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<body>
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<header class="site">
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<div class="wrap nav">
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<span class="brand"><img class="logo" src="assets/awesome-loop-engineering-logo.svg" alt="" width="28" height="28"> <span class="bt">Loop Engineering</span></span>
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<nav class="links" aria-label="Primary">
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<a href="#concept">Concept</a>
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<a href="#lifecycle">Lifecycle</a>
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<a href="#choose">
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<a href="#patterns">
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<a href="#runtimes">Runtimes</a>
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<a href="#resources">Resources</a>
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<a class="pill" href="https://huggingface.co/datasets/cy0307/awesome-loop-engineering">HF Dataset</a>
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<a class="pill solid" href="https://github.com/ChaoYue0307/awesome-loop-engineering">GitHub</a>
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<div class="eyebrow">Awesome Loop Engineering</div>
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<h1>Design loops,<br>not just prompts.</h1>
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<p class="lead">
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</p>
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<div class="cta">
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<a class="btn primary" href="https://github.com/ChaoYue0307/awesome-loop-engineering#readme">Explore the list</a>
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</div>
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<div class="stats" role="list" aria-label="Repository at a glance">
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<div class="stat" role="listitem"><b>15</b><span>operational patterns</span></div>
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<div class="stat" role="listitem"><b>15</b><span>loop contracts</span></div>
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<div class="stat" role="listitem"><b>6</b><span>runnable templates</span></div>
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<div class="stat" role="listitem"><b>8</b><span>languages</span></div>
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<h2>One pass of a recurring loop</h2>
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<p class="section-intro">Verification is a deterministic gate, not the agent's opinion. State persists outside the model. Every loop has a budget and a human exit.</p>
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<div class="eyebrow">The loop contract</div>
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<h2>Every loop names the same parts</h2>
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<p class="section-intro">A useful loop has a contract. If a part is missing, it becomes either a manual prompt habit or an unsafe background automation.</p>
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<div class="card"><h3>Verifiable by design</h3><p>Tests, typechecks, evals, traces, or reviewers decide done — never the acting agent alone.</p></div>
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<section id="maturity">
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<div class="eyebrow">Loop maturity model</div>
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<h2>Climb
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<p class="section-intro">A reliable Level 3 loop with clear state and deterministic checks is usually more valuable than a flashy Level 5 loop with vague goals.</p>
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<div class="levels">
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<div class="lvl"><b>0</b><div><div class="t">Manual prompting</div><div class="d">A human reads state and writes the next prompt.</div></div></div>
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<a class="chip" href="https://github.com/ChaoYue0307/awesome-loop-engineering#benchmarks-and-evaluation">Benchmarks</a>
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<a class="chip" href="https://github.com/ChaoYue0307/awesome-loop-engineering#critiques-risks-and-limitations">Critiques & Risks</a>
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<a class="chip" href="https://github.com/ChaoYue0307/awesome-loop-engineering#adjacent-awesome-lists">Adjacent Lists</a>
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<h4>Project</h4>
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<a href="https://github.com/ChaoYue0307/awesome-loop-engineering">GitHub repository</a>
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<a href="https://huggingface.co/datasets/cy0307/awesome-loop-engineering">Hugging Face dataset</a>
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<a href="https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/ROADMAP.md">Roadmap</a>
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<a href="https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/TRANSLATIONS.md">Translations</a>
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</div>
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</div>
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<p class="legal">
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This is an early curated map of an emerging practice, not a final standard. Original repository materials are released under CC0-1.0. Linked resources keep their own licenses.
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<a class="skip" href="#top">Skip to content</a>
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<header class="site">
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<div class="wrap nav">
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<span class="brand"><img class="logo" src="assets/awesome-loop-engineering-logo.svg" alt="" width="28" height="28"> <span class="bt">Loop Engineering</span></span>
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<nav class="links" id="primary-nav" aria-label="Primary">
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<a href="#concept">Concept</a>
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<a href="#lifecycle">Lifecycle</a>
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<a href="#choose">Patterns</a>
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<a href="#patterns">Contract</a>
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<a href="#maturity">Maturity</a>
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<a href="#runtimes">Runtimes</a>
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<a href="#resources">Resources</a>
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<a href="#faq">FAQ</a>
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<span class="ghs">
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<a class="pill" href="https://huggingface.co/datasets/cy0307/awesome-loop-engineering">HF Dataset</a>
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<a class="pill solid" href="https://github.com/ChaoYue0307/awesome-loop-engineering">GitHub</a>
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<div class="eyebrow">Awesome Loop Engineering</div>
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<h1>Design loops,<br>not just prompts.</h1>
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<p class="lead">
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Stop prompting agents turn by turn. Build the recurring system around them — one that discovers work, hands it to agents, verifies the result, and decides what happens next.
