Code sessions under gsm ecosystem conventions; P007/P008/P009 closed as superseded, and development continues on P004/P005.