diff --git "a/data/resources.jsonl" "b/data/resources.jsonl"
--- "a/data/resources.jsonl"
+++ "b/data/resources.jsonl"
@@ -176,86 +176,87 @@
 {"row_id": "ale-0176", "section": "Orchestration And Multi-Agent Delegation", "section_slug": "orchestration-and-multi-agent-delegation", "resource_type": "Tool", "marker": "🧰", "title": "Eve", "url": "https://github.com/vercel/eve", "url_kind": "external", "domain": "github.com", "annotation": "Vercel's TypeScript-native agent framework with durable execution, sandboxed compute, and OpenTelemetry tracing built in, so recurring agent work persists, replays, and is observable across runs by default.", "description": "Vercel's TypeScript-native agent framework with durable execution, sandboxed compute, and OpenTelemetry tracing built in, so recurring agent work persists, replays, and is observable across runs by default.", "key_contribution": "Provides an implementation surface for loop builders: Vercel's TypeScript-native agent framework with durable execution, sandboxed compute, and OpenTelemetry tracing built in, so recurring agent work persists, replays, and is observable across runs by default.", "novelty": "Durable execution and replay are treated as first-class loop infrastructure.", "impact": "Maps the runtimes and coordination patterns used to split loop work across specialized agents and durable workflows.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "484", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L484"}
 {"row_id": "ale-0177", "section": "Orchestration And Multi-Agent Delegation", "section_slug": "orchestration-and-multi-agent-delegation", "resource_type": "Paper", "marker": "📄", "title": "Verified Multi-Agent Orchestration: A Plan-Execute-Verify-Replan Framework", "url": "https://arxiv.org/abs/2603.11445", "url_kind": "external", "domain": "arxiv.org", "annotation": "Decomposes work into a dependency-aware DAG, runs domain agents in parallel, and uses an LLM verifier to drive adaptive replanning with configurable stop conditions, the verify-and-replan core of a reliable loop.", "description": "Decomposes work into a dependency-aware DAG, runs domain agents in parallel, and uses an LLM verifier to drive adaptive replanning with configurable stop conditions, the verify-and-replan core of a reliable loop.", "key_contribution": "Decomposes work into a dependency-aware DAG, runs domain agents in parallel, and uses an LLM verifier to drive adaptive replanning with configurable stop conditions, the verify-and-replan core of a reliable loop.", "novelty": "Control flow is represented as an inspectable graph rather than an opaque prompt loop.", "impact": "Maps the runtimes and coordination patterns used to split loop work across specialized agents and durable workflows.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "485", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L485"}
 {"row_id": "ale-0178", "section": "Orchestration And Multi-Agent Delegation", "section_slug": "orchestration-and-multi-agent-delegation", "resource_type": "Paper", "marker": "📄", "title": "From Static Templates to Dynamic Runtime Graphs: A Survey of Workflow Optimization for LLM Agents", "url": "https://arxiv.org/abs/2603.22386", "url_kind": "external", "domain": "arxiv.org", "annotation": "Organizes how agent workflows are fixed ahead of time or generated and revised per run, and which evaluation signals drive that choice, a map of the design space for recurring loops.", "description": "Organizes how agent workflows are fixed ahead of time or generated and revised per run, and which evaluation signals drive that choice, a map of the design space for recurring loops.", "key_contribution": "Organizes how agent workflows are fixed ahead of time or generated and revised per run, and which evaluation signals drive that choice, a map of the design space for recurring loops.", "novelty": "Control flow is represented as an inspectable graph rather than an opaque prompt loop.", "impact": "Maps the runtimes and coordination patterns used to split loop work across specialized agents and durable workflows.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "486", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L486"}
-{"row_id": "ale-0179", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Benchmark", "marker": "🧪", "title": "SWE-bench", "url": "https://www.swebench.com/", "url_kind": "external", "domain": "www.swebench.com", "annotation": "Benchmark for resolving real GitHub issues through code editing and tests.", "description": "Benchmark for resolving real GitHub issues through code editing and tests.", "key_contribution": "Provides an evaluation signal for loop builders: Benchmark for resolving real GitHub issues through code editing and tests.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Evaluation artifact or leaderboard; signal comes from measurable tasks and repeatable scoring.", "signal_strength": "high", "source_readme": "README.md", "source_line": "490", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L490"}
-{"row_id": "ale-0180", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "SWE-bench: Can Language Models Resolve Real-World GitHub Issues?", "url": "https://arxiv.org/abs/2310.06770", "url_kind": "external", "domain": "arxiv.org", "annotation": "Original SWE-bench paper.", "description": "Original SWE-bench paper.", "key_contribution": "Original SWE-bench paper.", "novelty": "Links loop design to measurable tasks where progress and failure can be compared.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "491", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L491"}
-{"row_id": "ale-0181", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "SWE-bench Goes Live", "url": "https://arxiv.org/abs/2505.23419", "url_kind": "external", "domain": "arxiv.org", "annotation": "Dynamic benchmark designed to reduce overfitting to static issue sets.", "description": "Dynamic benchmark designed to reduce overfitting to static issue sets.", "key_contribution": "Dynamic benchmark designed to reduce overfitting to static issue sets.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "492", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L492"}
-{"row_id": "ale-0182", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Benchmark", "marker": "🧪", "title": "Terminal-Bench", "url": "https://www.tbench.ai/", "url_kind": "external", "domain": "www.tbench.ai", "annotation": "Benchmark for agents operating in terminal environments.", "description": "Benchmark for agents operating in terminal environments.", "key_contribution": "Provides an evaluation signal for loop builders: Benchmark for agents operating in terminal environments.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Evaluation artifact or leaderboard; signal comes from measurable tasks and repeatable scoring.", "signal_strength": "high", "source_readme": "README.md", "source_line": "493", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L493"}
-{"row_id": "ale-0183", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Tool", "marker": "🧰", "title": "Terminal-Bench repository", "url": "https://github.com/harbor-framework/terminal-bench", "url_kind": "external", "domain": "github.com", "annotation": "Open-source benchmark and harness for hard terminal tasks.", "description": "Open-source benchmark and harness for hard terminal tasks.", "key_contribution": "Provides an implementation surface for loop builders: Open-source benchmark and harness for hard terminal tasks.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "494", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L494"}
-{"row_id": "ale-0184", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "AgentBench", "url": "https://arxiv.org/abs/2308.03688", "url_kind": "external", "domain": "arxiv.org", "annotation": "Multi-environment benchmark for evaluating LLMs as agents.", "description": "Multi-environment benchmark for evaluating LLMs as agents.", "key_contribution": "Multi-environment benchmark for evaluating LLMs as agents.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "495", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L495"}
-{"row_id": "ale-0185", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "WebArena", "url": "https://arxiv.org/abs/2307.13854", "url_kind": "external", "domain": "arxiv.org", "annotation": "Realistic web environment for autonomous agents.", "description": "Realistic web environment for autonomous agents.", "key_contribution": "Realistic web environment for autonomous agents.", "novelty": "Links loop design to measurable tasks where progress and failure can be compared.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "496", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L496"}
-{"row_id": "ale-0186", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "OSWorld", "url": "https://arxiv.org/abs/2404.07972", "url_kind": "external", "domain": "arxiv.org", "annotation": "Benchmark for multimodal agents operating full computer environments.", "description": "Benchmark for multimodal agents operating full computer environments.", "key_contribution": "Benchmark for multimodal agents operating full computer environments.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "497", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L497"}
-{"row_id": "ale-0187", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "ToolBench", "url": "https://arxiv.org/abs/2307.16789", "url_kind": "external", "domain": "arxiv.org", "annotation": "Tool-use benchmark and dataset for tool-augmented agents.", "description": "Tool-use benchmark and dataset for tool-augmented agents.", "key_contribution": "Tool-use benchmark and dataset for tool-augmented agents.", "novelty": "The list is made machine-readable as a tabular dataset rather than only a Markdown page.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "498", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L498"}
-{"row_id": "ale-0188", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "GAIA", "url": "https://arxiv.org/abs/2311.12983", "url_kind": "external", "domain": "arxiv.org", "annotation": "Benchmark for general AI assistants requiring reasoning, tool use, and multi-step work.", "description": "Benchmark for general AI assistants requiring reasoning, tool use, and multi-step work.", "key_contribution": "Benchmark for general AI assistants requiring reasoning, tool use, and multi-step work.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "499", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L499"}
-{"row_id": "ale-0189", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "Tau-bench", "url": "https://arxiv.org/abs/2406.12045", "url_kind": "external", "domain": "arxiv.org", "annotation": "Benchmark for tool-agent-user interactions in realistic domains.", "description": "Benchmark for tool-agent-user interactions in realistic domains.", "key_contribution": "Benchmark for tool-agent-user interactions in realistic domains.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "500", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L500"}
-{"row_id": "ale-0190", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "VisualWebArena", "url": "https://arxiv.org/abs/2401.13649", "url_kind": "external", "domain": "arxiv.org", "annotation": "Visually grounded web-agent benchmark extending WebArena.", "description": "Visually grounded web-agent benchmark extending WebArena.", "key_contribution": "Visually grounded web-agent benchmark extending WebArena.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "501", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L501"}
-{"row_id": "ale-0191", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "AppWorld", "url": "https://arxiv.org/abs/2407.18901", "url_kind": "external", "domain": "arxiv.org", "annotation": "Benchmark of interactive app tasks with state-based and execution-based evaluation.", "description": "Benchmark of interactive app tasks with state-based and execution-based evaluation.", "key_contribution": "Benchmark of interactive app tasks with state-based and execution-based evaluation.", "novelty": "Evaluation data is used as the feedback signal for improving loop behavior.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "502", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L502"}
-{"row_id": "ale-0192", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "Vending-Bench", "url": "https://arxiv.org/abs/2502.15840", "url_kind": "external", "domain": "arxiv.org", "annotation": "Benchmark for long-term coherence of autonomous agents; documents how small errors compound over very long loop horizons.", "description": "Benchmark for long-term coherence of autonomous agents; documents how small errors compound over very long loop horizons.", "key_contribution": "Benchmark for long-term coherence of autonomous agents; documents how small errors compound over very long loop horizons.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "503", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L503"}
-{"row_id": "ale-0193", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Benchmark", "marker": "🧪", "title": "Vending-Bench leaderboard", "url": "https://andonlabs.com/evals/vending-bench", "url_kind": "external", "domain": "andonlabs.com", "annotation": "Live long-horizon coherence results from Andon Labs.", "description": "Live long-horizon coherence results from Andon Labs.", "key_contribution": "Provides an evaluation signal for loop builders: Live long-horizon coherence results from Andon Labs.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Evaluation artifact or leaderboard; signal comes from measurable tasks and repeatable scoring.", "signal_strength": "high", "source_readme": "README.md", "source_line": "504", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L504"}
-{"row_id": "ale-0194", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "SWE-EVO: Benchmarking Coding Agents in Long-Horizon Software Evolution Scenarios", "url": "https://arxiv.org/abs/2512.18470", "url_kind": "external", "domain": "arxiv.org", "annotation": "Release-note-derived evolution tasks where agents score far below isolated-issue benchmarks, quantifying the long-horizon gap loops must manage.", "description": "Release-note-derived evolution tasks where agents score far below isolated-issue benchmarks, quantifying the long-horizon gap loops must manage.", "key_contribution": "Release-note-derived evolution tasks where agents score far below isolated-issue benchmarks, quantifying the long-horizon gap loops must manage.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "505", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L505"}
-{"row_id": "ale-0195", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "EvoSkills: Self-Evolving Agent Skills via Co-Evolutionary Verification", "url": "https://arxiv.org/abs/2604.01687", "url_kind": "external", "domain": "arxiv.org", "annotation": "A skill generator and a co-evolving surrogate verifier improve multi-file skill packages over iterations, evaluated on the SkillsBench benchmark of structured skill bundles.", "description": "A skill generator and a co-evolving surrogate verifier improve multi-file skill packages over iterations, evaluated on the SkillsBench benchmark of structured skill bundles.", "key_contribution": "A skill generator and a co-evolving surrogate verifier improve multi-file skill packages over iterations, evaluated on the SkillsBench benchmark of structured skill bundles.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "506", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L506"}
-{"row_id": "ale-0196", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "SaaSBench: Coding Agents in Long-Horizon Enterprise SaaS Engineering", "url": "https://arxiv.org/abs/2605.17526", "url_kind": "external", "domain": "arxiv.org", "annotation": "Benchmark for agents on multi-dependency, interactive enterprise tasks, with automated evaluation that probes where long-horizon loops break down.", "description": "Benchmark for agents on multi-dependency, interactive enterprise tasks, with automated evaluation that probes where long-horizon loops break down.", "key_contribution": "Benchmark for agents on multi-dependency, interactive enterprise tasks, with automated evaluation that probes where long-horizon loops break down.", "novelty": "Evaluation data is used as the feedback signal for improving loop behavior.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "507", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L507"}
-{"row_id": "ale-0197", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "RoadmapBench: Evaluating Long-Horizon Agentic Software Development Across Version Upgrades", "url": "https://arxiv.org/abs/2605.15846", "url_kind": "external", "domain": "arxiv.org", "annotation": "115 real version-upgrade tasks across 17 repositories requiring multi-file changes (median ~3,700 lines), stressing how far agent loops sustain coherent, large-scale work.", "description": "115 real version-upgrade tasks across 17 repositories requiring multi-file changes (median ~3,700 lines), stressing how far agent loops sustain coherent, large-scale work.", "key_contribution": "115 real version-upgrade tasks across 17 repositories requiring multi-file changes (median ~3,700 lines), stressing how far agent loops sustain coherent, large-scale work.", "novelty": "The work targets tasks that exceed a single context window or prompt session.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "508", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L508"}
