diff --git "a/data/resources.csv" "b/data/resources.csv"
--- "a/data/resources.csv"
+++ "b/data/resources.csv"
@@ -1,11 +1,11 @@
 row_id,section,section_slug,resource_type,marker,title,url,url_kind,domain,annotation,description,key_contribution,novelty,impact,signal,signal_strength,source_readme,source_line,source_url,date_added,collection,collection_slug,user_goal,lifecycle_stages,audience,loop_layer,scope_fit,evidence_class,evidence_tier,source_status,canonical_url,source_title,source_description,authors,publication_date,publication_year,publication_venue,publisher,doi,publication_note,primary_category,metadata_source,github_repo,github_stars,github_forks,github_license,github_created_at,github_updated_at,arxiv_id,audited_at
-ale-0001,Concept Guides,concept-guides,Template,🧾,Canonical Definition,DEFINITION.md,local_path,,"Short definition, positioning, minimal loop test, and citation note.","Short definition, positioning, minimal loop test, and citation note.","Short definition, positioning, minimal loop test, and citation note.","Makes an otherwise informal practice concrete and reusable. Short definition, positioning, minimal loop test, and citation note.","Use Canonical Definition to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Local artifact maintained with automated validation checks.,medium,README.md,318,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L318,,Learn,learn,Understand the field and its boundaries.,verification,newcomer;builder,cross-layer,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/DEFINITION.md,Canonical Definition,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0002,Concept Guides,concept-guides,Template,🧾,Loop Engineering Manifesto,MANIFESTO.md,local_path,,"Concise statement of the concept, commitments, non-goals, and success standard.","Concise statement of the concept, commitments, non-goals, and success standard.","Concise statement of the concept, commitments, non-goals, and success standard.","Makes an otherwise informal practice concrete and reusable. Concise statement of the concept, commitments, non-goals, and success standard.","Use Loop Engineering Manifesto to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Local artifact maintained with automated validation checks.,medium,README.md,319,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L319,,Learn,learn,Understand the field and its boundaries.,objective,newcomer;builder,cross-layer,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/MANIFESTO.md,Loop Engineering Manifesto,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0003,Concept Guides,concept-guides,Template,🧾,Loop Engineering Taxonomy,TAXONOMY.md,local_path,,"Classification by trigger, intake, verification, state model, topology, and operating domain.","Classification by trigger, intake, verification, state model, topology, and operating domain.","Classification by trigger, intake, verification, state model, topology, and operating domain.","Makes an otherwise informal practice concrete and reusable. Classification by trigger, intake, verification, state model, topology, and operating domain.","Use Loop Engineering Taxonomy to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Local artifact maintained with automated validation checks.,medium,README.md,320,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L320,,Learn,learn,Understand the field and its boundaries.,trigger;intake;verification;state,newcomer;builder,cross-layer,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/TAXONOMY.md,Loop Engineering Taxonomy,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0004,Concept Guides,concept-guides,Critique,⚠️,Loop Engineering Anti-Patterns,ANTI-PATTERNS.md,local_path,,"Common failure modes such as prompt loops with no contract, infinite retries, model self-approval, hidden state, and unsafe autonomy.","Common failure modes such as prompt loops with no contract, infinite retries, model self-approval, hidden state, and unsafe autonomy.","Common failure modes such as prompt loops with no contract, infinite retries, model self-approval, hidden state, and unsafe autonomy.","Makes an otherwise informal practice concrete and reusable. Common failure modes such as prompt loops with no contract, infinite retries, model self-approval, hidden state, and unsafe autonomy.","Use Loop Engineering Anti-Patterns to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Local artifact maintained with automated validation checks.,medium,README.md,321,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L321,,Learn,learn,Understand the field and its boundaries.,state;budget;escalation,newcomer,cross-layer,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/ANTI-PATTERNS.md,Loop Engineering Anti-Patterns,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0005,Concept Guides,concept-guides,Template,🧾,Comparison Guide,COMPARISON.md,local_path,,"Distinguishes Loop Engineering from prompt engineering, context engineering, harness engineering, workflow automation, agent workflows, and evaluation loops.","Distinguishes Loop Engineering from prompt engineering, context engineering, harness engineering, workflow automation, agent workflows, and evaluation loops.","Distinguishes Loop Engineering from prompt engineering, context engineering, harness engineering, workflow automation, agent workflows, and evaluation loops.","Makes an otherwise informal practice concrete and reusable. Distinguishes Loop Engineering from prompt engineering, context engineering, harness engineering, workflow automation, agent workflows, and evaluation loops.","Use Comparison Guide to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Local artifact maintained with automated validation checks.,medium,README.md,322,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L322,,Learn,learn,Understand the field and its boundaries.,context;verification,newcomer;builder,cross-layer,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/COMPARISON.md,Comparison Guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0006,Concept Guides,concept-guides,Template,🧾,Sourced Signals And Quotes,QUOTES.md,local_path,,Short sourced signals from linked public materials that anchor the emerging concept.,Short sourced signals from linked public materials that anchor the emerging concept.,Short sourced signals from linked public materials that anchor the emerging concept.,Makes an otherwise informal practice concrete and reusable. Short sourced signals from linked public materials that anchor the emerging concept.,"Use Sourced Signals And Quotes to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Local artifact maintained with automated validation checks.,medium,README.md,323,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L323,,Learn,learn,Understand the field and its boundaries.,whole-loop,newcomer;builder,cross-layer,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/QUOTES.md,Sourced Signals And Quotes,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0007,Concept Guides,concept-guides,Template,🧾,Outreach Kit,meta/OUTREACH.md,local_path,,"Conservative messages for inviting corrections, sources, and real-world loop patterns.","Conservative messages for inviting corrections, sources, and real-world loop patterns.","Conservative messages for inviting corrections, sources, and real-world loop patterns.","Makes an otherwise informal practice concrete and reusable. Conservative messages for inviting corrections, sources, and real-world loop patterns.","Use Outreach Kit to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Local artifact maintained with automated validation checks.,medium,README.md,324,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L324,,Learn,learn,Understand the field and its boundaries.,whole-loop,newcomer;builder,cross-layer,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/meta/OUTREACH.md,Outreach Kit,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0001,Concept Guides,concept-guides,Template,🧾,Working Definition,DEFINITION.md,local_path,,"Short definition, positioning, minimal loop test, and citation note.","Short definition, positioning, minimal loop test, and citation note.","Short definition, positioning, minimal loop test, and citation note.","Makes an otherwise informal practice concrete and reusable. Short definition, positioning, minimal loop test, and citation note.","Use Working Definition to understand the evidence, vocabulary, and lineage behind recurring agent systems.","Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,318,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L318,,Learn,learn,Understand the field and its boundaries.,verification,newcomer;builder,cross-layer,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/DEFINITION.md,Canonical Definition,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0002,Concept Guides,concept-guides,Template,🧾,Loop Engineering Manifesto,MANIFESTO.md,local_path,,"Concise statement of the concept, commitments, non-goals, and success standard.","Concise statement of the concept, commitments, non-goals, and success standard.","Concise statement of the concept, commitments, non-goals, and success standard.","Makes an otherwise informal practice concrete and reusable. Concise statement of the concept, commitments, non-goals, and success standard.","Use Loop Engineering Manifesto to understand the evidence, vocabulary, and lineage behind recurring agent systems.","Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,319,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L319,,Learn,learn,Understand the field and its boundaries.,objective,newcomer;builder,cross-layer,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/MANIFESTO.md,Loop Engineering Manifesto,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0003,Concept Guides,concept-guides,Template,🧾,Loop Engineering Taxonomy,TAXONOMY.md,local_path,,"Classification by trigger, intake, verification, state model, topology, and operating domain.","Classification by trigger, intake, verification, state model, topology, and operating domain.","Classification by trigger, intake, verification, state model, topology, and operating domain.","Makes an otherwise informal practice concrete and reusable. Classification by trigger, intake, verification, state model, topology, and operating domain.","Use Loop Engineering Taxonomy to understand the evidence, vocabulary, and lineage behind recurring agent systems.","Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,320,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L320,,Learn,learn,Understand the field and its boundaries.,trigger;intake;verification;state,newcomer;builder,cross-layer,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/TAXONOMY.md,Loop Engineering Taxonomy,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0004,Concept Guides,concept-guides,Critique,⚠️,Loop Engineering Anti-Patterns,ANTI-PATTERNS.md,local_path,,"Common failure modes such as prompt loops with no contract, infinite retries, model self-approval, hidden state, and unsafe autonomy.","Common failure modes such as prompt loops with no contract, infinite retries, model self-approval, hidden state, and unsafe autonomy.","Common failure modes such as prompt loops with no contract, infinite retries, model self-approval, hidden state, and unsafe autonomy.","Makes an otherwise informal practice concrete and reusable. Common failure modes such as prompt loops with no contract, infinite retries, model self-approval, hidden state, and unsafe autonomy.","Use Loop Engineering Anti-Patterns to understand the evidence, vocabulary, and lineage behind recurring agent systems.","Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,321,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L321,,Learn,learn,Understand the field and its boundaries.,state;budget;escalation,newcomer,cross-layer,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/ANTI-PATTERNS.md,Loop Engineering Anti-Patterns,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0005,Concept Guides,concept-guides,Template,🧾,Comparison Guide,COMPARISON.md,local_path,,"Distinguishes Loop Engineering from prompt engineering, context engineering, harness engineering, workflow automation, agent workflows, and evaluation loops.","Distinguishes Loop Engineering from prompt engineering, context engineering, harness engineering, workflow automation, agent workflows, and evaluation loops.","Distinguishes Loop Engineering from prompt engineering, context engineering, harness engineering, workflow automation, agent workflows, and evaluation loops.","Makes an otherwise informal practice concrete and reusable. Distinguishes Loop Engineering from prompt engineering, context engineering, harness engineering, workflow automation, agent workflows, and evaluation loops.","Use Comparison Guide to understand the evidence, vocabulary, and lineage behind recurring agent systems.","Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,322,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L322,,Learn,learn,Understand the field and its boundaries.,context;verification,newcomer;builder,cross-layer,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/COMPARISON.md,Comparison Guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0006,Concept Guides,concept-guides,Template,🧾,Sourced Signals And Quotes,QUOTES.md,local_path,,Short sourced signals from linked public materials that anchor the emerging concept.,Short sourced signals from linked public materials that anchor the emerging concept.,Short sourced signals from linked public materials that anchor the emerging concept.,Makes an otherwise informal practice concrete and reusable. Short sourced signals from linked public materials that anchor the emerging concept.,"Use Sourced Signals And Quotes to understand the evidence, vocabulary, and lineage behind recurring agent systems.","Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,323,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L323,,Learn,learn,Understand the field and its boundaries.,whole-loop,newcomer;builder,cross-layer,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/QUOTES.md,Sourced Signals And Quotes,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0007,Concept Guides,concept-guides,Template,🧾,Outreach Kit,meta/OUTREACH.md,local_path,,"Conservative messages for inviting corrections, sources, and real-world loop patterns.","Conservative messages for inviting corrections, sources, and real-world loop patterns.","Conservative messages for inviting corrections, sources, and real-world loop patterns.","Makes an otherwise informal practice concrete and reusable. Conservative messages for inviting corrections, sources, and real-world loop patterns.","Use Outreach Kit to understand the evidence, vocabulary, and lineage behind recurring agent systems.","Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,324,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L324,,Learn,learn,Understand the field and its boundaries.,whole-loop,newcomer;builder,cross-layer,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/meta/OUTREACH.md,Outreach Kit,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
