cy0307/awesome-loop-engineering
Awesome Loop Engineering Dataset A structured dataset of 1022 papers, official docs, tools, benchmarks, patterns, critiques, and implementation guides for recurring AI-agent systems. Resource Atlas · GitHub field guide · Resource selection · Report a correction Dataset Summary Each row connects an original source to its contribution, novelty, impact, publication details, lifecycle stages, audience, evidence type, link status, and… See the full description on the dataset page: https://huggingface.co/datasets/cy0307/awesome-loop-engineering.
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1# Loop Pattern Template2 3Use this to document a practical loop pattern such as PR babysitting, CI repair, bug hunting, feedback clustering, deploy verification, or docs drift collection.4 5## Name6 7Short name for the loop.8 9## Objective10 11What outcome should this loop optimize for?12 13What manual prompting or repeated human polling does this loop replace?14 15## Trigger16 17- Schedule:18- Event:19- Automation or hook config:20- Manual bootstrap/debug command:21 22## Intake23 24Where does the loop find work?25 26Examples: GitHub PRs, failed CI checks, Linear issues, Slack threads, logs, eval failures.27 28## Agents29 30- Explorer:31- Implementer:32- Reviewer:33- Judge:34 35## Delegation36 37- Which agent handles each work item:38- Handoff rules:39- When to switch from maker to checker:40 41## Workspace And Permissions42 43- Worktree, sandbox, branch, or container:44- Allowed tools:45- Disallowed actions:46- Human approval boundaries:47 48## Verification Gates49 50- Deterministic checks:51- LLM or human review:52- Required evidence:53 54## State55 56What survives across iterations?57 58Examples: progress file, issue comment, database checkpoint, trace, status report.59 60## Loop Steps61 621. Discover / intake work.631. Load durable state and relevant context.641. Delegate to the right agent role.651. Decide whether the loop can act safely.661. Act in an isolated workspace.671. Verify with the defined gates.681. Persist evidence and state.691. Repeat, report, open a PR, or escalate.70 71## Budget And Exit72 73- Max retries:74- Max runtime:75- Stop condition:76- Escalation condition:77 78## Escalation79 80When should a human take over?81 82## Loop Instruction83 84```text85Describe the prompt, automation spec, hook config, or scheduled command that starts the loop.86```87 88## State Artifacts89 90- Progress file:91- Issue or PR comment:92- Trace or dashboard:93 94## Failure Modes95 96List the main ways the loop can go wrong and how to detect them.97 98## References99 100- [Title](https://example.com) - Why this reference matters.101