-{"row_id": "ale-0198", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "SlopCodeBench: Benchmarking How Coding Agents Degrade Over Long-Horizon Iterative Tasks", "url": "https://arxiv.org/abs/2603.24755", "url_kind": "external", "domain": "arxiv.org", "annotation": "Quantifies structural erosion and verbosity creep across iteration checkpoints in native harnesses like Claude Code and Codex, evidence for why loops need verification and budgets.", "description": "Quantifies structural erosion and verbosity creep across iteration checkpoints in native harnesses like Claude Code and Codex, evidence for why loops need verification and budgets.", "key_contribution": "Quantifies structural erosion and verbosity creep across iteration checkpoints in native harnesses like Claude Code and Codex, evidence for why loops need verification and budgets.", "novelty": "Checkpointed state makes long-running agent work recoverable across failures.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "509", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L509"}
-{"row_id": "ale-0199", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "LongCLI-Bench: A Preliminary Benchmark for Long-horizon Agentic Programming in Command-Line Interfaces", "url": "https://arxiv.org/abs/2602.14337", "url_kind": "external", "domain": "arxiv.org", "annotation": "Long-horizon CLI tasks where most runs stall below 30% completion, mapping where unattended loops break down.", "description": "Long-horizon CLI tasks where most runs stall below 30% completion, mapping where unattended loops break down.", "key_contribution": "Long-horizon CLI tasks where most runs stall below 30% completion, mapping where unattended loops break down.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "510", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L510"}
-{"row_id": "ale-0200", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "Agentic Engineering: The Agent Loop", "url": "https://junpingyi.com/books/agentic-engineering/agent-loop/", "url_kind": "external", "domain": "junpingyi.com", "annotation": "Minimal mental model for the loop underlying agent operation.", "description": "Minimal mental model for the loop underlying agent operation.", "key_contribution": "Minimal mental model for the loop underlying agent operation.", "novelty": "Translates agent-loop ideas into operator-facing workflows for repeated delegated work.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "514", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L514"}
-{"row_id": "ale-0201", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "The agent loop: ReAct, plan-and-execute, reflection", "url": "https://www.kunwar.page/chapter/067-the-agent-loop-react-plan-and-execute-reflection", "url_kind": "external", "domain": "www.kunwar.page", "annotation": "Practical walkthrough of the base loop and common variants.", "description": "Practical walkthrough of the base loop and common variants.", "key_contribution": "Practical walkthrough of the base loop and common variants.", "novelty": "Translates agent-loop ideas into operator-facing workflows for repeated delegated work.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "515", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L515"}
-{"row_id": "ale-0202", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "How to Build an Agent", "url": "https://ampcode.com/how-to-build-an-agent", "url_kind": "external", "domain": "ampcode.com", "annotation": "Thorsten Ball's demystification of the inner agent loop: a model, a loop, and enough tokens.", "description": "Thorsten Ball's demystification of the inner agent loop: a model, a loop, and enough tokens.", "key_contribution": "Thorsten Ball's demystification of the inner agent loop: a model, a loop, and enough tokens.", "novelty": "Translates agent-loop ideas into operator-facing workflows for repeated delegated work.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "516", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L516"}
-{"row_id": "ale-0203", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "Agentic Coding Recommendations", "url": "https://lucumr.pocoo.org/2025/6/12/agentic-coding/", "url_kind": "external", "domain": "lucumr.pocoo.org", "annotation": "Armin Ronacher's field notes on which practices hold up when agents do most of the work.", "description": "Armin Ronacher's field notes on which practices hold up when agents do most of the work.", "key_contribution": "Armin Ronacher's field notes on which practices hold up when agents do most of the work.", "novelty": "Translates agent-loop ideas into operator-facing workflows for repeated delegated work.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "517", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L517"}
-{"row_id": "ale-0204", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "Coding Agents 101: The Art of Actually Getting Things Done", "url": "https://devin.ai/agents101", "url_kind": "external", "domain": "devin.ai", "annotation": "Practical delegation guidance from the Devin team on scoping tasks agents can actually finish.", "description": "Practical delegation guidance from the Devin team on scoping tasks agents can actually finish.", "key_contribution": "Practical delegation guidance from the Devin team on scoping tasks agents can actually finish.", "novelty": "Translates agent-loop ideas into operator-facing workflows for repeated delegated work.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "518", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L518"}
-{"row_id": "ale-0205", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "How Anthropic teams use Claude Code", "url": "https://claude.com/blog/how-anthropic-teams-use-claude-code", "url_kind": "external", "domain": "claude.com", "annotation": "Cross-team field report of real recurring agent workflows in engineering, security, and data science.", "description": "Cross-team field report of real recurring agent workflows in engineering, security, and data science.", "key_contribution": "Cross-team field report of real recurring agent workflows in engineering, security, and data science.", "novelty": "Translates agent-loop ideas into operator-facing workflows for repeated delegated work.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "519", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L519"}
-{"row_id": "ale-0206", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "How Boris Uses Claude Code", "url": "https://howborisusesclaudecode.com/", "url_kind": "external", "domain": "howborisusesclaudecode.com", "annotation": "Unofficial but concrete compilation of Boris Cherny's autonomous setups: parallel worktrees, auto mode, `/loop`, `/schedule`, dynamic workflows, and `/goal` completion conditions.", "description": "Unofficial but concrete compilation of Boris Cherny's autonomous setups: parallel worktrees, auto mode, `/loop`, `/schedule`, dynamic workflows, and `/goal` completion conditions.", "key_contribution": "Unofficial but concrete compilation of Boris Cherny's autonomous setups: parallel worktrees, auto mode, `/loop`, `/schedule`, dynamic workflows, and `/goal` completion conditions.", "novelty": "Workspace isolation is part of the loop design, not an afterthought.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "520", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L520"}
-{"row_id": "ale-0207", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "Agent of the Day: Copilot Agent PR Analysis", "url": "https://github.github.com/gh-aw/blog/2026-05-26-agent-of-the-day/", "url_kind": "external", "domain": "github.github.com", "annotation": "Official walkthrough of a daily scheduled agentic workflow that ingests PR data, analyzes it, and publishes findings to a Discussion, a concrete recurring loop with trigger, intake, analysis, and output.", "description": "Official walkthrough of a daily scheduled agentic workflow that ingests PR data, analyzes it, and publishes findings to a Discussion, a concrete recurring loop with trigger, intake, analysis, and output.", "key_contribution": "Official walkthrough of a daily scheduled agentic workflow that ingests PR data, analyzes it, and publishes findings to a Discussion, a concrete recurring loop with trigger, intake, analysis, and output.", "novelty": "Primary-source operational guidance rather than commentary.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "521", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L521"}
-{"row_id": "ale-0208", "section": "Templates And Patterns", "section_slug": "templates-and-patterns", "resource_type": "Template", "marker": "🧾", "title": "Resource entry template", "url": "templates/resource-entry.md", "url_kind": "local_path", "domain": "", "annotation": "Format for adding a single resource with evidence quality and category fit.", "description": "Format for adding a single resource with evidence quality and category fit.", "key_contribution": "Provides a reusable project artifact: Format for adding a single resource with evidence quality and category fit.", "novelty": "The resource is directly reusable as a starting artifact.", "impact": "Provides reusable repository-native artifacts that contributors can adapt into loop specs, resources, and examples.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "527", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L527"}
-{"row_id": "ale-0209", "section": "Templates And Patterns", "section_slug": "templates-and-patterns", "resource_type": "Template", "marker": "🧾", "title": "Loop pattern template", "url": "templates/loop-pattern.md", "url_kind": "local_path", "domain": "", "annotation": "Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.", "description": "Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.", "key_contribution": "Provides a reusable project artifact: Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.", "novelty": "The resource is directly reusable as a starting artifact.", "impact": "Provides reusable repository-native artifacts that contributors can adapt into loop specs, resources, and examples.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "528", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L528"}
-{"row_id": "ale-0210", "section": "Templates And Patterns", "section_slug": "templates-and-patterns", "resource_type": "Template", "marker": "🧾", "title": "Loop contract schema", "url": "schemas/loop-contract.schema.json", "url_kind": "local_path", "domain": "", "annotation": "Machine-readable schema for portable loop specs.", "description": "Machine-readable schema for portable loop specs.", "key_contribution": "Provides a reusable project artifact: Machine-readable schema for portable loop specs.", "novelty": "The contribution is machine-readable and validation-friendly.", "impact": "Provides reusable repository-native artifacts that contributors can adapt into loop specs, resources, and examples.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "529", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L529"}
-{"row_id": "ale-0211", "section": "Templates And Patterns", "section_slug": "templates-and-patterns", "resource_type": "Template", "marker": "🧾", "title": "Loop contract preview script", "url": "scripts/preview_loop_contract.py", "url_kind": "local_path", "domain": "", "annotation": "Dependency-free demo that validates and renders a loop contract JSON file.", "description": "Dependency-free demo that validates and renders a loop contract JSON file.", "key_contribution": "Provides a reusable project artifact: Dependency-free demo that validates and renders a loop contract JSON file.", "novelty": "The contribution is machine-readable and validation-friendly.", "impact": "Provides reusable repository-native artifacts that contributors can adapt into loop specs, resources, and examples.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "530", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L530"}
-{"row_id": "ale-0212", "section": "Templates And Patterns", "section_slug": "templates-and-patterns", "resource_type": "Template", "marker": "🧾", "title": "Translation guide", "url": "TRANSLATIONS.md", "url_kind": "local_path", "domain": "", "annotation": "How to add or maintain a language translation without drifting from the canonical English list.", "description": "How to add or maintain a language translation without drifting from the canonical English list.", "key_contribution": "Provides a reusable project artifact: How to add or maintain a language translation without drifting from the canonical English list.", "novelty": "The resource is directly reusable as a starting artifact.", "impact": "Provides reusable repository-native artifacts that contributors can adapt into loop specs, resources, and examples.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "531", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L531"}
-{"row_id": "ale-0213", "section": "Templates And Patterns", "section_slug": "templates-and-patterns", "resource_type": "Template", "marker": "🧾", "title": "Pattern library index", "url": "patterns/README.md", "url_kind": "local_path", "domain": "", "annotation": "Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.", "description": "Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.", "key_contribution": "Provides a reusable project artifact: Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Provides reusable repository-native artifacts that contributors can adapt into loop specs, resources, and examples.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "532", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L532"}
-{"row_id": "ale-0214", "section": "Examples And Schema", "section_slug": "examples-and-schema", "resource_type": "Pattern", "marker": "🔁", "title": "Example loop specs", "url": "examples/README.md", "url_kind": "local_path", "domain": "", "annotation": "Human-readable walkthroughs for PR babysitting, CI repair, and docs drift collection.", "description": "Human-readable walkthroughs for PR babysitting, CI repair, and docs drift collection.", "key_contribution": "Provides a reusable loop pattern: Human-readable walkthroughs for PR babysitting, CI repair, and docs drift collection.", "novelty": "Repository-native artifact that makes an otherwise informal practice concrete and reusable.", "impact": "Makes the loop contract executable and portable through validated JSON examples and runnable reference loops.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "540", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L540"}
-{"row_id": "ale-0215", "section": "Examples And Schema", "section_slug": "examples-and-schema", "resource_type": "Template", "marker": "🧾", "title": "Loop contract library", "url": "examples/README.md#contract-library", "url_kind": "local_path", "domain": "", "annotation": "Schema-validated loop contracts for every pattern-library loop, from PR babysitting to model routing.", "description": "Schema-validated loop contracts for every pattern-library loop, from PR babysitting to model routing.", "key_contribution": "Provides a reusable project artifact: Schema-validated loop contracts for every pattern-library loop, from PR babysitting to model routing.", "novelty": "The contribution is machine-readable and validation-friendly.", "impact": "Makes the loop contract executable and portable through validated JSON examples and runnable reference loops.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "541", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L541"}
-{"row_id": "ale-0216", "section": "Examples And Schema", "section_slug": "examples-and-schema", "resource_type": "Template", "marker": "🧾", "title": "Runnable test-repair loop", "url": "examples/runnable/test-repair-loop.sh", "url_kind": "local_path", "domain": "", "annotation": "Dependency-light reference loop script with a verification gate, retry budget, durable progress log, repeat-failure detection, and escalation exit.", "description": "Dependency-light reference loop script with a verification gate, retry budget, durable progress log, repeat-failure detection, and escalation exit.", "key_contribution": "Provides a reusable project artifact: Dependency-light reference loop script with a verification gate, retry budget, durable progress log, repeat-failure detection, and escalation exit.", "novelty": "Durable execution and replay are treated as first-class loop infrastructure.", "impact": "Makes the loop contract executable and portable through validated JSON examples and runnable reference loops.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "542", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L542"}