 ale-0008,Start Here,start-here,Blog,📝,Loop Engineering by Addy Osmani,https://addyosmani.com/blog/loop-engineering/,external,addyosmani.com,"Addy Osmani's framing of loop engineering as the layer above manually prompting coding agents, with concrete primitives across Codex and Claude Code; also on [Substack](https://addyo.substack.com/p/loop-engineering) with the original discussion trail and Steinberger and Cherny quotations.","Addy Osmani's framing of loop engineering as the layer above manually prompting coding agents, with concrete primitives across Codex and Claude Code; also on [Substack](https://addyo.substack.com/p/loop-engineering) with the original discussion trail and Steinberger and Cherny quotations.","Addy Osmani's framing of loop engineering as the layer above manually prompting coding agents, with concrete primitives across Codex and Claude Code; also on [Substack](https://addyo.substack.com/p/loop-engineering) with the original discussion trail and Steinberger and Cherny quotations.","Captures the early community framing of Loop Engineering as repeated agent delegation rather than prompt craft. Addy Osmani's framing of loop engineering as the layer above manually prompting coding agents, with concrete primitives across Codex and Claude Code; also on [Substack](https://addyo.substack.com/p/loop-engineering) with the original discussion trail and Steinberger and Cherny quotations.","Use Loop Engineering by Addy Osmani to understand the evidence, vocabulary, and lineage behind recurring agent systems.","Contextual source from addyosmani.com; useful for practice signals or boundary conditions, not independent validation.",contextual,README.md,408,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L408,,Learn,learn,Understand the field and its boundaries.,whole-loop,newcomer,cross-layer,direct,practitioner-analysis,B,ok,https://addyosmani.com/blog/loop-engineering/,AddyOsmani.com - Loop Engineering,You don't really need to be good at prompting anymore. The thing to get good at is the loop that does the prompting for you. It's five building blocks plus s...,Addy Osmani,,,,addyosmani.com,,,,html-meta,,,,,,,,2026-07-18T08:16:45+00:00
 ale-0009,Start Here,start-here,Blog,📝,Peter Steinberger on designing loops,https://x.com/steipete/status/2063697162748260627,external,x.com,"The June 2026 post - ""you shouldn't be prompting coding agents anymore, you should be designing loops that prompt your agents"" - that catalyzed the current discussion.","The June 2026 post - ""you shouldn't be prompting coding agents anymore, you should be designing loops that prompt your agents"" - that catalyzed the current discussion.","The June 2026 post - ""you shouldn't be prompting coding agents anymore, you should be designing loops that prompt your agents"" - that catalyzed the current discussion.","Captures the early community framing of Loop Engineering as repeated agent delegation rather than prompt craft. The June 2026 post - ""you shouldn't be prompting coding agents anymore, you should be designing loops that prompt your agents"" - that catalyzed the current discussion.","Use Peter Steinberger on designing loops to understand the evidence, vocabulary, and lineage behind recurring agent systems.","Contextual source from x.com; useful for practice signals or boundary conditions, not independent validation.",contextual,README.md,409,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L409,,Learn,learn,Understand the field and its boundaries.,whole-loop,newcomer,cross-layer,direct,practitioner-analysis,B,ok,https://x.com/steipete/status/2063697162748260627,"Peter Steinberger 🦞 on X: ""Here’s your monthly reminder that you shouldn’t be prompting coding agents anymore. You should be designing loops that prompt your agents."" / X",Here’s your monthly reminder that you shouldn’t be prompting coding agents anymore. You should be designing loops that prompt your agents.,,2026-06-07,2026,,X (formerly Twitter),,,,html-meta,,,,,,,,2026-07-18T08:16:45+00:00
 ale-0010,Start Here,start-here,Blog,📝,Boris Cherny: five tips for running Opus autonomously for hours or days,https://x.com/bcherny/status/2063792263067754658,external,x.com,"The Claude Code creator's compact loop recipe: auto-mode permissions, dynamic workflows, `/goal` or `/loop`, the cloud runner, and end-to-end self-verification.","The Claude Code creator's compact loop recipe: auto-mode permissions, dynamic workflows, `/goal` or `/loop`, the cloud runner, and end-to-end self-verification.","The Claude Code creator's compact loop recipe: auto-mode permissions, dynamic workflows, `/goal` or `/loop`, the cloud runner, and end-to-end self-verification.","The agent workflow includes explicit self-checking or gated completion. The Claude Code creator's compact loop recipe: auto-mode permissions, dynamic workflows, `/goal` or `/loop`, the cloud runner, and end-to-end self-verification.","Use Boris Cherny: five tips for running Opus autonomously for hours or days to understand the evidence, vocabulary, and lineage behind recurring agent systems.","Contextual source from x.com; useful for practice signals or boundary conditions, not independent validation.",contextual,README.md,410,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L410,,Learn,learn,Understand the field and its boundaries.,objective;workspace;verification,newcomer,cross-layer,direct,practitioner-analysis,B,ok,https://x.com/bcherny/status/2063792263067754658,"Boris Cherny on X: ""Seeing a number of benchmarks showing Opus is the best model for long-running work. Five tips for running Opus autonomously for hours/days: 1. Use auto mode for permissions, so Claude doesn’t ask for approval 2. Use dynamic workflows, to have Claude orchestrate"" / X","Seeing a number of benchmarks showing Opus is the best model for long-running work. Five tips for running Opus autonomously for hours/days: 1. Use auto mode for permissions, so Claude doesn’t ask for approval 2. Use dynamic workflows, to have Claude orchestrate",,2026-06-08,2026,,X (formerly Twitter),,,,html-meta,,,,,,,,2026-07-18T08:16:45+00:00
@@ -22,26 +22,26 @@ ale-0020,Start Here,start-here,Blog,📝,Engineering for Agents That Never Sleep
 ale-0021,Start Here,start-here,Blog,📝,Loop Engineering Orange Book,https://github.com/alchaincyf/loop-engineering-orange-book,external,github.com,"Plain-language bilingual (Chinese and English) field guide to loop engineering by HuaShu, framing the discipline as one floor above harness engineering: the outer system that decides when and why agents run.","Plain-language bilingual (Chinese and English) field guide to loop engineering by HuaShu, framing the discipline as one floor above harness engineering: the outer system that decides when and why agents run.","Plain-language bilingual (Chinese and English) field guide to loop engineering by HuaShu, framing the discipline as one floor above harness engineering: the outer system that decides when and why agents run.","The resource is directly reusable as a starting artifact. Plain-language bilingual (Chinese and English) field guide to loop engineering by HuaShu, framing the discipline as one floor above harness engineering: the outer system that decides when and why agents run.","Use Loop Engineering Orange Book to understand the evidence, vocabulary, and lineage behind recurring agent systems.","Inspectable GitHub source (1,025 stars; 99 forks; NOASSERTION license; updated 2026-07-18); popularity is context, not proof of reliability.",medium,README.md,421,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L421,,Learn,learn,Understand the field and its boundaries.,whole-loop,newcomer,cross-layer,direct,practitioner-analysis,B,ok,https://github.com/alchaincyf/loop-engineering-orange-book,GitHub - alchaincyf/loop-engineering-orange-book: 别再问我什么是 Loop Engineering — 橙皮书系列。A plain-language guide to loop engineering (中文 + English PDF). Free. · GitHub,别再问我什么是 Loop Engineering — 橙皮书系列。A plain-language guide to loop engineering (中文 + English PDF). Free. - alchaincyf/loop-engineering-orange-book,,2026-06-15,2026,alchaincyf/loop-engineering-orange-book,GitHub,,,,github-api,alchaincyf/loop-engineering-orange-book,1025,99,NOASSERTION,2026-06-15T05:27:07Z,2026-07-18T07:01:35Z,,2026-07-18T08:16:45+00:00
 ale-0022,Start Here,start-here,Blog,📝,How I AI: How to Write AI Agent Loops in Claude Code and Codex,https://www.lennysnewsletter.com/p/how-i-ai-how-to-write-ai-agent-loops,external,www.lennysnewsletter.com,"Mozilla distinguished engineer Brian Grinstead demonstrates goal-based and scheduled loops, including a daily PR-review loop with per-PR subagents, on Lenny's Newsletter.","Mozilla distinguished engineer Brian Grinstead demonstrates goal-based and scheduled loops, including a daily PR-review loop with per-PR subagents, on Lenny's Newsletter.","Mozilla distinguished engineer Brian Grinstead demonstrates goal-based and scheduled loops, including a daily PR-review loop with per-PR subagents, on Lenny's Newsletter.","The trigger or cadence is explicit, making the workflow recurring rather than one-off. Mozilla distinguished engineer Brian Grinstead demonstrates goal-based and scheduled loops, including a daily PR-review loop with per-PR subagents, on Lenny's Newsletter.","Use How I AI: How to Write AI Agent Loops in Claude Code and Codex to understand the evidence, vocabulary, and lineage behind recurring agent systems.","Contextual source from www.lennysnewsletter.com; useful for practice signals or boundary conditions, not independent validation.",contextual,README.md,422,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L422,,Learn,learn,Understand the field and its boundaries.,objective;trigger;delegation,newcomer,cross-layer,direct,practitioner-analysis,B,ok,https://www.lennysnewsletter.com/p/how-i-ai-how-to-write-ai-agent-loops,🎙️ How I AI: How to write AI agent loops in Claude Code and Codex + How Claude Mythos found a 15-year-old bug in Mozilla Firefox | Brian Grinstead,"Your weekly listens from How I AI, part of the Lenny’s Podcast Network",Lenny Rachitsky,,,,lennysnewsletter.com,,,,html-meta,,,,,,,,2026-07-18T08:16:45+00:00