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</p>
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<div class="cta">
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<a class="btn primary" href="https://github.com/ChaoYue0307/awesome-loop-engineering#readme">Explore the list</a>
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</div>
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</div>
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<div class="visual">
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<img src="assets/loop-engineering-stack.svg" alt="Diagram of the engineering stack: Prompt, Context, and Harness Engineering improve one run; Loop Engineering governs recurring agent work over time.">
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</div>
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</div>
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<!-- Keep these counts in sync with the README badge and data/resources.csv on every sweep. -->
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<div class="stats" role="list" aria-label="Repository at a glance">
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<div class="stat" role="listitem"><b>15</b><span>operational patterns</span></div>
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<div class="stat" role="listitem"><b>15</b><span>loop contracts</span></div>
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<div class="stat" role="listitem"><b>6</b><span>runnable templates</span></div>
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<div class="stat" role="listitem"><b>338</b><span>curated entries</span></div>
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<div class="stat" role="listitem"><b>8</b><span>languages</span></div>
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</div>
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<h2>One pass of a recurring loop</h2>
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<p class="section-intro">Verification is a deterministic gate, not the agent's opinion. State persists outside the model. Every loop has a budget and a human exit.</p>
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<div class="wide">
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<img src="assets/loop-lifecycle.svg" loading="lazy" alt="Loop Engineering lifecycle: Intake, Delegate, Act, Verify, Persist, Decide; Decide retries by feeding evidence back, escalates to a human, or exits when the goal is met.">
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</section>
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<div class="wrap">
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<div class="eyebrow">The loop contract</div>
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<h2>Every loop names the same parts</h2>
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<p class="section-intro">A useful loop has a contract. If a part is missing, it becomes either a manual prompt habit or an unsafe background automation. The contract ships as a <a href="https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/schemas/loop-contract.schema.json">JSON schema</a> with <a href="https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/README.md">15 validated example contracts</a>.</p>
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<div class="wide">
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<img src="assets/loop-contract-cards.svg" loading="lazy" alt="Loop Contract cards: objective, trigger, intake, workspace, context, delegation, verification, state, budget, escalation, and exit.">
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</div>
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<div class="grid g-3" style="margin-top:18px">
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<div class="card"><h3>Verifiable by design</h3><p>Tests, typechecks, evals, traces, or reviewers decide done — never the acting agent alone.</p></div>
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<section id="maturity">
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<div class="wrap">
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<div class="eyebrow">Loop maturity model</div>
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<h2>Climb one level at a time</h2>
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<p class="section-intro">A reliable Level 3 loop with clear state and deterministic checks is usually more valuable than a flashy Level 5 loop with vague goals.</p>
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<div class="levels">
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<div class="lvl"><b>0</b><div><div class="t">Manual prompting</div><div class="d">A human reads state and writes the next prompt.</div></div></div>
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<a class="chip" href="https://github.com/ChaoYue0307/awesome-loop-engineering#benchmarks-and-evaluation">Benchmarks</a>
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<a class="chip" href="https://github.com/ChaoYue0307/awesome-loop-engineering#critiques-risks-and-limitations">Critiques & Risks</a>
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<a class="chip" href="https://github.com/ChaoYue0307/awesome-loop-engineering#adjacent-awesome-lists">Adjacent Lists</a>
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<a class="chip" href="https://huggingface.co/datasets/cy0307/awesome-loop-engineering">Full dataset on Hugging Face</a>
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<h4>Project</h4>
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<a href="https://github.com/ChaoYue0307/awesome-loop-engineering">GitHub repository</a>
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<a href="https://huggingface.co/datasets/cy0307/awesome-loop-engineering">Hugging Face dataset</a>
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<a href="https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/CONTRIBUTING.md">Contributing</a>
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<a href="https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/ROADMAP.md">Roadmap</a>
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<a href="https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/TRANSLATIONS.md">Translations</a>
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</div>
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</div>
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<p class="legal">
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This is an early curated map of an emerging practice, not a final standard. Original repository materials are released under <a href="https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/LICENSE">CC0-1.0</a>. Linked resources keep their own licenses.
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