-{"row_id": "ale-0217", "section": "Examples And Schema", "section_slug": "examples-and-schema", "resource_type": "Template", "marker": "🧾", "title": "Runnable loop guide", "url": "examples/runnable/README.md", "url_kind": "local_path", "domain": "", "annotation": "Maps the script line by line to the Loop Contract and shows how to drive it with Claude Code, Codex CLI, or any agent CLI.", "description": "Maps the script line by line to the Loop Contract and shows how to drive it with Claude Code, Codex CLI, or any agent CLI.", "key_contribution": "Provides a reusable project artifact: Maps the script line by line to the Loop Contract and shows how to drive it with Claude Code, Codex CLI, or any agent CLI.", "novelty": "The resource is directly reusable as a starting artifact.", "impact": "Makes the loop contract executable and portable through validated JSON examples and runnable reference loops.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "543", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L543"}
-{"row_id": "ale-0218", "section": "Community Gallery", "section_slug": "community-gallery", "resource_type": "Template", "marker": "🧾", "title": "Loop gallery guide", "url": "gallery/README.md", "url_kind": "local_path", "domain": "", "annotation": "Quality bar for contributed loop examples with receipts and lessons learned.", "description": "Quality bar for contributed loop examples with receipts and lessons learned.", "key_contribution": "Provides a reusable project artifact: Quality bar for contributed loop examples with receipts and lessons learned.", "novelty": "The resource is directly reusable as a starting artifact.", "impact": "Gives contributors a format for publishing real or anonymized loop cases with receipts and lessons learned.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "557", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L557"}
-{"row_id": "ale-0219", "section": "Community Gallery", "section_slug": "community-gallery", "resource_type": "Template", "marker": "🧾", "title": "Loop gallery template", "url": "gallery/template.md", "url_kind": "local_path", "domain": "", "annotation": "Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.", "description": "Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.", "key_contribution": "Provides a reusable project artifact: Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Gives contributors a format for publishing real or anonymized loop cases with receipts and lessons learned.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "558", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L558"}
-{"row_id": "ale-0220", "section": "Community Gallery", "section_slug": "community-gallery", "resource_type": "Pattern", "marker": "🔁", "title": "PR babysitter reference loop", "url": "gallery/pr-babysitter-reference.md", "url_kind": "local_path", "domain": "", "annotation": "Reference gallery entry for keeping a pull request moving.", "description": "Reference gallery entry for keeping a pull request moving.", "key_contribution": "Provides a reusable loop pattern: Reference gallery entry for keeping a pull request moving.", "novelty": "Turns loop adoption into shareable cases with enough structure to compare lessons learned.", "impact": "Gives contributors a format for publishing real or anonymized loop cases with receipts and lessons learned.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "559", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L559"}
-{"row_id": "ale-0221", "section": "Community Gallery", "section_slug": "community-gallery", "resource_type": "Pattern", "marker": "🔁", "title": "CI repair reference loop", "url": "gallery/ci-repair-reference.md", "url_kind": "local_path", "domain": "", "annotation": "Reference gallery entry for turning failing CI into a verified patch or escalation.", "description": "Reference gallery entry for turning failing CI into a verified patch or escalation.", "key_contribution": "Provides a reusable loop pattern: Reference gallery entry for turning failing CI into a verified patch or escalation.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Gives contributors a format for publishing real or anonymized loop cases with receipts and lessons learned.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "560", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L560"}
-{"row_id": "ale-0222", "section": "Community Gallery", "section_slug": "community-gallery", "resource_type": "Pattern", "marker": "🔁", "title": "Docs drift reference loop", "url": "gallery/docs-drift-reference.md", "url_kind": "local_path", "domain": "", "annotation": "Reference gallery entry for recurring docs/code consistency checks.", "description": "Reference gallery entry for recurring docs/code consistency checks.", "key_contribution": "Provides a reusable loop pattern: Reference gallery entry for recurring docs/code consistency checks.", "novelty": "Turns loop adoption into shareable cases with enough structure to compare lessons learned.", "impact": "Gives contributors a format for publishing real or anonymized loop cases with receipts and lessons learned.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "561", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L561"}
-{"row_id": "ale-0223", "section": "Discovery And Distribution", "section_slug": "discovery-and-distribution", "resource_type": "Template", "marker": "🧾", "title": "Landing page", "url": "https://chaoyue0307.github.io/awesome-loop-engineering/", "url_kind": "external", "domain": "chaoyue0307.github.io", "annotation": "SEO-friendly entry point for the repository.", "description": "SEO-friendly entry point for the repository.", "key_contribution": "Provides a reusable project artifact: SEO-friendly entry point for the repository.", "novelty": "Makes the project discoverable as both documentation and machine-readable data.", "impact": "Documents how the project itself is packaged, indexed, mirrored, and made discoverable.", "signal": "Repository-native template, schema, checklist, or guide; signal comes from reuse inside this project.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "567", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L567"}
-{"row_id": "ale-0224", "section": "Discovery And Distribution", "section_slug": "discovery-and-distribution", "resource_type": "List", "marker": "🧭", "title": "Hugging Face dataset mirror", "url": "https://huggingface.co/datasets/cy0307/awesome-loop-engineering", "url_kind": "external", "domain": "huggingface.co", "annotation": "Synced dataset repo with the full project plus generated `data/resources.csv` and `data/resources.jsonl` resource sheets.", "description": "Synced dataset repo with the full project plus generated `data/resources.csv` and `data/resources.jsonl` resource sheets.", "key_contribution": "Maps adjacent resources and ecosystems: Synced dataset repo with the full project plus generated `data/resources.csv` and `data/resources.jsonl` resource sheets.", "novelty": "The list is made machine-readable as a tabular dataset rather than only a Markdown page.", "impact": "Documents how the project itself is packaged, indexed, mirrored, and made discoverable.", "signal": "Adjacent curated collection; signal comes from ecosystem coverage rather than a single technical claim.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "568", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L568"}
-{"row_id": "ale-0225", "section": "Discovery And Distribution", "section_slug": "discovery-and-distribution", "resource_type": "Template", "marker": "🧾", "title": "Landing page source", "url": "docs/index.html", "url_kind": "local_path", "domain": "", "annotation": "Source for the static landing page.", "description": "Source for the static landing page.", "key_contribution": "Provides a reusable project artifact: Source for the static landing page.", "novelty": "Makes the project discoverable as both documentation and machine-readable data.", "impact": "Documents how the project itself is packaged, indexed, mirrored, and made discoverable.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "569", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L569"}
-{"row_id": "ale-0226", "section": "Discovery And Distribution", "section_slug": "discovery-and-distribution", "resource_type": "Template", "marker": "🧾", "title": "Sitemap", "url": "docs/sitemap.xml", "url_kind": "local_path", "domain": "", "annotation": "Crawl hints for the landing page and core repository pages.", "description": "Crawl hints for the landing page and core repository pages.", "key_contribution": "Provides a reusable project artifact: Crawl hints for the landing page and core repository pages.", "novelty": "Makes the project discoverable as both documentation and machine-readable data.", "impact": "Documents how the project itself is packaged, indexed, mirrored, and made discoverable.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "570", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L570"}
-{"row_id": "ale-0227", "section": "Discovery And Distribution", "section_slug": "discovery-and-distribution", "resource_type": "Template", "marker": "🧾", "title": "Robots file", "url": "docs/robots.txt", "url_kind": "local_path", "domain": "", "annotation": "Allows indexing and points crawlers to the sitemap.", "description": "Allows indexing and points crawlers to the sitemap.", "key_contribution": "Provides a reusable project artifact: Allows indexing and points crawlers to the sitemap.", "novelty": "Makes the project discoverable as both documentation and machine-readable data.", "impact": "Documents how the project itself is packaged, indexed, mirrored, and made discoverable.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "571", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L571"}
-{"row_id": "ale-0228", "section": "Roadmap And Discussion", "section_slug": "roadmap-and-discussion", "resource_type": "Template", "marker": "🧾", "title": "Roadmap", "url": "ROADMAP.md", "url_kind": "local_path", "domain": "", "annotation": "Near-term work, pattern priorities, gallery goals, and open questions.", "description": "Near-term work, pattern priorities, gallery goals, and open questions.", "key_contribution": "Provides a reusable project artifact: Near-term work, pattern priorities, gallery goals, and open questions.", "novelty": "Keeps community evolution and evidence gathering part of the project surface.", "impact": "Keeps future work, community feedback, and pattern submissions visible.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "577", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L577"}
-{"row_id": "ale-0229", "section": "Roadmap And Discussion", "section_slug": "roadmap-and-discussion", "resource_type": "Template", "marker": "🧾", "title": "Launch article", "url": "posts/launch.md", "url_kind": "local_path", "domain": "", "annotation": "Shareable explanation of the concept and repository.", "description": "Shareable explanation of the concept and repository.", "key_contribution": "Provides a reusable project artifact: Shareable explanation of the concept and repository.", "novelty": "Keeps community evolution and evidence gathering part of the project surface.", "impact": "Keeps future work, community feedback, and pattern submissions visible.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "578", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L578"}
-{"row_id": "ale-0230", "section": "Roadmap And Discussion", "section_slug": "roadmap-and-discussion", "resource_type": "Template", "marker": "🧾", "title": "Discussion guide", "url": "meta/DISCUSSIONS.md", "url_kind": "local_path", "domain": "", "annotation": "Suggested discussion categories, starter prompts, and moderation standard.", "description": "Suggested discussion categories, starter prompts, and moderation standard.", "key_contribution": "Provides a reusable project artifact: Suggested discussion categories, starter prompts, and moderation standard.", "novelty": "The resource is directly reusable as a starting artifact.", "impact": "Keeps future work, community feedback, and pattern submissions visible.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "579", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L579"}
-{"row_id": "ale-0231", "section": "Roadmap And Discussion", "section_slug": "roadmap-and-discussion", "resource_type": "Pattern", "marker": "🔁", "title": "Show your Loop Engineering patterns", "url": "https://github.com/ChaoYue0307/awesome-loop-engineering/discussions/2", "url_kind": "external", "domain": "github.com", "annotation": "Community discussion for real or anonymized loop examples.", "description": "Community discussion for real or anonymized loop examples.", "key_contribution": "Provides a reusable loop pattern: Community discussion for real or anonymized loop examples.", "novelty": "Keeps community evolution and evidence gathering part of the project surface.", "impact": "Keeps future work, community feedback, and pattern submissions visible.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "580", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L580"}
-{"row_id": "ale-0232", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "PR babysitter", "url": "patterns/pr-babysitter.md", "url_kind": "local_path", "domain": "", "annotation": "Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.", "description": "Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.", "key_contribution": "Provides a reusable loop pattern: Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "586", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L586"}
-{"row_id": "ale-0233", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "CI repair loop", "url": "patterns/ci-repair-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.", "description": "Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.", "key_contribution": "Provides a reusable loop pattern: Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "587", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L587"}
-{"row_id": "ale-0234", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Docs drift collector", "url": "patterns/docs-drift-collector.md", "url_kind": "local_path", "domain": "", "annotation": "Finds mismatches between docs and code, proposes small patches, and verifies examples.", "description": "Finds mismatches between docs and code, proposes small patches, and verifies examples.", "key_contribution": "Provides a reusable loop pattern: Finds mismatches between docs and code, proposes small patches, and verifies examples.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "588", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L588"}
-{"row_id": "ale-0235", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Deploy verifier", "url": "patterns/deploy-verifier.md", "url_kind": "local_path", "domain": "", "annotation": "Watches rollout signals, compares them with release expectations, and stops on anomalies.", "description": "Watches rollout signals, compares them with release expectations, and stops on anomalies.", "key_contribution": "Provides a reusable loop pattern: Watches rollout signals, compares them with release expectations, and stops on anomalies.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "589", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L589"}
-{"row_id": "ale-0236", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Feedback clusterer", "url": "patterns/feedback-clusterer.md", "url_kind": "local_path", "domain": "", "annotation": "Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.", "description": "Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.", "key_contribution": "Provides a reusable loop pattern: Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "590", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L590"}
-{"row_id": "ale-0237", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Dependency triage loop", "url": "patterns/dependency-triage-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.", "description": "Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.", "key_contribution": "Provides a reusable loop pattern: Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "591", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L591"}
-{"row_id": "ale-0238", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Evaluation regression loop", "url": "patterns/evaluation-regression-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.", "description": "Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.", "key_contribution": "Provides a reusable loop pattern: Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.", "novelty": "Evaluation data is used as the feedback signal for improving loop behavior.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "592", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L592"}
-{"row_id": "ale-0239", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Security review loop", "url": "patterns/security-review-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.", "description": "Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.", "key_contribution": "Provides a reusable loop pattern: Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "593", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L593"}
-{"row_id": "ale-0240", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Cost-control loop", "url": "patterns/cost-control-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.", "description": "Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.", "key_contribution": "Provides a reusable loop pattern: Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "594", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L594"}