 ale-0023,Start Here,start-here,Paper,📄,"Proof-or-Stop: Don't Trust the Agent, Trust the Evidence -- Loop Engineering for Verifiable Evidence-Gated Lifecycle Control",https://arxiv.org/abs/2607.14890,external,arxiv.org,"Defines evidence-gated lifecycle control for agent loops and reports zero false-DONE outcomes across 10 scenarios and zero accepts across 18 tampering classes; its 9,240-cell ablation identifies which gates prevent error amplification, while noting the evaluation covers one model family and 24 tasks.","Defines evidence-gated lifecycle control for agent loops and reports zero false-DONE outcomes across 10 scenarios and zero accepts across 18 tampering classes; its 9,240-cell ablation identifies which gates prevent error amplification, while noting the evaluation covers one model family and 24 tasks.","Defines evidence-gated lifecycle control for agent loops and reports zero false-DONE outcomes across 10 scenarios and zero accepts across 18 tampering classes; its 9,240-cell ablation identifies which gates prevent error amplification, while noting the evaluation covers one model family and 24 tasks.","Evaluation data is used as the feedback signal for improving loop behavior. Defines evidence-gated lifecycle control for agent loops and reports zero false-DONE outcomes across 10 scenarios and zero accepts across 18 tampering classes; its 9,240-cell ablation identifies which gates prevent error amplification, while noting the evaluation covers one model family and 24 tasks.","Use Proof-or-Stop: Don't Trust the Agent, Trust the Evidence -- Loop Engineering for Verifiable Evidence-Gated Lifecycle Control to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Research source arXiv:2607.14890; inspect its method and evaluation before treating results as production evidence.,medium,README.md,423,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L423,2026-07-17,Learn,learn,Understand the field and its boundaries.,verification;exit,newcomer;researcher;evaluator,cross-layer,direct,research-preprint,A,ok,https://arxiv.org/abs/2607.14890,"[2607.14890] Proof-or-Stop: Don't Trust the Agent, Trust the Evidence -- Loop Engineering for Verifiable Evidence-Gated Lifecycle Control","Autonomous coding agents increasingly execute multi-step software work, but lifecycle states such as reviewed, tested, DONE, and ready-to-merge remain claims unless supported by current evidence. We present Proof-or-Stop Lifecycle Control, a method that permits lifecycle transitions only when fresh, tracked-source-state-bound, mechanically verifiable evidence satisfies the relevant gate. The method treats agent outputs as claims rather than lifecycle state, and uses proof operationally to mean gate-admissible evidence under a stated trust model, not semantic program correctness. We evaluate an open-source implementation through mechanism tests, a powered control-policy ablation, and operated self-application evidence. The unattended-loop engine passed 10 of 10 scenarios with zero false-DONE, and local-key receipt bundles rejected 18 tamper classes with zero false accepts. In a 9,240-cell ablation, the pre-registered A4 versus A2-prime comparison reduced visible-pass/hidden-fail amplification from 31 of 1,800 injected cells under a compute-budgeted naive loop to 2 of 1,800 under the gated loop, a 1.6 percentage-point improvement in not-amplified rate with a 95 percent confidence interval of [0.8, 2.5]. A near-compute A3 versus A4 comparison, 14 of 1,800 versus 2 of 1,800, indicates that the gain is associated with enforcing review as a lifecycle gate rather than merely adding a reviewer. The self-application corpus contains 565 stories and 1,007 review findings, with 94.8 percent resolved, plus a 68-row high/critical cross-vendor exhibit. These results support Proof-or-Stop as a model-agnostic, host-neutral control layer for deciding which autonomous-agent claims a lifecycle may act on. The evaluation is limited to one model family, 24 ablation tasks, and a self-hosted corpus.",Jek Huang; Jeffery Hsia; Jiayi Sun; Freddie Shi; Wei Huang; Ian H. White,2026-07-16,2026,arXiv,arXiv,,"48 pages, 10 figures, 29 numbered tables. Preprint v1",cs.AI,arxiv-api,,,,,,,2607.14890,2026-07-18T08:16:45+00:00
-ale-0024,Pattern Library,pattern-library,Pattern,🔁,PR babysitter,patterns/pr-babysitter.md,local_path,,"Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.","Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.","Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.",Use PR babysitter to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,551,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L551,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/pr-babysitter.md,PR babysitter,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0025,Pattern Library,pattern-library,Pattern,🔁,CI repair loop,patterns/ci-repair-loop.md,local_path,,"Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.","Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.","Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.",Use CI repair loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,552,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L552,,Design,design,Specify a loop contract and operating pattern.,escalation,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/ci-repair-loop.md,CI repair loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0026,Pattern Library,pattern-library,Pattern,🔁,Docs drift collector,patterns/docs-drift-collector.md,local_path,,"Finds mismatches between docs and code, proposes small patches, and verifies examples.","Finds mismatches between docs and code, proposes small patches, and verifies examples.","Finds mismatches between docs and code, proposes small patches, and verifies examples.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Finds mismatches between docs and code, proposes small patches, and verifies examples.",Use Docs drift collector to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,553,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L553,,Design,design,Specify a loop contract and operating pattern.,verification,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/docs-drift-collector.md,Docs drift collector,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0027,Pattern Library,pattern-library,Pattern,🔁,Deploy verifier,patterns/deploy-verifier.md,local_path,,"Watches rollout signals, compares them with release expectations, and stops on anomalies.","Watches rollout signals, compares them with release expectations, and stops on anomalies.","Watches rollout signals, compares them with release expectations, and stops on anomalies.","Verification is promoted from a final check to a loop-control signal. Watches rollout signals, compares them with release expectations, and stops on anomalies.",Use Deploy verifier to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,554,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L554,,Design,design,Specify a loop contract and operating pattern.,exit,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/deploy-verifier.md,Deploy verifier,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0028,Pattern Library,pattern-library,Pattern,🔁,Feedback clusterer,patterns/feedback-clusterer.md,local_path,,"Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.","Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.","Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.",Use Feedback clusterer to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,555,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L555,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/feedback-clusterer.md,Feedback clusterer,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0029,Pattern Library,pattern-library,Pattern,🔁,Dependency triage loop,patterns/dependency-triage-loop.md,local_path,,"Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.","Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.","Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.",Use Dependency triage loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,556,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L556,,Design,design,Specify a loop contract and operating pattern.,intake;verification;escalation,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/dependency-triage-loop.md,Dependency triage loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0030,Pattern Library,pattern-library,Pattern,🔁,Evaluation regression loop,patterns/evaluation-regression-loop.md,local_path,,"Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.","Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.","Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.","Evaluation data is used as the feedback signal for improving loop behavior. Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.",Use Evaluation regression loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,557,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L557,,Design,design,Specify a loop contract and operating pattern.,verification,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/evaluation-regression-loop.md,Evaluation regression loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0031,Pattern Library,pattern-library,Pattern,🔁,Benchmark optimization loop,patterns/benchmark-optimization-loop.md,local_path,,Runs bounded experiments against a frozen benchmark and accepts only reproducible gains with correctness intact.,Runs bounded experiments against a frozen benchmark and accepts only reproducible gains with correctness intact.,Runs bounded experiments against a frozen benchmark and accepts only reproducible gains with correctness intact.,The work turns loop quality into a measurable task or score. Runs bounded experiments against a frozen benchmark and accepts only reproducible gains with correctness intact.,Use Benchmark optimization loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,558,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L558,,Design,design,Specify a loop contract and operating pattern.,verification,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/benchmark-optimization-loop.md,Benchmark optimization loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0032,Pattern Library,pattern-library,Pattern,🔁,Security review loop,patterns/security-review-loop.md,local_path,,"Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.","Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.","Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.",Use Security review loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,559,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L559,,Design,design,Specify a loop contract and operating pattern.,workspace;escalation,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/security-review-loop.md,Security review loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0033,Pattern Library,pattern-library,Pattern,🔁,Adversarial red-team loop,patterns/adversarial-red-team-loop.md,local_path,,"Discovers agent failures inside an authorized sandbox, then independently reproduces, minimizes, and reports them.","Discovers agent failures inside an authorized sandbox, then independently reproduces, minimizes, and reports them.","Discovers agent failures inside an authorized sandbox, then independently reproduces, minimizes, and reports them.","Execution isolation and permission boundaries are part of the design. Discovers agent failures inside an authorized sandbox, then independently reproduces, minimizes, and reports them.",Use Adversarial red-team loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,560,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L560,,Design,design,Specify a loop contract and operating pattern.,intake;workspace,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/adversarial-red-team-loop.md,Adversarial red-team loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0034,Pattern Library,pattern-library,Pattern,🔁,Accessibility regression loop,patterns/accessibility-regression-loop.md,local_path,,Repairs reproducible accessibility regressions while preserving required human review for non-automatable criteria.,Repairs reproducible accessibility regressions while preserving required human review for non-automatable criteria.,Repairs reproducible accessibility regressions while preserving required human review for non-automatable criteria.,"Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Repairs reproducible accessibility regressions while preserving required human review for non-automatable criteria.",Use Accessibility regression loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,561,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L561,,Design,design,Specify a loop contract and operating pattern.,escalation,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/accessibility-regression-loop.md,Accessibility regression loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0035,Pattern Library,pattern-library,Pattern,🔁,Cost-control loop,patterns/cost-control-loop.md,local_path,,"Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.","Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.","Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.",Use Cost-control loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,562,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L562,,Design,design,Specify a loop contract and operating pattern.,budget,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/cost-control-loop.md,Cost-control loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0036,Pattern Library,pattern-library,Pattern,🔁,Performance regression loop,patterns/performance-regression-loop.md,local_path,,Profiles a measured regression and verifies a narrow fix against the same controlled workload and correctness gates.,Profiles a measured regression and verifies a narrow fix against the same controlled workload and correctness gates.,Profiles a measured regression and verifies a narrow fix against the same controlled workload and correctness gates.,"Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Profiles a measured regression and verifies a narrow fix against the same controlled workload and correctness gates.",Use Performance regression loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,563,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L563,,Design,design,Specify a loop contract and operating pattern.,verification,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/performance-regression-loop.md,Performance regression loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0037,Pattern Library,pattern-library,Pattern,🔁,Bug hunting loop,patterns/bug-hunting-loop.md,local_path,,"Discovers, reproduces, minimizes, and reports bugs with concrete evidence.","Discovers, reproduces, minimizes, and reports bugs with concrete evidence.","Discovers, reproduces, minimizes, and reports bugs with concrete evidence.