aws-samples / aws-samples/sample-autonomous-cloud-coding-agents
(agent): Factory self-improvement audit automation
- Dominant language
- TypeScript
- Stars
- 143
- Forks
- 46
- Avg merge
- 3d 9h
- Merged PRs (30d)
- 20
Description
## Component
Workflows
## Describe the feature
Ship a reference **`coding/factory-audit-v1`** (or scheduled workflow) that periodically reviews recent task trajectories, prompt versions, and automation outcomes—proposing harness improvements (rules, standards, workflow YAML) as issues or draft PRs.
## Use case
Operators running mature background-agent fleets often want an **automation auditor** that reviews prompts and run logs to suggest harness improvements. ABCA has evaluation roadmap items but no packaged **closed-loop self-improvement** workflow operators can enable.
## Proposed solution
1. Scheduled trigger (roadmap) or manual `bgagent submit --workflow factory-audit-v1`.
2. Read-only access to `TaskEvents`, traces, merge outcomes for repo/time window.
3. Output: markdown report artifact in S3 + optional GitHub issue creation.
4. Human approves before any harness file auto-PR.
## Other information
- Complements **Evaluation pipeline**, **LLM-assisted trace analysis**, **A/B prompt experiments**.
- Repo-less or read-only repo mode acceptable.
## Acknowledgements
- [ ] I may be able to implement this feature
- [ ] This might be a breaking change
## Acceptance criteria
- [ ] Reference workflow YAML and prompt shipped under `agent/workflows/`.
- [ ] Produces structured report with actionable recommendations.
- [ ] Does not auto-merge harness changes without HITL.
- [ ] Tests with fixture task history.
Contributor guide
Research direction
Start with the existing workflows under agent/workflows/ and the manual bgagent submit --workflow factory-audit-v1 entry point, then inspect how TaskEvents, traces, and merge outcomes are exposed. Done means a reference workflow YAML and prompt produce a structured markdown report, cover fixture task history, and require HITL before any harness change is merged.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- aws, github, yaml
- Domain
- ai, devops, tooling
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Quiet
- Clarity
- Mostly clear
- Newbie friendliness
- 35/100