-{"row_id": "ale-0241", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Bug hunting loop", "url": "patterns/bug-hunting-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Discovers, reproduces, minimizes, and reports bugs with concrete evidence.", "description": "Discovers, reproduces, minimizes, and reports bugs with concrete evidence.", "key_contribution": "Provides a reusable loop pattern: Discovers, reproduces, minimizes, and reports bugs with concrete evidence.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "595", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L595"}
-{"row_id": "ale-0242", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Enterprise approval loop", "url": "patterns/enterprise-approval-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Drives a permissioned change through required gates and approvers with a full audit trail.", "description": "Drives a permissioned change through required gates and approvers with a full audit trail.", "key_contribution": "Provides a reusable loop pattern: Drives a permissioned change through required gates and approvers with a full audit trail.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "596", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L596"}
-{"row_id": "ale-0243", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Incident response loop", "url": "patterns/incident-response-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Triages an alert into an owned, evidence-backed incident with a postmortem seed.", "description": "Triages an alert into an owned, evidence-backed incident with a postmortem seed.", "key_contribution": "Provides a reusable loop pattern: Triages an alert into an owned, evidence-backed incident with a postmortem seed.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "597", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L597"}
-{"row_id": "ale-0244", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Data-quality loop", "url": "patterns/data-quality-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Validates each dataset refresh against quality rules and quarantines bad versions.", "description": "Validates each dataset refresh against quality rules and quarantines bad versions.", "key_contribution": "Provides a reusable loop pattern: Validates each dataset refresh against quality rules and quarantines bad versions.", "novelty": "The list is made machine-readable as a tabular dataset rather than only a Markdown page.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "598", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L598"}
-{"row_id": "ale-0245", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Release-note loop", "url": "patterns/release-note-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Drafts release notes from merged commits, issues, and PRs with linked evidence.", "description": "Drafts release notes from merged commits, issues, and PRs with linked evidence.", "key_contribution": "Provides a reusable loop pattern: Drafts release notes from merged commits, issues, and PRs with linked evidence.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "599", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L599"}
-{"row_id": "ale-0246", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Model-routing loop", "url": "patterns/model-routing-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Routes tasks across models on measured quality, latency, privacy, and cost.", "description": "Routes tasks across models on measured quality, latency, privacy, and cost.", "key_contribution": "Provides a reusable loop pattern: Routes tasks across models on measured quality, latency, privacy, and cost.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "600", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L600"}
-{"row_id": "ale-0247", "section": "Critiques, Risks, And Limitations", "section_slug": "critiques-risks-and-limitations", "resource_type": "Critique", "marker": "⚠️", "title": "Most Developers Do Not Need Agent Loops Yet", "url": "https://alphasignalai.substack.com/p/most-developers-do-not-need-agent", "url_kind": "external", "domain": "alphasignalai.substack.com", "annotation": "Useful caution against adopting loops before the task, signal, and economics justify them.", "description": "Useful caution against adopting loops before the task, signal, and economics justify them.", "key_contribution": "Names a risk or boundary condition: Useful caution against adopting loops before the task, signal, and economics justify them.", "novelty": "Keeps adoption grounded in known failure modes, economics, and operational limits.", "impact": "Preserves cautionary evidence so adoption stays proportional to task risk, signal quality, and economics.", "signal": "Risk or limitation analysis; signal comes from boundary conditions, failure modes, and adoption cautions.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "604", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L604"}
-{"row_id": "ale-0248", "section": "Critiques, Risks, And Limitations", "section_slug": "critiques-risks-and-limitations", "resource_type": "Critique", "marker": "⚠️", "title": "Engineering Agentic Systems for Reliability", "url": "https://pruningmypothos.com/systems/engineering-agentic-systems-for-reliability/", "url_kind": "external", "domain": "pruningmypothos.com", "annotation": "Cautions that agentic systems fail at boundaries when permissions, verification, traceability, and escalation are weak.", "description": "Cautions that agentic systems fail at boundaries when permissions, verification, traceability, and escalation are weak.", "key_contribution": "Names a risk or boundary condition: Cautions that agentic systems fail at boundaries when permissions, verification, traceability, and escalation are weak.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Preserves cautionary evidence so adoption stays proportional to task risk, signal quality, and economics.", "signal": "Risk or limitation analysis; signal comes from boundary conditions, failure modes, and adoption cautions.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "605", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L605"}
-{"row_id": "ale-0249", "section": "Critiques, Risks, And Limitations", "section_slug": "critiques-risks-and-limitations", "resource_type": "Critique", "marker": "⚠️", "title": "Self-Correcting Agents: Reflexion, CRITIC, and ReAct Loops Compared", "url": "https://callsphere.ai/blog/self-correcting-agents-reflexion-critic-react-loops-compared-2026", "url_kind": "external", "domain": "callsphere.ai", "annotation": "Compares self-correction patterns and their cost/failure tradeoffs.", "description": "Compares self-correction patterns and their cost/failure tradeoffs.", "key_contribution": "Names a risk or boundary condition: Compares self-correction patterns and their cost/failure tradeoffs.", "novelty": "Keeps adoption grounded in known failure modes, economics, and operational limits.", "impact": "Preserves cautionary evidence so adoption stays proportional to task risk, signal quality, and economics.", "signal": "Risk or limitation analysis; signal comes from boundary conditions, failure modes, and adoption cautions.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "606", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L606"}
-{"row_id": "ale-0250", "section": "Critiques, Risks, And Limitations", "section_slug": "critiques-risks-and-limitations", "resource_type": "Critique", "marker": "⚠️", "title": "How to Build an AI Agent Harness: A 2026 Complete Guide", "url": "https://atlan.com/know/how-to-build-ai-agent-harness/", "url_kind": "external", "domain": "atlan.com", "annotation": "Broad guide with useful warnings on data readiness, permissions, context management, and evaluation.", "description": "Broad guide with useful warnings on data readiness, permissions, context management, and evaluation.", "key_contribution": "Names a risk or boundary condition: Broad guide with useful warnings on data readiness, permissions, context management, and evaluation.", "novelty": "Evaluation data is used as the feedback signal for improving loop behavior.", "impact": "Preserves cautionary evidence so adoption stays proportional to task risk, signal quality, and economics.", "signal": "Risk or limitation analysis; signal comes from boundary conditions, failure modes, and adoption cautions.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "607", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L607"}
-{"row_id": "ale-0251", "section": "Critiques, Risks, And Limitations", "section_slug": "critiques-risks-and-limitations", "resource_type": "Critique", "marker": "⚠️", "title": "Harness Engineering vs Prompt Engineering vs Context Engineering Explained", "url": "https://medium.com/@visrow/harness-engineering-vs-prompt-engineering-vs-context-engineering-explained-0423b692c87d", "url_kind": "external", "domain": "medium.com", "annotation": "Adjacent framing that helps avoid confusing loop engineering with the surrounding harness discipline.", "description": "Adjacent framing that helps avoid confusing loop engineering with the surrounding harness discipline.", "key_contribution": "Names a risk or boundary condition: Adjacent framing that helps avoid confusing loop engineering with the surrounding harness discipline.", "novelty": "Context is managed as durable loop state rather than a single prompt payload.", "impact": "Preserves cautionary evidence so adoption stays proportional to task risk, signal quality, and economics.", "signal": "Risk or limitation analysis; signal comes from boundary conditions, failure modes, and adoption cautions.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "608", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L608"}
-{"row_id": "ale-0252", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome Harness Engineering", "url": "https://github.com/ai-boost/awesome-harness-engineering", "url_kind": "external", "domain": "github.com", "annotation": "Comprehensive list for the agent harness layer that Loop Engineering builds on.", "description": "Comprehensive list for the agent harness layer that Loop Engineering builds on.", "key_contribution": "Maps adjacent resources and ecosystems: Comprehensive list for the agent harness layer that Loop Engineering builds on.", "novelty": "Connects neighboring ecosystems while preserving Loop Engineering as a narrower operating concept.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "612", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L612"}
-{"row_id": "ale-0253", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome Harness Engineering", "url": "https://github.com/walkinglabs/awesome-harness-engineering", "url_kind": "external", "domain": "github.com", "annotation": "High-signal harness list with strong categories for context, guardrails, specs, evals, runtimes, and benchmarks.", "description": "High-signal harness list with strong categories for context, guardrails, specs, evals, runtimes, and benchmarks.", "key_contribution": "Maps adjacent resources and ecosystems: High-signal harness list with strong categories for context, guardrails, specs, evals, runtimes, and benchmarks.", "novelty": "Evaluation data is used as the feedback signal for improving loop behavior.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "613", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L613"}
-{"row_id": "ale-0254", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome Agent Harness", "url": "https://github.com/AutoJunjie/awesome-agent-harness", "url_kind": "external", "domain": "github.com", "annotation": "Curated tools and resources for environments, constraints, and feedback around coding agents.", "description": "Curated tools and resources for environments, constraints, and feedback around coding agents.", "key_contribution": "Maps adjacent resources and ecosystems: Curated tools and resources for environments, constraints, and feedback around coding agents.", "novelty": "Connects neighboring ecosystems while preserving Loop Engineering as a narrower operating concept.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "614", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L614"}
-{"row_id": "ale-0255", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome Context Engineering", "url": "https://github.com/Meirtz/Awesome-Context-Engineering", "url_kind": "external", "domain": "github.com", "annotation": "Survey-style list for context engineering across LLMs and agents.", "description": "Survey-style list for context engineering across LLMs and agents.", "key_contribution": "Maps adjacent resources and ecosystems: Survey-style list for context engineering across LLMs and agents.", "novelty": "Context is managed as durable loop state rather than a single prompt payload.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "615", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L615"}
-{"row_id": "ale-0256", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome Prompt Engineering", "url": "https://github.com/promptslab/Awesome-Prompt-Engineering", "url_kind": "external", "domain": "github.com", "annotation": "Classic adjacent list for prompt techniques and prompting resources.", "description": "Classic adjacent list for prompt techniques and prompting resources.", "key_contribution": "Maps adjacent resources and ecosystems: Classic adjacent list for prompt techniques and prompting resources.", "novelty": "Connects neighboring ecosystems while preserving Loop Engineering as a narrower operating concept.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "616", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L616"}
-{"row_id": "ale-0257", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome LLM Agents", "url": "https://github.com/kaushikb11/awesome-llm-agents", "url_kind": "external", "domain": "github.com", "annotation": "General list of LLM agent papers, frameworks, and applications.", "description": "General list of LLM agent papers, frameworks, and applications.", "key_contribution": "Maps adjacent resources and ecosystems: General list of LLM agent papers, frameworks, and applications.", "novelty": "Connects neighboring ecosystems while preserving Loop Engineering as a narrower operating concept.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "617", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L617"}
-{"row_id": "ale-0258", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome AI Agents", "url": "https://github.com/e2b-dev/awesome-ai-agents", "url_kind": "external", "domain": "github.com", "annotation": "Broad AI agent ecosystem map.", "description": "Broad AI agent ecosystem map.", "key_contribution": "Maps adjacent resources and ecosystems: Broad AI agent ecosystem map.", "novelty": "Connects neighboring ecosystems while preserving Loop Engineering as a narrower operating concept.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "618", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L618"}
-{"row_id": "ale-0259", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome CLI Coding Agents", "url": "https://github.com/bradAGI/awesome-cli-coding-agents", "url_kind": "external", "domain": "github.com", "annotation": "Directory of terminal-native coding agents, parallel runners, autonomous loops, and the harnesses that orchestrate them.", "description": "Directory of terminal-native coding agents, parallel runners, autonomous loops, and the harnesses that orchestrate them.", "key_contribution": "Maps adjacent resources and ecosystems: Directory of terminal-native coding agents, parallel runners, autonomous loops, and the harnesses that orchestrate them.", "novelty": "Orchestration and control flow are made explicit and inspectable.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "619", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L619"}
-{"row_id": "ale-0260", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome Self-Evolving Agents", "url": "https://github.com/XMUDeepLIT/Awesome-Self-Evolving-Agents", "url_kind": "external", "domain": "github.com", "annotation": "Survey-style list of agents that improve themselves over repeated runs, an adjacent angle on long-running loops with memory and verification.", "description": "Survey-style list of agents that improve themselves over repeated runs, an adjacent angle on long-running loops with memory and verification.", "key_contribution": "Maps adjacent resources and ecosystems: Survey-style list of agents that improve themselves over repeated runs, an adjacent angle on long-running loops with memory and verification.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "620", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L620"}