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Discovers, reproduces, minimizes, and reports bugs with concrete evidence.",Use Bug hunting loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,564,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L564,,Design,design,Specify a loop contract and operating pattern.,intake,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/bug-hunting-loop.md,Bug hunting loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0038,Pattern Library,pattern-library,Pattern,🔁,Enterprise approval loop,patterns/enterprise-approval-loop.md,local_path,,Drives a permissioned change through required gates and approvers with a full audit trail.,Drives a permissioned change through required gates and approvers with a full audit trail.,Drives a permissioned change through required gates and approvers with a full audit trail.,"Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Drives a permissioned change through required gates and approvers with a full audit trail.",Use Enterprise approval loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,565,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L565,,Design,design,Specify a loop contract and operating pattern.,escalation,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/enterprise-approval-loop.md,Enterprise approval loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0039,Pattern Library,pattern-library,Pattern,🔁,Incident response loop,patterns/incident-response-loop.md,local_path,,"Triages an alert into an owned, evidence-backed incident with a postmortem seed.","Triages an alert into an owned, evidence-backed incident with a postmortem seed.","Triages an alert into an owned, evidence-backed incident with a postmortem seed.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Triages an alert into an owned, evidence-backed incident with a postmortem seed.",Use Incident response loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,566,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L566,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/incident-response-loop.md,Incident response loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0040,Pattern Library,pattern-library,Pattern,🔁,Data-quality loop,patterns/data-quality-loop.md,local_path,,Validates each dataset refresh against quality rules and quarantines bad versions.,Validates each dataset refresh against quality rules and quarantines bad versions.,Validates each dataset refresh against quality rules and quarantines bad versions.,Packages the evidence as queryable CSV and JSONL rather than only a rendered page. Validates each dataset refresh against quality rules and quarantines bad versions.,Use Data-quality loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,567,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L567,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/data-quality-loop.md,Data-quality loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0041,Pattern Library,pattern-library,Pattern,🔁,Knowledge freshness loop,patterns/knowledge-freshness-loop.md,local_path,,"Rebuilds a versioned retrieval corpus and promotes it only after provenance, freshness, quality, and leakage gates pass.","Rebuilds a versioned retrieval corpus and promotes it only after provenance, freshness, quality, and leakage gates pass.","Rebuilds a versioned retrieval corpus and promotes it only after provenance, freshness, quality, and leakage gates pass.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Rebuilds a versioned retrieval corpus and promotes it only after provenance, freshness, quality, and leakage gates pass.",Use Knowledge freshness loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,568,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L568,,Design,design,Specify a loop contract and operating pattern.,context,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/knowledge-freshness-loop.md,Knowledge freshness loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0042,Pattern Library,pattern-library,Pattern,🔁,Release-note loop,patterns/release-note-loop.md,local_path,,"Drafts release notes from merged commits, issues, and PRs with linked evidence.","Drafts release notes from merged commits, issues, and PRs with linked evidence.","Drafts release notes from merged commits, issues, and PRs with linked evidence.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Drafts release notes from merged commits, issues, and PRs with linked evidence.",Use Release-note loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,569,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L569,,Design,design,Specify a loop contract and operating pattern.,intake,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/release-note-loop.md,Release-note loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0043,Pattern Library,pattern-library,Pattern,🔁,Model-routing loop,patterns/model-routing-loop.md,local_path,,"Routes tasks across models on measured quality, latency, privacy, and cost.","Routes tasks across models on measured quality, latency, privacy, and cost.","Routes tasks across models on measured quality, latency, privacy, and cost.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Routes tasks across models on measured quality, latency, privacy, and cost.",Use Model-routing loop to turn a recurring-agent idea into an explicit loop contract.,Local artifact maintained with automated validation checks.,medium,README.md,570,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L570,,Design,design,Specify a loop contract and operating pattern.,budget,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/model-routing-loop.md,Model-routing loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0024,Pattern Library,pattern-library,Pattern,🔁,PR babysitter,patterns/pr-babysitter.md,local_path,,"Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.","Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.","Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.",Use PR babysitter to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,551,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L551,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/pr-babysitter.md,PR babysitter,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0025,Pattern Library,pattern-library,Pattern,🔁,CI repair loop,patterns/ci-repair-loop.md,local_path,,"Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.","Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.","Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.",Use CI repair loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,552,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L552,,Design,design,Specify a loop contract and operating pattern.,escalation,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/ci-repair-loop.md,CI repair loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0026,Pattern Library,pattern-library,Pattern,🔁,Docs drift collector,patterns/docs-drift-collector.md,local_path,,"Finds mismatches between docs and code, proposes small patches, and verifies examples.","Finds mismatches between docs and code, proposes small patches, and verifies examples.","Finds mismatches between docs and code, proposes small patches, and verifies examples.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Finds mismatches between docs and code, proposes small patches, and verifies examples.",Use Docs drift collector to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,553,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L553,,Design,design,Specify a loop contract and operating pattern.,verification,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/docs-drift-collector.md,Docs drift collector,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0027,Pattern Library,pattern-library,Pattern,🔁,Deploy verifier,patterns/deploy-verifier.md,local_path,,"Watches rollout signals, compares them with release expectations, and stops on anomalies.","Watches rollout signals, compares them with release expectations, and stops on anomalies.","Watches rollout signals, compares them with release expectations, and stops on anomalies.","Verification is promoted from a final check to a loop-control signal. Watches rollout signals, compares them with release expectations, and stops on anomalies.",Use Deploy verifier to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,554,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L554,,Design,design,Specify a loop contract and operating pattern.,exit,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/deploy-verifier.md,Deploy verifier,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0028,Pattern Library,pattern-library,Pattern,🔁,Feedback clusterer,patterns/feedback-clusterer.md,local_path,,"Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.","Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.","Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.",Use Feedback clusterer to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,555,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L555,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/feedback-clusterer.md,Feedback clusterer,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0029,Pattern Library,pattern-library,Pattern,🔁,Dependency triage loop,patterns/dependency-triage-loop.md,local_path,,"Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.","Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.","Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.",Use Dependency triage loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,556,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L556,,Design,design,Specify a loop contract and operating pattern.,intake;verification;escalation,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/dependency-triage-loop.md,Dependency triage loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0030,Pattern Library,pattern-library,Pattern,🔁,Evaluation regression loop,patterns/evaluation-regression-loop.md,local_path,,"Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.","Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.","Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.","Evaluation data is used as the feedback signal for improving loop behavior. Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.",Use Evaluation regression loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,557,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L557,,Design,design,Specify a loop contract and operating pattern.,verification,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/evaluation-regression-loop.md,Evaluation regression loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0031,Pattern Library,pattern-library,Pattern,🔁,Benchmark optimization loop,patterns/benchmark-optimization-loop.md,local_path,,Runs bounded experiments against a frozen benchmark and accepts only reproducible gains with correctness intact.,Runs bounded experiments against a frozen benchmark and accepts only reproducible gains with correctness intact.,Runs bounded experiments against a frozen benchmark and accepts only reproducible gains with correctness intact.,The work turns loop quality into a measurable task or score. Runs bounded experiments against a frozen benchmark and accepts only reproducible gains with correctness intact.,Use Benchmark optimization loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,558,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L558,,Design,design,Specify a loop contract and operating pattern.,verification,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/benchmark-optimization-loop.md,Benchmark optimization loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0032,Pattern Library,pattern-library,Pattern,🔁,Security review loop,patterns/security-review-loop.md,local_path,,"Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.","Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.","Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.",Use Security review loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,559,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L559,,Design,design,Specify a loop contract and operating pattern.,workspace;escalation,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/security-review-loop.md,Security review loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0033,Pattern Library,pattern-library,Pattern,🔁,Adversarial red-team loop,patterns/adversarial-red-team-loop.md,local_path,,"Discovers agent failures inside an authorized sandbox, then independently reproduces, minimizes, and reports them.","Discovers agent failures inside an authorized sandbox, then independently reproduces, minimizes, and reports them.","Discovers agent failures inside an authorized sandbox, then independently reproduces, minimizes, and reports them.","Execution isolation and permission boundaries are part of the design. Discovers agent failures inside an authorized sandbox, then independently reproduces, minimizes, and reports them.",Use Adversarial red-team loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,560,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L560,,Design,design,Specify a loop contract and operating pattern.,intake;workspace,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/adversarial-red-team-loop.md,Adversarial red-team loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0034,Pattern Library,pattern-library,Pattern,🔁,Accessibility regression loop,patterns/accessibility-regression-loop.md,local_path,,Repairs reproducible accessibility