-{"row_id": "ale-0261", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome AI Agent Papers", "url": "https://github.com/VoltAgent/awesome-ai-agent-papers", "url_kind": "external", "domain": "github.com", "annotation": "Curated 2026 research collection across agent engineering, memory, evaluation, workflows, and autonomous systems, a paper-level feeder for loop-design foundations.", "description": "Curated 2026 research collection across agent engineering, memory, evaluation, workflows, and autonomous systems, a paper-level feeder for loop-design foundations.", "key_contribution": "Maps adjacent resources and ecosystems: Curated 2026 research collection across agent engineering, memory, evaluation, workflows, and autonomous systems, a paper-level feeder for loop-design foundations.", "novelty": "Evaluation data is used as the feedback signal for improving loop behavior.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "621", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L621"}
+{"row_id": "ale-0179", "section": "Orchestration And Multi-Agent Delegation", "section_slug": "orchestration-and-multi-agent-delegation", "resource_type": "Tool", "marker": "🧰", "title": "Agent-as-a-Router", "url": "https://github.com/LanceZPF/agent-as-a-router", "url_kind": "external", "domain": "github.com", "annotation": "Agentic model routing for coding agents reframed as a context-action-feedback loop (ACRouter: orchestrator, verifier, memory) that learns which LLM to route each task to from execution feedback rather than frozen priors, with the CodeRouterBench benchmark across 8 frontier models.", "description": "Agentic model routing for coding agents reframed as a context-action-feedback loop (ACRouter: orchestrator, verifier, memory) that learns which LLM to route each task to from execution feedback rather than frozen priors, with the CodeRouterBench benchmark across 8 frontier models.", "key_contribution": "Provides an implementation surface for loop builders: Agentic model routing for coding agents reframed as a context-action-feedback loop (ACRouter: orchestrator, verifier, memory) that learns which LLM to route each task to from execution feedback rather than frozen priors, with the CodeRouterBench benchmark across 8 frontier models.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Maps the runtimes and coordination patterns used to split loop work across specialized agents and durable workflows.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "487", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L487"}
+{"row_id": "ale-0180", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Benchmark", "marker": "🧪", "title": "SWE-bench", "url": "https://www.swebench.com/", "url_kind": "external", "domain": "www.swebench.com", "annotation": "Benchmark for resolving real GitHub issues through code editing and tests.", "description": "Benchmark for resolving real GitHub issues through code editing and tests.", "key_contribution": "Provides an evaluation signal for loop builders: Benchmark for resolving real GitHub issues through code editing and tests.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Evaluation artifact or leaderboard; signal comes from measurable tasks and repeatable scoring.", "signal_strength": "high", "source_readme": "README.md", "source_line": "491", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L491"}
+{"row_id": "ale-0181", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "SWE-bench: Can Language Models Resolve Real-World GitHub Issues?", "url": "https://arxiv.org/abs/2310.06770", "url_kind": "external", "domain": "arxiv.org", "annotation": "Original SWE-bench paper.", "description": "Original SWE-bench paper.", "key_contribution": "Original SWE-bench paper.", "novelty": "Links loop design to measurable tasks where progress and failure can be compared.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "492", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L492"}
+{"row_id": "ale-0182", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "SWE-bench Goes Live", "url": "https://arxiv.org/abs/2505.23419", "url_kind": "external", "domain": "arxiv.org", "annotation": "Dynamic benchmark designed to reduce overfitting to static issue sets.", "description": "Dynamic benchmark designed to reduce overfitting to static issue sets.", "key_contribution": "Dynamic benchmark designed to reduce overfitting to static issue sets.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "493", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L493"}
+{"row_id": "ale-0183", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Benchmark", "marker": "🧪", "title": "Terminal-Bench", "url": "https://www.tbench.ai/", "url_kind": "external", "domain": "www.tbench.ai", "annotation": "Benchmark for agents operating in terminal environments.", "description": "Benchmark for agents operating in terminal environments.", "key_contribution": "Provides an evaluation signal for loop builders: Benchmark for agents operating in terminal environments.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Evaluation artifact or leaderboard; signal comes from measurable tasks and repeatable scoring.", "signal_strength": "high", "source_readme": "README.md", "source_line": "494", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L494"}
+{"row_id": "ale-0184", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Tool", "marker": "🧰", "title": "Terminal-Bench repository", "url": "https://github.com/harbor-framework/terminal-bench", "url_kind": "external", "domain": "github.com", "annotation": "Open-source benchmark and harness for hard terminal tasks.", "description": "Open-source benchmark and harness for hard terminal tasks.", "key_contribution": "Provides an implementation surface for loop builders: Open-source benchmark and harness for hard terminal tasks.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "495", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L495"}
+{"row_id": "ale-0185", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "AgentBench", "url": "https://arxiv.org/abs/2308.03688", "url_kind": "external", "domain": "arxiv.org", "annotation": "Multi-environment benchmark for evaluating LLMs as agents.", "description": "Multi-environment benchmark for evaluating LLMs as agents.", "key_contribution": "Multi-environment benchmark for evaluating LLMs as agents.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "496", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L496"}
+{"row_id": "ale-0186", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "WebArena", "url": "https://arxiv.org/abs/2307.13854", "url_kind": "external", "domain": "arxiv.org", "annotation": "Realistic web environment for autonomous agents.", "description": "Realistic web environment for autonomous agents.", "key_contribution": "Realistic web environment for autonomous agents.", "novelty": "Links loop design to measurable tasks where progress and failure can be compared.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "497", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L497"}
+{"row_id": "ale-0187", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "OSWorld", "url": "https://arxiv.org/abs/2404.07972", "url_kind": "external", "domain": "arxiv.org", "annotation": "Benchmark for multimodal agents operating full computer environments.", "description": "Benchmark for multimodal agents operating full computer environments.", "key_contribution": "Benchmark for multimodal agents operating full computer environments.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "498", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L498"}
+{"row_id": "ale-0188", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "ToolBench", "url": "https://arxiv.org/abs/2307.16789", "url_kind": "external", "domain": "arxiv.org", "annotation": "Tool-use benchmark and dataset for tool-augmented agents.", "description": "Tool-use benchmark and dataset for tool-augmented agents.", "key_contribution": "Tool-use benchmark and dataset for tool-augmented agents.", "novelty": "The list is made machine-readable as a tabular dataset rather than only a Markdown page.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "499", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L499"}
+{"row_id": "ale-0189", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "GAIA", "url": "https://arxiv.org/abs/2311.12983", "url_kind": "external", "domain": "arxiv.org", "annotation": "Benchmark for general AI assistants requiring reasoning, tool use, and multi-step work.", "description": "Benchmark for general AI assistants requiring reasoning, tool use, and multi-step work.", "key_contribution": "Benchmark for general AI assistants requiring reasoning, tool use, and multi-step work.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "500", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L500"}
+{"row_id": "ale-0190", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "Tau-bench", "url": "https://arxiv.org/abs/2406.12045", "url_kind": "external", "domain": "arxiv.org", "annotation": "Benchmark for tool-agent-user interactions in realistic domains.", "description": "Benchmark for tool-agent-user interactions in realistic domains.", "key_contribution": "Benchmark for tool-agent-user interactions in realistic domains.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "501", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L501"}
+{"row_id": "ale-0191", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "VisualWebArena", "url": "https://arxiv.org/abs/2401.13649", "url_kind": "external", "domain": "arxiv.org", "annotation": "Visually grounded web-agent benchmark extending WebArena.", "description": "Visually grounded web-agent benchmark extending WebArena.", "key_contribution": "Visually grounded web-agent benchmark extending WebArena.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "502", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L502"}
+{"row_id": "ale-0192", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "AppWorld", "url": "https://arxiv.org/abs/2407.18901", "url_kind": "external", "domain": "arxiv.org", "annotation": "Benchmark of interactive app tasks with state-based and execution-based evaluation.", "description": "Benchmark of interactive app tasks with state-based and execution-based evaluation.", "key_contribution": "Benchmark of interactive app tasks with state-based and execution-based evaluation.", "novelty": "Evaluation data is used as the feedback signal for improving loop behavior.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "503", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L503"}
+{"row_id": "ale-0193", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "Vending-Bench", "url": "https://arxiv.org/abs/2502.15840", "url_kind": "external", "domain": "arxiv.org", "annotation": "Benchmark for long-term coherence of autonomous agents; documents how small errors compound over very long loop horizons.", "description": "Benchmark for long-term coherence of autonomous agents; documents how small errors compound over very long loop horizons.", "key_contribution": "Benchmark for long-term coherence of autonomous agents; documents how small errors compound over very long loop horizons.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "504", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L504"}
+{"row_id": "ale-0194", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Benchmark", "marker": "🧪", "title": "Vending-Bench leaderboard", "url": "https://andonlabs.com/evals/vending-bench", "url_kind": "external", "domain": "andonlabs.com", "annotation": "Live long-horizon coherence results from Andon Labs.", "description": "Live long-horizon coherence results from Andon Labs.", "key_contribution": "Provides an evaluation signal for loop builders: Live long-horizon coherence results from Andon Labs.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Evaluation artifact or leaderboard; signal comes from measurable tasks and repeatable scoring.", "signal_strength": "high", "source_readme": "README.md", "source_line": "505", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L505"}
+{"row_id": "ale-0195", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "SWE-EVO: Benchmarking Coding Agents in Long-Horizon Software Evolution Scenarios", "url": "https://arxiv.org/abs/2512.18470", "url_kind": "external", "domain": "arxiv.org", "annotation": "Release-note-derived evolution tasks where agents score far below isolated-issue benchmarks, quantifying the long-horizon gap loops must manage.", "description": "Release-note-derived evolution tasks where agents score far below isolated-issue benchmarks, quantifying the long-horizon gap loops must manage.", "key_contribution": "Release-note-derived evolution tasks where agents score far below isolated-issue benchmarks, quantifying the long-horizon gap loops must manage.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "506", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L506"}
+{"row_id": "ale-0196", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "EvoSkills: Self-Evolving Agent Skills via Co-Evolutionary Verification", "url": "https://arxiv.org/abs/2604.01687", "url_kind": "external", "domain": "arxiv.org", "annotation": "A skill generator and a co-evolving surrogate verifier improve multi-file skill packages over iterations, evaluated on the SkillsBench benchmark of structured skill bundles.", "description": "A skill generator and a co-evolving surrogate verifier improve multi-file skill packages over iterations, evaluated on the SkillsBench benchmark of structured skill bundles.", "key_contribution": "A skill generator and a co-evolving surrogate verifier improve multi-file skill packages over iterations, evaluated on the SkillsBench benchmark of structured skill bundles.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "507", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L507"}
+{"row_id": "ale-0197", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "SaaSBench: Coding Agents in Long-Horizon Enterprise SaaS Engineering", "url": "https://arxiv.org/abs/2605.17526", "url_kind": "external", "domain": "arxiv.org", "annotation": "Benchmark for agents on multi-dependency, interactive enterprise tasks, with automated evaluation that probes where long-horizon loops break down.", "description": "Benchmark for agents on multi-dependency, interactive enterprise tasks, with automated evaluation that probes where long-horizon loops break down.", "key_contribution": "Benchmark for agents on multi-dependency, interactive enterprise tasks, with automated evaluation that probes where long-horizon loops break down.", "novelty": "Evaluation data is used as the feedback signal for improving loop behavior.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "508", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L508"}
+{"row_id": "ale-0198", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "RoadmapBench: Evaluating Long-Horizon Agentic Software Development Across Version Upgrades", "url": "https://arxiv.org/abs/2605.15846", "url_kind": "external", "domain": "arxiv.org", "annotation": "115 real version-upgrade tasks across 17 repositories requiring multi-file changes (median ~3,700 lines), stressing how far agent loops sustain coherent, large-scale work.", "description": "115 real version-upgrade tasks across 17 repositories requiring multi-file changes (median ~3,700 lines), stressing how far agent loops sustain coherent, large-scale work.", "key_contribution": "115 real version-upgrade tasks across 17 repositories requiring multi-file changes (median ~3,700 lines), stressing how far agent loops sustain coherent, large-scale work.", "novelty": "The work targets tasks that exceed a single context window or prompt session.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "509", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L509"}
+{"row_id": "ale-0199", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "SlopCodeBench: Benchmarking How Coding Agents Degrade Over Long-Horizon Iterative Tasks", "url": "https://arxiv.org/abs/2603.24755", "url_kind": "external", "domain": "arxiv.org", "annotation": "Quantifies structural erosion and verbosity creep across iteration checkpoints in native harnesses like Claude Code and Codex, evidence for why loops need verification and budgets.", "description": "Quantifies structural erosion and verbosity creep across iteration checkpoints in native harnesses like Claude Code and Codex, evidence for why loops need verification and budgets.", "key_contribution": "Quantifies structural erosion and verbosity creep across iteration checkpoints in native harnesses like Claude Code and Codex, evidence for why loops need verification and budgets.", "novelty": "Checkpointed state makes long-running agent work recoverable across failures.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "510", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L510"}
+{"row_id": "ale-0200", "section": "Benchmarks And Evaluation", "section_slug": "benchmarks-and-evaluation", "resource_type": "Paper", "marker": "📄", "title": "LongCLI-Bench: A Preliminary Benchmark for Long-horizon Agentic Programming in Command-Line Interfaces", "url": "https://arxiv.org/abs/2602.14337", "url_kind": "external", "domain": "arxiv.org", "annotation": "Long-horizon CLI tasks where most runs stall below 30% completion, mapping where unattended loops break down.", "description": "Long-horizon CLI tasks where most runs stall below 30% completion, mapping where unattended loops break down.", "key_contribution": "Long-horizon CLI tasks where most runs stall below 30% completion, mapping where unattended loops break down.", "novelty": "The work turns loop quality into a measurable task or score.", "impact": "Provides measurement targets for long-horizon, tool-using, coding, web, and terminal agents.", "signal": "Research preprint with stable arXiv identifier.", "signal_strength": "high", "source_readme": "README.md", "source_line": "511", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L511"}
+{"row_id": "ale-0201", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "Agentic Engineering: The Agent Loop", "url": "https://junpingyi.com/books/agentic-engineering/agent-loop/", "url_kind": "external", "domain": "junpingyi.com", "annotation": "Minimal mental model for the loop underlying agent operation.", "description": "Minimal mental model for the loop underlying agent operation.", "key_contribution": "Minimal mental model for the loop underlying agent operation.", "novelty": "Translates agent-loop ideas into operator-facing workflows for repeated delegated work.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "515", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L515"}
+{"row_id": "ale-0202", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "The agent loop: ReAct, plan-and-execute, reflection", "url": "https://www.kunwar.page/chapter/067-the-agent-loop-react-plan-and-execute-reflection", "url_kind": "external", "domain": "www.kunwar.page", "annotation": "Practical walkthrough of the base loop and common variants.", "description": "Practical walkthrough of the base loop and common variants.", "key_contribution": "Practical walkthrough of the base loop and common variants.", "novelty": "Translates agent-loop ideas into operator-facing workflows for repeated delegated work.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "516", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L516"}
+{"row_id": "ale-0203", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "How to Build an Agent", "url": "https://ampcode.com/how-to-build-an-agent", "url_kind": "external", "domain": "ampcode.com", "annotation": "Thorsten Ball's demystification of the inner agent loop: a model, a loop, and enough tokens.", "description": "Thorsten Ball's demystification of the inner agent loop: a model, a loop, and enough tokens.", "key_contribution": "Thorsten Ball's demystification of the inner agent loop: a model, a loop, and enough tokens.", "novelty": "Translates agent-loop ideas into operator-facing workflows for repeated delegated work.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "517", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L517"}
+{"row_id": "ale-0204", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "Agentic Coding Recommendations", "url": "https://lucumr.pocoo.org/2025/6/12/agentic-coding/", "url_kind": "external", "domain": "lucumr.pocoo.org", "annotation": "Armin Ronacher's field notes on which practices hold up when agents do most of the work.", "description": "Armin Ronacher's field notes on which practices hold up when agents do most of the work.", "key_contribution": "Armin Ronacher's field notes on which practices hold up when agents do most of the work.", "novelty": "Translates agent-loop ideas into operator-facing workflows for repeated delegated work.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "518", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L518"}
+{"row_id": "ale-0205", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "Coding Agents 101: The Art of Actually Getting Things Done", "url": "https://devin.ai/agents101", "url_kind": "external", "domain": "devin.ai", "annotation": "Practical delegation guidance from the Devin team on scoping tasks agents can actually finish.", "description": "Practical delegation guidance from the Devin team on scoping tasks agents can actually finish.", "key_contribution": "Practical delegation guidance from the Devin team on scoping tasks agents can actually finish.", "novelty": "Translates agent-loop ideas into operator-facing workflows for repeated delegated work.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "519", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L519"}
+{"row_id": "ale-0206", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "How Anthropic teams use Claude Code", "url": "https://claude.com/blog/how-anthropic-teams-use-claude-code", "url_kind": "external", "domain": "claude.com", "annotation": "Cross-team field report of real recurring agent workflows in engineering, security, and data science.", "description": "Cross-team field report of real recurring agent workflows in engineering, security, and data science.", "key_contribution": "Cross-team field report of real recurring agent workflows in engineering, security, and data science.", "novelty": "Translates agent-loop ideas into operator-facing workflows for repeated delegated work.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "520", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L520"}
+{"row_id": "ale-0207", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "How Boris Uses Claude Code", "url": "https://howborisusesclaudecode.com/", "url_kind": "external", "domain": "howborisusesclaudecode.com", "annotation": "Unofficial but concrete compilation of Boris Cherny's autonomous setups: parallel worktrees, auto mode, `/loop`, `/schedule`, dynamic workflows, and `/goal` completion conditions.", "description": "Unofficial but concrete compilation of Boris Cherny's autonomous setups: parallel worktrees, auto mode, `/loop`, `/schedule`, dynamic workflows, and `/goal` completion conditions.", "key_contribution": "Unofficial but concrete compilation of Boris Cherny's autonomous setups: parallel worktrees, auto mode, `/loop`, `/schedule`, dynamic workflows, and `/goal` completion conditions.", "novelty": "Workspace isolation is part of the loop design, not an afterthought.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "521", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L521"}
+{"row_id": "ale-0208", "section": "Operations Playbooks", "section_slug": "operations-playbooks", "resource_type": "Blog", "marker": "📝", "title": "Agent of the Day: Copilot Agent PR Analysis", "url": "https://github.github.com/gh-aw/blog/2026-05-26-agent-of-the-day/", "url_kind": "external", "domain": "github.github.com", "annotation": "Official walkthrough of a daily scheduled agentic workflow that ingests PR data, analyzes it, and publishes findings to a Discussion, a concrete recurring loop with trigger, intake, analysis, and output.", "description": "Official walkthrough of a daily scheduled agentic workflow that ingests PR data, analyzes it, and publishes findings to a Discussion, a concrete recurring loop with trigger, intake, analysis, and output.", "key_contribution": "Official walkthrough of a daily scheduled agentic workflow that ingests PR data, analyzes it, and publishes findings to a Discussion, a concrete recurring loop with trigger, intake, analysis, and output.", "novelty": "Primary-source operational guidance rather than commentary.", "impact": "Collects practitioner workflows for running agents as delegated work systems rather than isolated prompts.", "signal": "Practitioner essay or field note; signal comes from concrete experience, framing, examples, or adoption discussion.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "522", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L522"}
+{"row_id": "ale-0209", "section": "Templates And Patterns", "section_slug": "templates-and-patterns", "resource_type": "Template", "marker": "🧾", "title": "Resource entry template", "url": "templates/resource-entry.md", "url_kind": "local_path", "domain": "", "annotation": "Format for adding a single resource with evidence quality and category fit.", "description": "Format for adding a single resource with evidence quality and category fit.", "key_contribution": "Provides a reusable project artifact: Format for adding a single resource with evidence quality and category fit.", "novelty": "The resource is directly reusable as a starting artifact.", "impact": "Provides reusable repository-native artifacts that contributors can adapt into loop specs, resources, and examples.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "528", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L528"}
+{"row_id": "ale-0210", "section": "Templates And Patterns", "section_slug": "templates-and-patterns", "resource_type": "Template", "marker": "🧾", "title": "Loop pattern template", "url": "templates/loop-pattern.md", "url_kind": "local_path", "domain": "", "annotation": "Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.", "description": "Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.", "key_contribution": "Provides a reusable project artifact: Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.", "novelty": "The resource is directly reusable as a starting artifact.", "impact": "Provides reusable repository-native artifacts that contributors can adapt into loop specs, resources, and examples.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "529", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L529"}
+{"row_id": "ale-0211", "section": "Templates And Patterns", "section_slug": "templates-and-patterns", "resource_type": "Template", "marker": "🧾", "title": "Loop contract schema", "url": "schemas/loop-contract.schema.json", "url_kind": "local_path", "domain": "", "annotation": "Machine-readable schema for portable loop specs.", "description": "Machine-readable schema for portable loop specs.", "key_contribution": "Provides a reusable project artifact: Machine-readable schema for portable loop specs.", "novelty": "The contribution is machine-readable and validation-friendly.", "impact": "Provides reusable repository-native artifacts that contributors can adapt into loop specs, resources, and examples.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "530", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L530"}
+{"row_id": "ale-0212", "section": "Templates And Patterns", "section_slug": "templates-and-patterns", "resource_type": "Template", "marker": "🧾", "title": "Loop contract preview script", "url": "scripts/preview_loop_contract.py", "url_kind": "local_path", "domain": "", "annotation": "Dependency-free demo that validates and renders a loop contract JSON file.", "description": "Dependency-free demo that validates and renders a loop contract JSON file.", "key_contribution": "Provides a reusable project artifact: Dependency-free demo that validates and renders a loop contract JSON file.", "novelty": "The contribution is machine-readable and validation-friendly.", "impact": "Provides reusable repository-native artifacts that contributors can adapt into loop specs, resources, and examples.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "531", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L531"}
+{"row_id": "ale-0213", "section": "Templates And Patterns", "section_slug": "templates-and-patterns", "resource_type": "Template", "marker": "🧾", "title": "Translation guide", "url": "TRANSLATIONS.md", "url_kind": "local_path", "domain": "", "annotation": "How to add or maintain a language translation without drifting from the canonical English list.", "description": "How to add or maintain a language translation without drifting from the canonical English list.", "key_contribution": "Provides a reusable project artifact: How to add or maintain a language translation without drifting from the canonical English list.", "novelty": "The resource is directly reusable as a starting artifact.", "impact": "Provides reusable repository-native artifacts that contributors can adapt into loop specs, resources, and examples.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "532", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L532"}
+{"row_id": "ale-0214", "section": "Templates And Patterns", "section_slug": "templates-and-patterns", "resource_type": "Template", "marker": "🧾", "title": "Pattern library index", "url": "patterns/README.md", "url_kind": "local_path", "domain": "", "annotation": "Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.", "description": "Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.", "key_contribution": "Provides a reusable project artifact: Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Provides reusable repository-native artifacts that contributors can adapt into loop specs, resources, and examples.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "533", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L533"}
+{"row_id": "ale-0215", "section": "Examples And Schema", "section_slug": "examples-and-schema", "resource_type": "Pattern", "marker": "🔁", "title": "Example loop specs", "url": "examples/README.md", "url_kind": "local_path", "domain": "", "annotation": "Human-readable walkthroughs for PR babysitting, CI repair, and docs drift collection.", "description": "Human-readable walkthroughs for PR babysitting, CI repair, and docs drift collection.", "key_contribution": "Provides a reusable loop pattern: Human-readable walkthroughs for PR babysitting, CI repair, and docs drift collection.", "novelty": "Repository-native artifact that makes an otherwise informal practice concrete and reusable.", "impact": "Makes the loop contract executable and portable through validated JSON examples and runnable reference loops.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "541", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L541"}
+{"row_id": "ale-0216", "section": "Examples And Schema", "section_slug": "examples-and-schema", "resource_type": "Template", "marker": "🧾", "title": "Loop contract library", "url": "examples/README.md#contract-library", "url_kind": "local_path", "domain": "", "annotation": "Schema-validated loop contracts for every pattern-library loop, from PR babysitting to model routing.", "description": "Schema-validated loop contracts for every pattern-library loop, from PR babysitting to model routing.", "key_contribution": "Provides a reusable project artifact: Schema-validated loop contracts for every pattern-library loop, from PR babysitting to model routing.", "novelty": "The contribution is machine-readable and validation-friendly.", "impact": "Makes the loop contract executable and portable through validated JSON examples and runnable reference loops.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "542", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L542"}
+{"row_id": "ale-0217", "section": "Examples And Schema", "section_slug": "examples-and-schema", "resource_type": "Template", "marker": "🧾", "title": "Runnable test-repair loop", "url": "examples/runnable/test-repair-loop.sh", "url_kind": "local_path", "domain": "", "annotation": "Dependency-light reference loop script with a verification gate, retry budget, durable progress log, repeat-failure detection, and escalation exit.", "description": "Dependency-light reference loop script with a verification gate, retry budget, durable progress log, repeat-failure detection, and escalation exit.", "key_contribution": "Provides a reusable project artifact: Dependency-light reference loop script with a verification gate, retry budget, durable progress log, repeat-failure detection, and escalation exit.", "novelty": "Durable execution and replay are treated as first-class loop infrastructure.", "impact": "Makes the loop contract executable and portable through validated JSON examples and runnable reference loops.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "543", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L543"}
+{"row_id": "ale-0218", "section": "Examples And Schema", "section_slug": "examples-and-schema", "resource_type": "Template", "marker": "🧾", "title": "Runnable loop guide", "url": "examples/runnable/README.md", "url_kind": "local_path", "domain": "", "annotation": "Maps the script line by line to the Loop Contract and shows how to drive it with Claude Code, Codex CLI, or any agent CLI.", "description": "Maps the script line by line to the Loop Contract and shows how to drive it with Claude Code, Codex CLI, or any agent CLI.", "key_contribution": "Provides a reusable project artifact: Maps the script line by line to the Loop Contract and shows how to drive it with Claude Code, Codex CLI, or any agent CLI.", "novelty": "The resource is directly reusable as a starting artifact.", "impact": "Makes the loop contract executable and portable through validated JSON examples and runnable reference loops.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "544", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L544"}
+{"row_id": "ale-0219", "section": "Community Gallery", "section_slug": "community-gallery", "resource_type": "Template", "marker": "🧾", "title": "Loop gallery guide", "url": "gallery/README.md", "url_kind": "local_path", "domain": "", "annotation": "Quality bar for contributed loop examples with receipts and lessons learned.", "description": "Quality bar for contributed loop examples with receipts and lessons learned.", "key_contribution": "Provides a reusable project artifact: Quality bar for contributed loop examples with receipts and lessons learned.", "novelty": "The resource is directly reusable as a starting artifact.", "impact": "Gives contributors a format for publishing real or anonymized loop cases with receipts and lessons learned.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "558", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L558"}