regressions while preserving required human review for non-automatable criteria.,Repairs reproducible accessibility regressions while preserving required human review for non-automatable criteria.,Repairs reproducible accessibility regressions while preserving required human review for non-automatable criteria.,"Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Repairs reproducible accessibility regressions while preserving required human review for non-automatable criteria.",Use Accessibility regression loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,561,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L561,,Design,design,Specify a loop contract and operating pattern.,escalation,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/accessibility-regression-loop.md,Accessibility regression loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0035,Pattern Library,pattern-library,Pattern,🔁,Cost-control loop,patterns/cost-control-loop.md,local_path,,"Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.","Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.","Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.",Use Cost-control loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,562,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L562,,Design,design,Specify a loop contract and operating pattern.,budget,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/cost-control-loop.md,Cost-control loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0036,Pattern Library,pattern-library,Pattern,🔁,Performance regression loop,patterns/performance-regression-loop.md,local_path,,Profiles a measured regression and verifies a narrow fix against the same controlled workload and correctness gates.,Profiles a measured regression and verifies a narrow fix against the same controlled workload and correctness gates.,Profiles a measured regression and verifies a narrow fix against the same controlled workload and correctness gates.,"Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Profiles a measured regression and verifies a narrow fix against the same controlled workload and correctness gates.",Use Performance regression loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,563,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L563,,Design,design,Specify a loop contract and operating pattern.,verification,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/performance-regression-loop.md,Performance regression loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0037,Pattern Library,pattern-library,Pattern,🔁,Bug hunting loop,patterns/bug-hunting-loop.md,local_path,,"Discovers, reproduces, minimizes, and reports bugs with concrete evidence.","Discovers, reproduces, minimizes, and reports bugs with concrete evidence.","Discovers, reproduces, minimizes, and reports bugs with concrete evidence.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Discovers, reproduces, minimizes, and reports bugs with concrete evidence.",Use Bug hunting loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,564,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L564,,Design,design,Specify a loop contract and operating pattern.,intake,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/bug-hunting-loop.md,Bug hunting loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0038,Pattern Library,pattern-library,Pattern,🔁,Enterprise approval loop,patterns/enterprise-approval-loop.md,local_path,,Drives a permissioned change through required gates and approvers with a full audit trail.,Drives a permissioned change through required gates and approvers with a full audit trail.,Drives a permissioned change through required gates and approvers with a full audit trail.,"Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Drives a permissioned change through required gates and approvers with a full audit trail.",Use Enterprise approval loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,565,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L565,,Design,design,Specify a loop contract and operating pattern.,escalation,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/enterprise-approval-loop.md,Enterprise approval loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0039,Pattern Library,pattern-library,Pattern,🔁,Incident response loop,patterns/incident-response-loop.md,local_path,,"Triages an alert into an owned, evidence-backed incident with a postmortem seed.","Triages an alert into an owned, evidence-backed incident with a postmortem seed.","Triages an alert into an owned, evidence-backed incident with a postmortem seed.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Triages an alert into an owned, evidence-backed incident with a postmortem seed.",Use Incident response loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,566,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L566,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/incident-response-loop.md,Incident response loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0040,Pattern Library,pattern-library,Pattern,🔁,Data-quality loop,patterns/data-quality-loop.md,local_path,,Validates each dataset refresh against quality rules and quarantines bad versions.,Validates each dataset refresh against quality rules and quarantines bad versions.,Validates each dataset refresh against quality rules and quarantines bad versions.,Packages the evidence as queryable CSV and JSONL rather than only a rendered page. Validates each dataset refresh against quality rules and quarantines bad versions.,Use Data-quality loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,567,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L567,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/data-quality-loop.md,Data-quality loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0041,Pattern Library,pattern-library,Pattern,🔁,Knowledge freshness loop,patterns/knowledge-freshness-loop.md,local_path,,"Rebuilds a versioned retrieval corpus and promotes it only after provenance, freshness, quality, and leakage gates pass.","Rebuilds a versioned retrieval corpus and promotes it only after provenance, freshness, quality, and leakage gates pass.","Rebuilds a versioned retrieval corpus and promotes it only after provenance, freshness, quality, and leakage gates pass.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Rebuilds a versioned retrieval corpus and promotes it only after provenance, freshness, quality, and leakage gates pass.",Use Knowledge freshness loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,568,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L568,,Design,design,Specify a loop contract and operating pattern.,context,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/knowledge-freshness-loop.md,Knowledge freshness loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0042,Pattern Library,pattern-library,Pattern,🔁,Release-note loop,patterns/release-note-loop.md,local_path,,"Drafts release notes from merged commits, issues, and PRs with linked evidence.","Drafts release notes from merged commits, issues, and PRs with linked evidence.","Drafts release notes from merged commits, issues, and PRs with linked evidence.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Drafts release notes from merged commits, issues, and PRs with linked evidence.",Use Release-note loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,569,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L569,,Design,design,Specify a loop contract and operating pattern.,intake,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/release-note-loop.md,Release-note loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0043,Pattern Library,pattern-library,Pattern,🔁,Model-routing loop,patterns/model-routing-loop.md,local_path,,"Routes tasks across models on measured quality, latency, privacy, and cost.","Routes tasks across models on measured quality, latency, privacy, and cost.","Routes tasks across models on measured quality, latency, privacy, and cost.","Turns common recurring-agent jobs into named patterns with gates, budgets, and escalation paths. Routes tasks across models on measured quality, latency, privacy, and cost.",Use Model-routing loop to turn a recurring-agent idea into an explicit loop contract.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,570,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L570,,Design,design,Specify a loop contract and operating pattern.,budget,builder,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/model-routing-loop.md,Model-routing loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
 ale-0044,Core Loop Primitives,core-loop-primitives,Docs,📚,Scheduled tasks - ChatGPT Learn,https://learn.chatgpt.com/docs/automations?surface=app,external,learn.chatgpt.com,"Official guidance for recurring background tasks, triage inboxes, skills, and isolated workspaces.","Official guidance for recurring background tasks, triage inboxes, skills, and isolated workspaces.","Official guidance for recurring background tasks, triage inboxes, skills, and isolated workspaces.","Primary-source operational guidance rather than commentary. Official guidance for recurring background tasks, triage inboxes, skills, and isolated workspaces.",Use Scheduled tasks - ChatGPT Learn to turn a recurring-agent idea into an explicit loop contract.,Primary official documentation from learn.chatgpt.com; use it for current product or standard behavior.,high,README.md,578,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L578,,Design,design,Specify a loop contract and operating pattern.,trigger;intake;workspace,builder,workflow,direct,official-documentation,A,ok,https://learn.chatgpt.com/docs/automations?surface=app,Scheduled tasks | ChatGPT Learn,Schedule recurring tasks in ChatGPT,,,,,ChatGPT Learn,,,,html-meta,,,,,,,,2026-07-18T08:16:45+00:00
 ale-0045,Core Loop Primitives,core-loop-primitives,Docs,📚,Follow a goal - ChatGPT Learn,https://learn.chatgpt.com/use-cases/follow-goals,external,learn.chatgpt.com,"Official guidance for durable objectives with stopping conditions, validation commands, checkpoints, and progress logs.","Official guidance for durable objectives with stopping conditions, validation commands, checkpoints, and progress logs.","Official guidance for durable objectives with stopping conditions, validation commands, checkpoints, and progress logs.","Primary-source operational guidance rather than commentary. Official guidance for durable objectives with stopping conditions, validation commands, checkpoints, and progress logs.",Use Follow a goal - ChatGPT Learn to turn a recurring-agent idea into an explicit loop contract.,Primary official documentation from learn.chatgpt.com; use it for current product or standard behavior.,high,README.md,579,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L579,,Design,design,Specify a loop contract and operating pattern.,objective;state;exit,builder,workflow,direct,official-documentation,A,ok,https://learn.chatgpt.com/use-cases/follow-goals,Follow a goal | ChatGPT use cases,Use `/goal` when a task needs Codex to keep working across turns toward a verifiable stopping condition.,,,,,ChatGPT Learn,,,,html-meta,,,,,,,,2026-07-18T08:16:45+00:00
 ale-0046,Core Loop Primitives,core-loop-primitives,Docs,📚,Git worktrees - ChatGPT Learn,https://learn.chatgpt.com/docs/environments/git-worktrees,external,learn.chatgpt.com,Official worktree model for isolated parallel tasks and handoffs between local and background workspaces.,Official worktree model for isolated parallel tasks and handoffs between local and background workspaces.,Official worktree model for isolated parallel tasks and handoffs between local and background workspaces.,Primary-source operational guidance rather than commentary. Official worktree model for isolated parallel tasks and handoffs between local and background workspaces.,Use Git worktrees - ChatGPT Learn to turn a recurring-agent idea into an explicit loop contract.,Primary official documentation from learn.chatgpt.com; use it for current product or standard behavior.,high,README.md,580,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L580,,Design,design,Specify a loop contract and operating pattern.,workspace;delegation,builder,workflow,direct,official-documentation,A,ok,https://learn.chatgpt.com/docs/environments/git-worktrees,Worktrees | ChatGPT Learn,Use Git worktrees in Codex in the ChatGPT desktop app to run chats in parallel,,,,,ChatGPT Learn,,,,html-meta,,,,,,,,2026-07-18T08:16:45+00:00
@@ -520,21 +520,21 @@ ale-0518,Operations Playbooks,operations-playbooks,Paper,📄,Agent Delivery Eng