+{"row_id": "ale-0220", "section": "Community Gallery", "section_slug": "community-gallery", "resource_type": "Template", "marker": "🧾", "title": "Loop gallery template", "url": "gallery/template.md", "url_kind": "local_path", "domain": "", "annotation": "Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.", "description": "Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.", "key_contribution": "Provides a reusable project artifact: Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Gives contributors a format for publishing real or anonymized loop cases with receipts and lessons learned.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "559", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L559"}
+{"row_id": "ale-0221", "section": "Community Gallery", "section_slug": "community-gallery", "resource_type": "Pattern", "marker": "🔁", "title": "PR babysitter reference loop", "url": "gallery/pr-babysitter-reference.md", "url_kind": "local_path", "domain": "", "annotation": "Reference gallery entry for keeping a pull request moving.", "description": "Reference gallery entry for keeping a pull request moving.", "key_contribution": "Provides a reusable loop pattern: Reference gallery entry for keeping a pull request moving.", "novelty": "Turns loop adoption into shareable cases with enough structure to compare lessons learned.", "impact": "Gives contributors a format for publishing real or anonymized loop cases with receipts and lessons learned.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "560", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L560"}
+{"row_id": "ale-0222", "section": "Community Gallery", "section_slug": "community-gallery", "resource_type": "Pattern", "marker": "🔁", "title": "CI repair reference loop", "url": "gallery/ci-repair-reference.md", "url_kind": "local_path", "domain": "", "annotation": "Reference gallery entry for turning failing CI into a verified patch or escalation.", "description": "Reference gallery entry for turning failing CI into a verified patch or escalation.", "key_contribution": "Provides a reusable loop pattern: Reference gallery entry for turning failing CI into a verified patch or escalation.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Gives contributors a format for publishing real or anonymized loop cases with receipts and lessons learned.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "561", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L561"}
+{"row_id": "ale-0223", "section": "Community Gallery", "section_slug": "community-gallery", "resource_type": "Pattern", "marker": "🔁", "title": "Docs drift reference loop", "url": "gallery/docs-drift-reference.md", "url_kind": "local_path", "domain": "", "annotation": "Reference gallery entry for recurring docs/code consistency checks.", "description": "Reference gallery entry for recurring docs/code consistency checks.", "key_contribution": "Provides a reusable loop pattern: Reference gallery entry for recurring docs/code consistency checks.", "novelty": "Turns loop adoption into shareable cases with enough structure to compare lessons learned.", "impact": "Gives contributors a format for publishing real or anonymized loop cases with receipts and lessons learned.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "562", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L562"}
+{"row_id": "ale-0224", "section": "Discovery And Distribution", "section_slug": "discovery-and-distribution", "resource_type": "Template", "marker": "🧾", "title": "Landing page", "url": "https://chaoyue0307.github.io/awesome-loop-engineering/", "url_kind": "external", "domain": "chaoyue0307.github.io", "annotation": "SEO-friendly entry point for the repository.", "description": "SEO-friendly entry point for the repository.", "key_contribution": "Provides a reusable project artifact: SEO-friendly entry point for the repository.", "novelty": "Makes the project discoverable as both documentation and machine-readable data.", "impact": "Documents how the project itself is packaged, indexed, mirrored, and made discoverable.", "signal": "Repository-native template, schema, checklist, or guide; signal comes from reuse inside this project.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "568", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L568"}
+{"row_id": "ale-0225", "section": "Discovery And Distribution", "section_slug": "discovery-and-distribution", "resource_type": "List", "marker": "🧭", "title": "Hugging Face dataset mirror", "url": "https://huggingface.co/datasets/cy0307/awesome-loop-engineering", "url_kind": "external", "domain": "huggingface.co", "annotation": "Synced dataset repo with the full project plus generated `data/resources.csv` and `data/resources.jsonl` resource sheets.", "description": "Synced dataset repo with the full project plus generated `data/resources.csv` and `data/resources.jsonl` resource sheets.", "key_contribution": "Maps adjacent resources and ecosystems: Synced dataset repo with the full project plus generated `data/resources.csv` and `data/resources.jsonl` resource sheets.", "novelty": "The list is made machine-readable as a tabular dataset rather than only a Markdown page.", "impact": "Documents how the project itself is packaged, indexed, mirrored, and made discoverable.", "signal": "Adjacent curated collection; signal comes from ecosystem coverage rather than a single technical claim.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "569", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L569"}
+{"row_id": "ale-0226", "section": "Discovery And Distribution", "section_slug": "discovery-and-distribution", "resource_type": "Template", "marker": "🧾", "title": "Landing page source", "url": "docs/index.html", "url_kind": "local_path", "domain": "", "annotation": "Source for the static landing page.", "description": "Source for the static landing page.", "key_contribution": "Provides a reusable project artifact: Source for the static landing page.", "novelty": "Makes the project discoverable as both documentation and machine-readable data.", "impact": "Documents how the project itself is packaged, indexed, mirrored, and made discoverable.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "570", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L570"}
+{"row_id": "ale-0227", "section": "Discovery And Distribution", "section_slug": "discovery-and-distribution", "resource_type": "Template", "marker": "🧾", "title": "Sitemap", "url": "docs/sitemap.xml", "url_kind": "local_path", "domain": "", "annotation": "Crawl hints for the landing page and core repository pages.", "description": "Crawl hints for the landing page and core repository pages.", "key_contribution": "Provides a reusable project artifact: Crawl hints for the landing page and core repository pages.", "novelty": "Makes the project discoverable as both documentation and machine-readable data.", "impact": "Documents how the project itself is packaged, indexed, mirrored, and made discoverable.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "571", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L571"}
+{"row_id": "ale-0228", "section": "Discovery And Distribution", "section_slug": "discovery-and-distribution", "resource_type": "Template", "marker": "🧾", "title": "Robots file", "url": "docs/robots.txt", "url_kind": "local_path", "domain": "", "annotation": "Allows indexing and points crawlers to the sitemap.", "description": "Allows indexing and points crawlers to the sitemap.", "key_contribution": "Provides a reusable project artifact: Allows indexing and points crawlers to the sitemap.", "novelty": "Makes the project discoverable as both documentation and machine-readable data.", "impact": "Documents how the project itself is packaged, indexed, mirrored, and made discoverable.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "572", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L572"}
+{"row_id": "ale-0229", "section": "Roadmap And Discussion", "section_slug": "roadmap-and-discussion", "resource_type": "Template", "marker": "🧾", "title": "Roadmap", "url": "ROADMAP.md", "url_kind": "local_path", "domain": "", "annotation": "Near-term work, pattern priorities, gallery goals, and open questions.", "description": "Near-term work, pattern priorities, gallery goals, and open questions.", "key_contribution": "Provides a reusable project artifact: Near-term work, pattern priorities, gallery goals, and open questions.", "novelty": "Keeps community evolution and evidence gathering part of the project surface.", "impact": "Keeps future work, community feedback, and pattern submissions visible.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "578", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L578"}
+{"row_id": "ale-0230", "section": "Roadmap And Discussion", "section_slug": "roadmap-and-discussion", "resource_type": "Template", "marker": "🧾", "title": "Launch article", "url": "posts/launch.md", "url_kind": "local_path", "domain": "", "annotation": "Shareable explanation of the concept and repository.", "description": "Shareable explanation of the concept and repository.", "key_contribution": "Provides a reusable project artifact: Shareable explanation of the concept and repository.", "novelty": "Keeps community evolution and evidence gathering part of the project surface.", "impact": "Keeps future work, community feedback, and pattern submissions visible.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "579", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L579"}
+{"row_id": "ale-0231", "section": "Roadmap And Discussion", "section_slug": "roadmap-and-discussion", "resource_type": "Template", "marker": "🧾", "title": "Discussion guide", "url": "meta/DISCUSSIONS.md", "url_kind": "local_path", "domain": "", "annotation": "Suggested discussion categories, starter prompts, and moderation standard.", "description": "Suggested discussion categories, starter prompts, and moderation standard.", "key_contribution": "Provides a reusable project artifact: Suggested discussion categories, starter prompts, and moderation standard.", "novelty": "The resource is directly reusable as a starting artifact.", "impact": "Keeps future work, community feedback, and pattern submissions visible.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "580", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L580"}
+{"row_id": "ale-0232", "section": "Roadmap And Discussion", "section_slug": "roadmap-and-discussion", "resource_type": "Pattern", "marker": "🔁", "title": "Show your Loop Engineering patterns", "url": "https://github.com/ChaoYue0307/awesome-loop-engineering/discussions/2", "url_kind": "external", "domain": "github.com", "annotation": "Community discussion for real or anonymized loop examples.", "description": "Community discussion for real or anonymized loop examples.", "key_contribution": "Provides a reusable loop pattern: Community discussion for real or anonymized loop examples.", "novelty": "Keeps community evolution and evidence gathering part of the project surface.", "impact": "Keeps future work, community feedback, and pattern submissions visible.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "581", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L581"}
+{"row_id": "ale-0233", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "PR babysitter", "url": "patterns/pr-babysitter.md", "url_kind": "local_path", "domain": "", "annotation": "Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.", "description": "Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.", "key_contribution": "Provides a reusable loop pattern: Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "587", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L587"}
+{"row_id": "ale-0234", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "CI repair loop", "url": "patterns/ci-repair-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.", "description": "Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.", "key_contribution": "Provides a reusable loop pattern: Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "588", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L588"}
+{"row_id": "ale-0235", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Docs drift collector", "url": "patterns/docs-drift-collector.md", "url_kind": "local_path", "domain": "", "annotation": "Finds mismatches between docs and code, proposes small patches, and verifies examples.", "description": "Finds mismatches between docs and code, proposes small patches, and verifies examples.", "key_contribution": "Provides a reusable loop pattern: Finds mismatches between docs and code, proposes small patches, and verifies examples.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "589", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L589"}
+{"row_id": "ale-0236", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Deploy verifier", "url": "patterns/deploy-verifier.md", "url_kind": "local_path", "domain": "", "annotation": "Watches rollout signals, compares them with release expectations, and stops on anomalies.", "description": "Watches rollout signals, compares them with release expectations, and stops on anomalies.", "key_contribution": "Provides a reusable loop pattern: Watches rollout signals, compares them with release expectations, and stops on anomalies.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "590", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L590"}
+{"row_id": "ale-0237", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Feedback clusterer", "url": "patterns/feedback-clusterer.md", "url_kind": "local_path", "domain": "", "annotation": "Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.", "description": "Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.", "key_contribution": "Provides a reusable loop pattern: Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "591", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L591"}
+{"row_id": "ale-0238", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Dependency triage loop", "url": "patterns/dependency-triage-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.", "description": "Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.", "key_contribution": "Provides a reusable loop pattern: Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "592", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L592"}
+{"row_id": "ale-0239", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Evaluation regression loop", "url": "patterns/evaluation-regression-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.", "description": "Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.", "key_contribution": "Provides a reusable loop pattern: Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.", "novelty": "Evaluation data is used as the feedback signal for improving loop behavior.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "593", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L593"}
+{"row_id": "ale-0240", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Security review loop", "url": "patterns/security-review-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.", "description": "Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.", "key_contribution": "Provides a reusable loop pattern: Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "594", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L594"}
+{"row_id": "ale-0241", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Cost-control loop", "url": "patterns/cost-control-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.", "description": "Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.", "key_contribution": "Provides a reusable loop pattern: Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "595", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L595"}
+{"row_id": "ale-0242", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Bug hunting loop", "url": "patterns/bug-hunting-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Discovers, reproduces, minimizes, and reports bugs with concrete evidence.", "description": "Discovers, reproduces, minimizes, and reports bugs with concrete evidence.", "key_contribution": "Provides a reusable loop pattern: Discovers, reproduces, minimizes, and reports bugs with concrete evidence.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "596", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L596"}
+{"row_id": "ale-0243", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Enterprise approval loop", "url": "patterns/enterprise-approval-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Drives a permissioned change through required gates and approvers with a full audit trail.", "description": "Drives a permissioned change through required gates and approvers with a full audit trail.", "key_contribution": "Provides a reusable loop pattern: Drives a permissioned change through required gates and approvers with a full audit trail.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "597", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L597"}
+{"row_id": "ale-0244", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Incident response loop", "url": "patterns/incident-response-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Triages an alert into an owned, evidence-backed incident with a postmortem seed.", "description": "Triages an alert into an owned, evidence-backed incident with a postmortem seed.", "key_contribution": "Provides a reusable loop pattern: Triages an alert into an owned, evidence-backed incident with a postmortem seed.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "598", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L598"}
+{"row_id": "ale-0245", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Data-quality loop", "url": "patterns/data-quality-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Validates each dataset refresh against quality rules and quarantines bad versions.", "description": "Validates each dataset refresh against quality rules and quarantines bad versions.", "key_contribution": "Provides a reusable loop pattern: Validates each dataset refresh against quality rules and quarantines bad versions.", "novelty": "The list is made machine-readable as a tabular dataset rather than only a Markdown page.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "599", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L599"}
+{"row_id": "ale-0246", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Release-note loop", "url": "patterns/release-note-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Drafts release notes from merged commits, issues, and PRs with linked evidence.", "description": "Drafts release notes from merged commits, issues, and PRs with linked evidence.", "key_contribution": "Provides a reusable loop pattern: Drafts release notes from merged commits, issues, and PRs with linked evidence.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "600", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L600"}
+{"row_id": "ale-0247", "section": "Pattern Library", "section_slug": "pattern-library", "resource_type": "Pattern", "marker": "🔁", "title": "Model-routing loop", "url": "patterns/model-routing-loop.md", "url_kind": "local_path", "domain": "", "annotation": "Routes tasks across models on measured quality, latency, privacy, and cost.", "description": "Routes tasks across models on measured quality, latency, privacy, and cost.", "key_contribution": "Provides a reusable loop pattern: Routes tasks across models on measured quality, latency, privacy, and cost.", "novelty": "Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths.", "impact": "Translates the abstract loop contract into operational patterns with triggers, gates, budgets, and escalation paths.", "signal": "Repository-native artifact maintained in this project; signal comes from local validation and reuse.", "signal_strength": "medium", "source_readme": "README.md", "source_line": "601", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L601"}
+{"row_id": "ale-0248", "section": "Critiques, Risks, And Limitations", "section_slug": "critiques-risks-and-limitations", "resource_type": "Critique", "marker": "⚠️", "title": "Most Developers Do Not Need Agent Loops Yet", "url": "https://alphasignalai.substack.com/p/most-developers-do-not-need-agent", "url_kind": "external", "domain": "alphasignalai.substack.com", "annotation": "Useful caution against adopting loops before the task, signal, and economics justify them.", "description": "Useful caution against adopting loops before the task, signal, and economics justify them.", "key_contribution": "Names a risk or boundary condition: Useful caution against adopting loops before the task, signal, and economics justify them.", "novelty": "Keeps adoption grounded in known failure modes, economics, and operational limits.", "impact": "Preserves cautionary evidence so adoption stays proportional to task risk, signal quality, and economics.", "signal": "Risk or limitation analysis; signal comes from boundary conditions, failure modes, and adoption cautions.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "605", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L605"}
+{"row_id": "ale-0249", "section": "Critiques, Risks, And Limitations", "section_slug": "critiques-risks-and-limitations", "resource_type": "Critique", "marker": "⚠️", "title": "Engineering Agentic Systems for Reliability", "url": "https://pruningmypothos.com/systems/engineering-agentic-systems-for-reliability/", "url_kind": "external", "domain": "pruningmypothos.com", "annotation": "Cautions that agentic systems fail at boundaries when permissions, verification, traceability, and escalation are weak.", "description": "Cautions that agentic systems fail at boundaries when permissions, verification, traceability, and escalation are weak.", "key_contribution": "Names a risk or boundary condition: Cautions that agentic systems fail at boundaries when permissions, verification, traceability, and escalation are weak.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Preserves cautionary evidence so adoption stays proportional to task risk, signal quality, and economics.", "signal": "Risk or limitation analysis; signal comes from boundary conditions, failure modes, and adoption cautions.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "606", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L606"}
+{"row_id": "ale-0250", "section": "Critiques, Risks, And Limitations", "section_slug": "critiques-risks-and-limitations", "resource_type": "Critique", "marker": "⚠️", "title": "Self-Correcting Agents: Reflexion, CRITIC, and ReAct Loops Compared", "url": "https://callsphere.ai/blog/self-correcting-agents-reflexion-critic-react-loops-compared-2026", "url_kind": "external", "domain": "callsphere.ai", "annotation": "Compares self-correction patterns and their cost/failure tradeoffs.", "description": "Compares self-correction patterns and their cost/failure tradeoffs.", "key_contribution": "Names a risk or boundary condition: Compares self-correction patterns and their cost/failure tradeoffs.", "novelty": "Keeps adoption grounded in known failure modes, economics, and operational limits.", "impact": "Preserves cautionary evidence so adoption stays proportional to task risk, signal quality, and economics.", "signal": "Risk or limitation analysis; signal comes from boundary conditions, failure modes, and adoption cautions.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "607", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L607"}
+{"row_id": "ale-0251", "section": "Critiques, Risks, And Limitations", "section_slug": "critiques-risks-and-limitations", "resource_type": "Critique", "marker": "⚠️", "title": "How to Build an AI Agent Harness: A 2026 Complete Guide", "url": "https://atlan.com/know/how-to-build-ai-agent-harness/", "url_kind": "external", "domain": "atlan.com", "annotation": "Broad guide with useful warnings on data readiness, permissions, context management, and evaluation.", "description": "Broad guide with useful warnings on data readiness, permissions, context management, and evaluation.", "key_contribution": "Names a risk or boundary condition: Broad guide with useful warnings on data readiness, permissions, context management, and evaluation.", "novelty": "Evaluation data is used as the feedback signal for improving loop behavior.", "impact": "Preserves cautionary evidence so adoption stays proportional to task risk, signal quality, and economics.", "signal": "Risk or limitation analysis; signal comes from boundary conditions, failure modes, and adoption cautions.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "608", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L608"}
+{"row_id": "ale-0252", "section": "Critiques, Risks, And Limitations", "section_slug": "critiques-risks-and-limitations", "resource_type": "Critique", "marker": "⚠️", "title": "Harness Engineering vs Prompt Engineering vs Context Engineering Explained", "url": "https://medium.com/@visrow/harness-engineering-vs-prompt-engineering-vs-context-engineering-explained-0423b692c87d", "url_kind": "external", "domain": "medium.com", "annotation": "Adjacent framing that helps avoid confusing loop engineering with the surrounding harness discipline.", "description": "Adjacent framing that helps avoid confusing loop engineering with the surrounding harness discipline.", "key_contribution": "Names a risk or boundary condition: Adjacent framing that helps avoid confusing loop engineering with the surrounding harness discipline.", "novelty": "Context is managed as durable loop state rather than a single prompt payload.", "impact": "Preserves cautionary evidence so adoption stays proportional to task risk, signal quality, and economics.", "signal": "Risk or limitation analysis; signal comes from boundary conditions, failure modes, and adoption cautions.", "signal_strength": "contextual", "source_readme": "README.md", "source_line": "609", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L609"}
+{"row_id": "ale-0253", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome Harness Engineering", "url": "https://github.com/ai-boost/awesome-harness-engineering", "url_kind": "external", "domain": "github.com", "annotation": "Comprehensive list for the agent harness layer that Loop Engineering builds on.", "description": "Comprehensive list for the agent harness layer that Loop Engineering builds on.", "key_contribution": "Maps adjacent resources and ecosystems: Comprehensive list for the agent harness layer that Loop Engineering builds on.", "novelty": "Connects neighboring ecosystems while preserving Loop Engineering as a narrower operating concept.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "613", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L613"}
+{"row_id": "ale-0254", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome Harness Engineering", "url": "https://github.com/walkinglabs/awesome-harness-engineering", "url_kind": "external", "domain": "github.com", "annotation": "High-signal harness list with strong categories for context, guardrails, specs, evals, runtimes, and benchmarks.", "description": "High-signal harness list with strong categories for context, guardrails, specs, evals, runtimes, and benchmarks.", "key_contribution": "Maps adjacent resources and ecosystems: High-signal harness list with strong categories for context, guardrails, specs, evals, runtimes, and benchmarks.", "novelty": "Evaluation data is used as the feedback signal for improving loop behavior.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "614", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L614"}
+{"row_id": "ale-0255", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome Agent Harness", "url": "https://github.com/AutoJunjie/awesome-agent-harness", "url_kind": "external", "domain": "github.com", "annotation": "Curated tools and resources for environments, constraints, and feedback around coding agents.", "description": "Curated tools and resources for environments, constraints, and feedback around coding agents.", "key_contribution": "Maps adjacent resources and ecosystems: Curated tools and resources for environments, constraints, and feedback around coding agents.", "novelty": "Connects neighboring ecosystems while preserving Loop Engineering as a narrower operating concept.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "615", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L615"}
+{"row_id": "ale-0256", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome Context Engineering", "url": "https://github.com/Meirtz/Awesome-Context-Engineering", "url_kind": "external", "domain": "github.com", "annotation": "Survey-style list for context engineering across LLMs and agents.", "description": "Survey-style list for context engineering across LLMs and agents.", "key_contribution": "Maps adjacent resources and ecosystems: Survey-style list for context engineering across LLMs and agents.", "novelty": "Context is managed as durable loop state rather than a single prompt payload.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "616", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L616"}
+{"row_id": "ale-0257", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome Prompt Engineering", "url": "https://github.com/promptslab/Awesome-Prompt-Engineering", "url_kind": "external", "domain": "github.com", "annotation": "Classic adjacent list for prompt techniques and prompting resources.", "description": "Classic adjacent list for prompt techniques and prompting resources.", "key_contribution": "Maps adjacent resources and ecosystems: Classic adjacent list for prompt techniques and prompting resources.", "novelty": "Connects neighboring ecosystems while preserving Loop Engineering as a narrower operating concept.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "617", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L617"}
+{"row_id": "ale-0258", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome LLM Agents", "url": "https://github.com/kaushikb11/awesome-llm-agents", "url_kind": "external", "domain": "github.com", "annotation": "General list of LLM agent papers, frameworks, and applications.", "description": "General list of LLM agent papers, frameworks, and applications.", "key_contribution": "Maps adjacent resources and ecosystems: General list of LLM agent papers, frameworks, and applications.", "novelty": "Connects neighboring ecosystems while preserving Loop Engineering as a narrower operating concept.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "618", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L618"}
+{"row_id": "ale-0259", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome AI Agents", "url": "https://github.com/e2b-dev/awesome-ai-agents", "url_kind": "external", "domain": "github.com", "annotation": "Broad AI agent ecosystem map.", "description": "Broad AI agent ecosystem map.", "key_contribution": "Maps adjacent resources and ecosystems: Broad AI agent ecosystem map.", "novelty": "Connects neighboring ecosystems while preserving Loop Engineering as a narrower operating concept.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "619", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L619"}
+{"row_id": "ale-0260", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome CLI Coding Agents", "url": "https://github.com/bradAGI/awesome-cli-coding-agents", "url_kind": "external", "domain": "github.com", "annotation": "Directory of terminal-native coding agents, parallel runners, autonomous loops, and the harnesses that orchestrate them.", "description": "Directory of terminal-native coding agents, parallel runners, autonomous loops, and the harnesses that orchestrate them.", "key_contribution": "Maps adjacent resources and ecosystems: Directory of terminal-native coding agents, parallel runners, autonomous loops, and the harnesses that orchestrate them.", "novelty": "Orchestration and control flow are made explicit and inspectable.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "620", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L620"}
+{"row_id": "ale-0261", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome Self-Evolving Agents", "url": "https://github.com/XMUDeepLIT/Awesome-Self-Evolving-Agents", "url_kind": "external", "domain": "github.com", "annotation": "Survey-style list of agents that improve themselves over repeated runs, an adjacent angle on long-running loops with memory and verification.", "description": "Survey-style list of agents that improve themselves over repeated runs, an adjacent angle on long-running loops with memory and verification.", "key_contribution": "Maps adjacent resources and ecosystems: Survey-style list of agents that improve themselves over repeated runs, an adjacent angle on long-running loops with memory and verification.", "novelty": "Verification is promoted from a final check to a loop-control signal.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "621", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L621"}
+{"row_id": "ale-0262", "section": "Adjacent Awesome Lists", "section_slug": "adjacent-awesome-lists", "resource_type": "List", "marker": "🧭", "title": "Awesome AI Agent Papers", "url": "https://github.com/VoltAgent/awesome-ai-agent-papers", "url_kind": "external", "domain": "github.com", "annotation": "Curated 2026 research collection across agent engineering, memory, evaluation, workflows, and autonomous systems, a paper-level feeder for loop-design foundations.", "description": "Curated 2026 research collection across agent engineering, memory, evaluation, workflows, and autonomous systems, a paper-level feeder for loop-design foundations.", "key_contribution": "Maps adjacent resources and ecosystems: Curated 2026 research collection across agent engineering, memory, evaluation, workflows, and autonomous systems, a paper-level feeder for loop-design foundations.", "novelty": "Evaluation data is used as the feedback signal for improving loop behavior.", "impact": "Connects readers to neighboring ecosystems while keeping Loop Engineering's scope distinct.", "signal": "Source repository or implementation artifact that can be inspected directly.", "signal_strength": "high", "source_readme": "README.md", "source_line": "622", "source_url": "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L622"}