 ale-0519,Operations Playbooks,operations-playbooks,Tool,🧰,rocketplaneIO,https://github.com/olemeyer/rocketplaneIO,external,github.com,"Self-hosted AI SRE for Kubernetes whose copilot investigates autonomously via eBPF traces, logs, and live service maps, but can only act through named, reversible, risk-graded operations.","Self-hosted AI SRE for Kubernetes whose copilot investigates autonomously via eBPF traces, logs, and live service maps, but can only act through named, reversible, risk-graded operations.","Self-hosted AI SRE for Kubernetes whose copilot investigates autonomously via eBPF traces, logs, and live service maps, but can only act through named, reversible, risk-graded operations.","Translates agent-loop ideas into operator-facing workflows for repeated delegated work. Self-hosted AI SRE for Kubernetes whose copilot investigates autonomously via eBPF traces, logs, and live service maps, but can only act through named, reversible, risk-graded operations.",Use rocketplaneIO to bound risk before recurring or unattended execution.,"Inspectable GitHub source (141 stars; 3 forks; Apache-2.0 license; updated 2026-07-15); popularity is context, not proof of reliability.",medium,README.md,1227,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1227,,Govern,govern,"Bound permissions, cost, failure, and escalation.",trigger;intake;budget;escalation;exit,builder;operator;security,operations,direct,source-implementation,A,ok,https://github.com/olemeyer/rocketplaneIO,"GitHub - olemeyer/rocketplaneIO: Self-hosted AI SRE for Kubernetes — zero-instrumentation eBPF observability plus a copilot that fixes issues through guardrailed, self-verifying actions. BYO-LLM, air-gapped capable. · GitHub","Self-hosted AI SRE for Kubernetes — zero-instrumentation eBPF observability plus a copilot that fixes issues through guardrailed, self-verifying actions. BYO-LLM, air-gapped capable. - olemeyer/rocketplaneIO",,2026-07-06,2026,olemeyer/rocketplaneIO,GitHub,,,,github-api,olemeyer/rocketplaneIO,141,3,Apache-2.0,2026-07-06T11:24:01Z,2026-07-15T11:30:27Z,,2026-07-18T08:16:45+00:00
 ale-0520,Operations Playbooks,operations-playbooks,Blog,📝,Migrating a Production AI Agent to GPT-5.6,https://ploy.ai/blog/migrating-a-production-ai-agent-to-gpt-5-6,external,ploy.ai,"Lorenzo Gentile's July 2026 case study of swapping the model inside Ploy's production website-building agent (plans pages, writes components, screenshots its own work, decides when done): roughly a third of initial cross-model eval failures traced to Opus-specific harness assumptions rather than the new model, GPT-5.6 invented placeholder values for optional tool parameters (fixed via required-but-nullable schemas, after 52-64% of file reads silently returned empty), cache keys needed workspace scoping (0% to 83.7% first-call hits), and reasoning state moved to self-contained encrypted blobs, concrete evidence that eval harnesses and regression gates are the load-bearing layer when changing the model inside a production loop.","Lorenzo Gentile's July 2026 case study of swapping the model inside Ploy's production website-building agent (plans pages, writes components, screenshots its own work, decides when done): roughly a third of initial cross-model eval failures traced to Opus-specific harness assumptions rather than the new model, GPT-5.6 invented placeholder values for optional tool parameters (fixed via required-but-nullable schemas, after 52-64% of file reads silently returned empty), cache keys needed workspace scoping (0% to 83.7% first-call hits), and reasoning state moved to self-contained encrypted blobs, concrete evidence that eval harnesses and regression gates are the load-bearing layer when changing the model inside a production loop.","Lorenzo Gentile's July 2026 case study of swapping the model inside Ploy's production website-building agent (plans pages, writes components, screenshots its own work, decides when done): roughly a third of initial cross-model eval failures traced to Opus-specific harness assumptions rather than the new model, GPT-5.6 invented placeholder values for optional tool parameters (fixed via required-but-nullable schemas, after 52-64% of file reads silently returned empty), cache keys needed workspace scoping (0% to 83.7% first-call hits), and reasoning state moved to self-contained encrypted blobs, concrete evidence that eval harnesses and regression gates are the load-bearing layer when changing the model inside a production loop.","Evaluation data is used as the feedback signal for improving loop behavior. Lorenzo Gentile's July 2026 case study of swapping the model inside Ploy's production website-building agent (plans pages, writes components, screenshots its own work, decides when done): roughly a third of initial cross-model eval failures traced to Opus-specific harness assumptions rather than the new model, GPT-5.6 invented placeholder values for optional tool parameters (fixed via required-but-nullable schemas, after 52-64% of file reads silently returned empty), cache keys needed workspace scoping (0% to 83.7% first-call hits), and reasoning state moved to self-contained encrypted blobs, concrete evidence that eval harnesses and regression gates are the load-bearing layer when changing the model inside a production loop.",Use Migrating a Production AI Agent to GPT-5.6 to bound risk before recurring or unattended execution.,"Contextual source from ploy.ai; useful for practice signals or boundary conditions, not independent validation.",contextual,README.md,1228,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1228,,Govern,govern,"Bound permissions, cost, failure, and escalation.",workspace;verification;state;exit,operator;security,operations,direct,practitioner-analysis,B,ok,https://ploy.ai/blog/migrating-a-production-ai-agent-to-gpt-5-6,Migrating a production AI agent to GPT-5.6 | Ploy,"For four months, no frontier model beat Claude Opus in our production evals. GPT-5.6 did. This is what we learned while migrating.",,,,,Ploy,,,,html-meta,,,,,,,,2026-07-18T08:16:45+00:00
 ale-0521,Operations Playbooks,operations-playbooks,Paper,📄,Coding-agents can replicate scientific machine learning papers,https://arxiv.org/abs/2607.02134,external,arxiv.org,"Runs coding agents independently 12 times across four scientific machine-learning papers; all workspaces satisfy the study's completion criteria, and 158 implementation targets are linked to report evidence, offering a concrete playbook for evidence-backed research replication.","Runs coding agents independently 12 times across four scientific machine-learning papers; all workspaces satisfy the study's completion criteria, and 158 implementation targets are linked to report evidence, offering a concrete playbook for evidence-backed research replication.","Runs coding agents independently 12 times across four scientific machine-learning papers; all workspaces satisfy the study's completion criteria, and 158 implementation targets are linked to report evidence, offering a concrete playbook for evidence-backed research replication.","Translates agent-loop ideas into operator-facing workflows for repeated delegated work. Runs coding agents independently 12 times across four scientific machine-learning papers; all workspaces satisfy the study's completion criteria, and 158 implementation targets are linked to report evidence, offering a concrete playbook for evidence-backed research replication.",Use Coding-agents can replicate scientific machine learning papers to bound risk before recurring or unattended execution.,Research source arXiv:2607.02134; inspect its method and evaluation before treating results as production evidence.,medium,README.md,1229,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1229,2026-07-17,Govern,govern,"Bound permissions, cost, failure, and escalation.",workspace;exit,researcher;evaluator;operator;security,operations,direct,research-preprint,A,ok,https://arxiv.org/abs/2607.02134,[2607.02134] Coding-agents can replicate scientific machine learning papers,"Scientific machine learning papers typically make computational claims, e.g., that the relative mean square error is less than 5% or that the 95% predictive credible interval covers the test data. A coding agent can be prompted to replicate those claims from paper materials alone, but the prompt does not by itself reliably preserve progress or check whether generated evidence supports the paper's claims. We introduce Paper-replication, a workflow that makes each selected paper claim a target with recorded evidence, and implement it as a coding-agent skill. The workflow makes the agent record those targets, reconstruct the paper's method, run computational experiments, link generated outputs to provenance and comparisons with the paper's claims, record where matched evidence appears in the replication report, and pass validation checks before completion. We evaluate Paper-replication on twelve independent runs across four scientific machine learning papers. All twelve workspaces pass the completion gate, and all 158 recorded targets are matched with report coverage. Even in this completed workspace state, repeated runs differ in how papers are divided into targets, in numerical fidelity to the source papers, in elapsed replication time, in the number of intermediate executions replaced before final evidence is accepted, and in the rules used to accept evidence. Paper-replication makes completion depend on workspace evidence and validation checks rather than on the agent's final message.",Atharva Hans; Ilias Bilionis,2026-07-02,2026,arXiv,arXiv,,,cs.AI,arxiv-api,,,,,,,2607.02134,2026-07-18T08:16:45+00:00
-ale-0522,Templates And Patterns,templates-and-patterns,Template,🧾,Resource entry template,templates/resource-entry.md,local_path,,Format for adding a single resource with evidence quality and category fit.,Format for adding a single resource with evidence quality and category fit.,Format for adding a single resource with evidence quality and category fit.,The resource is directly reusable as a starting artifact. Format for adding a single resource with evidence quality and category fit.,Use Resource entry template to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1237,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1237,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/templates/resource-entry.md,Resource entry template,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0523,Templates And Patterns,templates-and-patterns,Template,🧾,Loop pattern template,templates/loop-pattern.md,local_path,,"Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.","Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.","Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.","The resource is directly reusable as a starting artifact. Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.",Use Loop pattern template to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1238,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1238,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/templates/loop-pattern.md,Loop pattern template,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0524,Templates And Patterns,templates-and-patterns,Template,🧾,Loop contract schema,schemas/loop-contract.schema.json,local_path,,Machine-readable schema for portable loop specs.,Machine-readable schema for portable loop specs.,Machine-readable schema for portable loop specs.,The contribution is machine-readable and validation-friendly. Machine-readable schema for portable loop specs.,Use Loop contract schema to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1239,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1239,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/schemas/loop-contract.schema.json,Loop contract schema,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0525,Templates And Patterns,templates-and-patterns,Template,🧾,Loop contract preview script,scripts/preview_loop_contract.py,local_path,,Dependency-free demo that validates and renders a loop contract JSON file.,Dependency-free demo that validates and renders a loop contract JSON file.,Dependency-free demo that validates and renders a loop contract JSON file.,The contribution is machine-readable and validation-friendly. Dependency-free demo that validates and renders a loop contract JSON file.,Use Loop contract preview script to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1240,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1240,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/scripts/preview_loop_contract.py,Loop contract preview script,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0526,Templates And Patterns,templates-and-patterns,Template,🧾,Translation guide,TRANSLATIONS.md,local_path,,How to add or maintain a language translation without drifting from the canonical English list.,How to add or maintain a language translation without drifting from the canonical English list.,How to add or maintain a language translation without drifting from the canonical English list.,The resource is directly reusable as a starting artifact. How to add or maintain a language translation without drifting from the canonical English list.,Use Translation guide to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1241,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1241,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/TRANSLATIONS.md,Translation guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0527,Templates And Patterns,templates-and-patterns,Template,🧾,Pattern library index,patterns/README.md,local_path,,"Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.","Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.","Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.","Verification is promoted from a final check to a loop-control signal. Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.",Use Pattern library index to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1242,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1242,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",trigger;verification;state;budget;escalation,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/README.md,Pattern library index,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0528,Examples And Schema,examples-and-schema,Pattern,🔁,Validated contract catalog,examples/README.md,local_path,,"Connects all 20 patterns to schema-valid contracts, deterministic gates, durable receipts, and four worked implementation paths.","Connects all 20 patterns to schema-valid contracts, deterministic gates, durable receipts, and four worked implementation paths.","Connects all 20 patterns to schema-valid contracts, deterministic gates, durable receipts, and four worked implementation paths.","Durable execution and replay are treated as first-class loop infrastructure. Connects all 20 patterns to schema-valid contracts, deterministic gates, durable receipts, and four worked implementation paths.",Use Validated contract catalog to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1252,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1252,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",state,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/README.md,Validated contract catalog,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0529,Examples And Schema,examples-and-schema,Template,🧾,Loop contract library,examples/README.md#contract-catalog,local_path,,"Schema-validated contracts for build, operate, optimize, and govern loops, with explicit permissions, budgets, and handoffs.","Schema-validated contracts for build, operate, optimize, and govern loops, with explicit permissions, budgets, and handoffs.","Schema-validated contracts for build, operate, optimize, and govern loops, with explicit permissions, budgets, and handoffs.","The contribution is machine-readable and validation-friendly. Schema-validated contracts for build, operate, optimize, and govern loops, with explicit permissions, budgets, and handoffs.",Use Loop contract library to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1253,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1253,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",workspace;delegation;budget,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/README.md#contract-catalog,Loop contract library,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0530,Examples And Schema,examples-and-schema,Template,🧾,Runnable test-repair loop,examples/runnable/test-repair-loop.sh,local_path,,"Repeats a failing deterministic check with durable progress, duplicate-failure detection, and a hard retry budget.","Repeats a failing deterministic check with durable progress, duplicate-failure detection, and a hard retry budget.","Repeats a failing deterministic check with durable progress, duplicate-failure detection, and a hard retry budget.","Durable execution and replay are treated as first-class loop infrastructure. Repeats a failing deterministic check with durable progress, duplicate-failure detection, and a hard retry budget.",Use Runnable test-repair loop to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1254,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1254,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",verification;budget,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/runnable/test-repair-loop.sh,Runnable test-repair loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0531,Examples And Schema,examples-and-schema,Template,🧾,Runnable loop guide,examples/runnable/README.md,local_path,,"Compares 8 starters by trigger, state, gate, and runtime, including executable test-repair, threshold-monitor, and queue-worker loops.","Compares 8 starters by trigger, state, gate, and runtime, including executable test-repair, threshold-monitor, and queue-worker loops.","Compares 8 starters by trigger, state, gate, and runtime, including executable test-repair, threshold-monitor, and queue-worker loops.","State persistence is explicit enough for repeated runs and handoff. Compares 8 starters by trigger, state, gate, and runtime, including executable test-repair, threshold-monitor, and queue-worker loops.",Use Runnable loop guide to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1255,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1255,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",trigger;intake;verification;state,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/runnable/README.md,Runnable loop guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0532,Community Gallery,community-gallery,Template,🧾,Loop gallery guide,gallery/README.md,local_path,,Quality bar for contributed loop examples with receipts and lessons learned.,Quality bar for contributed loop examples with receipts and lessons learned.,Quality bar for contributed loop examples with receipts and lessons learned.,The resource is directly reusable as a starting artifact. Quality bar for contributed loop examples with receipts and lessons learned.,Use Loop gallery guide to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1271,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1271,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",state,builder;operator,operations,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/README.md,Loop gallery guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0533,Community Gallery,community-gallery,Template,🧾,Loop gallery template,gallery/template.md,local_path,,"Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.","Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.","Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.","Verification is promoted from a final check to a loop-control signal. Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.",Use Loop gallery template to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1272,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1272,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",trigger;intake;verification;state;escalation,builder;operator,operations,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/template.md,Loop gallery template,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0534,Community Gallery,community-gallery,Pattern,🔁,PR babysitter reference loop,gallery/pr-babysitter-reference.md,local_path,,Reference gallery entry for keeping a pull request moving.,Reference gallery entry for keeping a pull request moving.,Reference gallery entry for keeping a pull request moving.,Turns loop adoption into shareable cases with enough structure to compare lessons learned. Reference gallery entry for keeping a pull request moving.,Use PR babysitter reference loop to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1273,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1273,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,operations,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/pr-babysitter-reference.md,PR babysitter reference loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0535,Community Gallery,community-gallery,Pattern,🔁,CI repair reference loop,gallery/ci-repair-reference.md,local_path,,Reference gallery entry for turning failing CI into a verified patch or escalation.,Reference gallery entry for turning failing CI into a verified patch or escalation.,Reference gallery entry for turning failing CI into a verified patch or escalation.,Verification is promoted from a final check to a loop-control signal. Reference gallery entry for turning failing CI into a verified patch or escalation.,Use CI repair reference loop to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1274,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1274,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",verification;escalation,builder;operator,operations,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/ci-repair-reference.md,CI repair reference loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0536,Community Gallery,community-gallery,Pattern,🔁,Docs drift reference loop,gallery/docs-drift-reference.md,local_path,,Reference gallery entry for recurring docs/code consistency checks.,Reference gallery entry for recurring docs/code consistency checks.,Reference gallery entry for recurring docs/code consistency checks.,Turns loop adoption into shareable cases with enough structure to compare lessons learned. Reference gallery entry for recurring docs/code consistency checks.,Use Docs drift reference loop to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1275,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1275,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,operations,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/docs-drift-reference.md,Docs drift reference loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0522,Templates And Patterns,templates-and-patterns,Template,🧾,Resource entry template,templates/resource-entry.md,local_path,,Format for adding a single resource with evidence quality and category fit.,Format for adding a single resource with evidence quality and category fit.,Format for adding a single resource with evidence quality and category fit.,The resource is directly reusable as a starting artifact. Format for adding a single resource with evidence quality and category fit.,Use Resource entry template to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1237,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1237,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/templates/resource-entry.md,Resource entry template,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0523,Templates And Patterns,templates-and-patterns,Template,🧾,Loop pattern template,templates/loop-pattern.md,local_path,,"Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.","Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.","Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.","The resource is directly reusable as a starting artifact. Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.",Use Loop pattern template to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1238,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1238,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/templates/loop-pattern.md,Loop pattern template,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0524,Templates And Patterns,templates-and-patterns,Template,🧾,Loop contract schema,schemas/loop-contract.schema.json,local_path,,Machine-readable schema for portable loop specs.,Machine-readable schema for portable loop specs.,Machine-readable schema for portable loop specs.,The contribution is machine-readable and validation-friendly. Machine-readable schema for portable loop specs.,Use Loop contract schema to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1239,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1239,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/schemas/loop-contract.schema.json,Loop contract schema,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0525,Templates And Patterns,templates-and-patterns,Template,🧾,Loop contract preview script,scripts/preview_loop_contract.py,local_path,,Dependency-free demo that validates and renders a loop contract JSON file.,Dependency-free demo that validates and renders a loop contract JSON file.,Dependency-free demo that validates and renders a loop contract JSON file.,The contribution is machine-readable and validation-friendly. Dependency-free demo that validates and renders a loop contract JSON file.,Use Loop contract preview script to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1240,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1240,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/scripts/preview_loop_contract.py,Loop contract preview script,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0526,Templates And Patterns,templates-and-patterns,Template,🧾,Translation guide,TRANSLATIONS.md,local_path,,How to add or maintain a language translation without drifting from the full English guide.,How to add or maintain a language translation without drifting from the full English guide.,How to add or maintain a language translation without drifting from the full English guide.,The resource is directly reusable as a starting artifact. How to add or maintain a language translation without drifting from the full English guide.,Use Translation guide to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1241,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1241,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/TRANSLATIONS.md,Translation guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0527,Templates And Patterns,templates-and-patterns,Template,🧾,Pattern library index,patterns/README.md,local_path,,"Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.","Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.","Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.","Verification is promoted from a final check to a loop-control signal. Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.",Use Pattern library index to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1242,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1242,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",trigger;verification;state;budget;escalation,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/README.md,Pattern library index,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0528,Examples And Schema,examples-and-schema,Pattern,🔁,Loop contract catalog,examples/README.md,local_path,,"Connects all 20 patterns to schema-valid contracts, deterministic gates, durable receipts, and four worked implementation paths.","Connects all 20 patterns to schema-valid contracts, deterministic gates, durable receipts, and four worked implementation paths.","Connects all 20 patterns to schema-valid contracts, deterministic gates, durable receipts, and four worked implementation paths.","Durable execution and replay are treated as first-class loop infrastructure. Connects all 20 patterns to schema-valid contracts, deterministic gates, durable receipts, and four worked implementation paths.",Use Loop contract catalog to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1252,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1252,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",state,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/README.md,Validated contract catalog,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0529,Examples And Schema,examples-and-schema,Template,🧾,Loop contract library,examples/README.md#contract-catalog,local_path,,"Schema-validated contracts for build, operate, optimize, and govern loops, with explicit permissions, budgets, and handoffs.","Schema-validated contracts for build, operate, optimize, and govern loops, with explicit permissions, budgets, and handoffs.","Schema-validated contracts for build, operate, optimize, and govern loops, with explicit permissions, budgets, and handoffs.","The contribution is machine-readable and validation-friendly. Schema-validated contracts for build, operate, optimize, and govern loops, with explicit permissions, budgets, and handoffs.",Use Loop contract library to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1253,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1253,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",workspace;delegation;budget,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/README.md#contract-catalog,Loop contract library,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0530,Examples And Schema,examples-and-schema,Template,🧾,Runnable test-repair loop,examples/runnable/test-repair-loop.sh,local_path,,"Repeats a failing deterministic check with durable progress, duplicate-failure detection, and a hard retry budget.","Repeats a failing deterministic check with durable progress, duplicate-failure detection, and a hard retry budget.","Repeats a failing deterministic check with durable progress, duplicate-failure detection, and a hard retry budget.","Durable execution and replay are treated as first-class loop infrastructure. Repeats a failing deterministic check with durable progress, duplicate-failure detection, and a hard retry budget.",Use Runnable test-repair loop to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1254,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1254,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",verification;budget,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/runnable/test-repair-loop.sh,Runnable test-repair loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0531,Examples And Schema,examples-and-schema,Template,🧾,Runnable loop guide,examples/runnable/README.md,local_path,,"Compares 8 starters by trigger, state, gate, and runtime, including executable test-repair, threshold-monitor, and queue-worker loops.","Compares 8 starters by trigger, state, gate, and runtime, including executable test-repair, threshold-monitor, and queue-worker loops.","Compares 8 starters by trigger, state, gate, and runtime, including executable test-repair, threshold-monitor, and queue-worker loops.","State persistence is explicit enough for repeated runs and handoff. Compares 8 starters by trigger, state, gate, and runtime, including executable test-repair, threshold-monitor, and queue-worker loops.",Use Runnable loop guide to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1255,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1255,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",trigger;intake;verification;state,builder;operator,workflow,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/runnable/README.md,Runnable loop guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0532,Community Gallery,community-gallery,Template,🧾,Loop gallery guide,gallery/README.md,local_path,,Quality bar for contributed loop examples with receipts and lessons learned.,Quality bar for contributed loop examples with receipts and lessons learned.,Quality bar for contributed loop examples with receipts and lessons learned.,The resource is directly reusable as a starting artifact. Quality bar for contributed loop examples with receipts and lessons learned.,Use Loop gallery guide to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1271,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1271,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",state,builder;operator,operations,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/README.md,Loop gallery guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0533,Community Gallery,community-gallery,Template,🧾,Loop gallery template,gallery/template.md,local_path,,"Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.","Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.","Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.","Verification is promoted from a final check to a loop-control signal. Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.",Use Loop gallery template to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1272,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1272,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",trigger;intake;verification;state;escalation,builder;operator,operations,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/template.md,Loop gallery template,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0534,Community Gallery,community-gallery,Pattern,🔁,PR babysitter reference loop,gallery/pr-babysitter-reference.md,local_path,,Reference gallery entry for keeping a pull request moving.,Reference gallery entry for keeping a pull request moving.,Reference gallery entry for keeping a pull request moving.,Turns loop adoption into shareable cases with enough structure to compare lessons learned. Reference gallery entry for keeping a pull request moving.,Use PR babysitter reference loop to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1273,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1273,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,operations,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/pr-babysitter-reference.md,PR babysitter reference loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0535,Community Gallery,community-gallery,Pattern,🔁,CI repair reference loop,gallery/ci-repair-reference.md,local_path,,Reference gallery entry for turning failing CI into a verified patch or escalation.,Reference gallery entry for turning failing CI into a verified patch or escalation.,Reference gallery entry for turning failing CI into a verified patch or escalation.,Verification is promoted from a final check to a loop-control signal. Reference gallery entry for turning failing CI into a verified patch or escalation.,Use CI repair reference loop to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1274,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1274,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",verification;escalation,builder;operator,operations,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/ci-repair-reference.md,CI repair reference loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0536,Community Gallery,community-gallery,Pattern,🔁,Docs drift reference loop,gallery/docs-drift-reference.md,local_path,,Reference gallery entry for recurring docs/code consistency checks.,Reference gallery entry for recurring docs/code consistency checks.,Reference gallery entry for recurring docs/code consistency checks.,Turns loop adoption into shareable cases with enough structure to compare lessons learned. Reference gallery entry for recurring docs/code consistency checks.,Use Docs drift reference loop to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1275,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1275,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,operations,direct,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/docs-drift-reference.md,Docs drift reference loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
 ale-0537,"Critiques, Risks, And Limitations",critiques-risks-and-limitations,Critique,⚠️,Most Developers Do Not Need Agent Loops Yet,https://alphasignalai.substack.com/p/most-developers-do-not-need-agent,external,alphasignalai.substack.com,"Useful caution against adopting loops before the task, signal, and economics justify them.","Useful caution against adopting loops before the task, signal, and economics justify them.","Useful caution against adopting loops before the task, signal, and economics justify them.","Keeps adoption grounded in known failure modes, economics, and operational limits. Useful caution against adopting loops before the task, signal, and economics justify them.",Use Most Developers Do Not Need Agent Loops Yet to bound risk before recurring or unattended execution.,"Contextual source from alphasignalai.substack.com; useful for practice signals or boundary conditions, not independent validation.",contextual,README.md,1283,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1283,,Govern,govern,"Bound permissions, cost, failure, and escalation.",budget;escalation;exit,operator;security,cross-layer,enabling,risk-analysis,B,ok,https://alphasignalai.substack.com/p/most-developers-do-not-need-agent,Most Developers Do Not Need Agent Loops Yet,"The patterns were documented in 2024. Here’s who it pays off for, and the four conditions that decide.",AlphaSignal AI,,,,Substack,,,,html-meta,,,,,,,,2026-07-18T08:16:45+00:00
 ale-0538,"Critiques, Risks, And Limitations",critiques-risks-and-limitations,Critique,⚠️,Engineering Agentic Systems for Reliability,https://pruningmypothos.com/systems/engineering-agentic-systems-for-reliability/,external,pruningmypothos.com,"Cautions that agentic systems fail at boundaries when permissions, verification, traceability, and escalation are weak.","Cautions that agentic systems fail at boundaries when permissions, verification, traceability, and escalation are weak.","Cautions that agentic systems fail at boundaries when permissions, verification, traceability, and escalation are weak.","Verification is promoted from a final check to a loop-control signal. Cautions that agentic systems fail at boundaries when permissions, verification, traceability, and escalation are weak.",Use Engineering Agentic Systems for Reliability to bound risk before recurring or unattended execution.,"Contextual source from pruningmypothos.com; useful for practice signals or boundary conditions, not independent validation.",contextual,README.md,1284,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1284,,Govern,govern,"Bound permissions, cost, failure, and escalation.",workspace;verification;escalation,operator;security,cross-layer,enabling,risk-analysis,B,ok,https://pruningmypothos.com/systems/engineering-agentic-systems-for-reliability/,Engineering Agentic Systems for Reliability | Sans Serif Systems,"A practical reliability model for agentic systems built around governed steps, verification, escalation, and observability.",Shailesh Rawat,,,,Sans Serif Systems,,,,html-meta,,,,,,,,2026-07-18T08:16:45+00:00
 ale-0539,"Critiques, Risks, And Limitations",critiques-risks-and-limitations,Critique,⚠️,"Self-Correcting Agents: Reflexion, CRITIC, and ReAct Loops Compared",https://callsphere.ai/blog/self-correcting-agents-reflexion-critic-react-loops-compared-2026,external,callsphere.ai,Compares self-correction patterns and their cost/failure tradeoffs.,Compares self-correction patterns and their cost/failure tradeoffs.,Compares self-correction patterns and their cost/failure tradeoffs.,"Keeps adoption grounded in known failure modes, economics, and operational limits. Compares self-correction patterns and their cost/failure tradeoffs.","Use Self-Correcting Agents: Reflexion, CRITIC, and ReAct Loops Compared to bound risk before recurring or unattended execution.","Contextual source from callsphere.ai; useful for practice signals or boundary conditions, not independent validation.",contextual,README.md,1285,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1285,,Govern,govern,"Bound permissions, cost, failure, and escalation.",verification;budget,operator;security,cross-layer,enabling,risk-analysis,B,ok,https://callsphere.ai/blog/self-correcting-agents-reflexion-critic-react-loops-compared-2026,"Self-Correcting Agents: Reflexion, CRITIC, and ReAct Loops Compared | CallSphere Blog","Three self-correction patterns dominate 2026 agent design. Side-by-side analysis of where each one wins, where each one fails, and how to combine them.",CallSphere,2026-04-24,2026,,CallSphere,,,,html-meta,,,,,,,,2026-07-18T08:16:45+00:00
@@ -568,13 +568,13 @@ ale-0566,Adjacent Awesome Lists,adjacent-awesome-lists,List,🧭,Awesome AI Agen
 ale-0567,Adjacent Awesome Lists,adjacent-awesome-lists,List,🧭,awesome-ralph,https://github.com/snwfdhmp/awesome-ralph,external,github.com,"Curated directory for the Ralph technique, collecting official resources, implementations, playbooks, tutorials, and community channels for running coding agents in automated loops until specifications are fulfilled.","Curated directory for the Ralph technique, collecting official resources, implementations, playbooks, tutorials, and community channels for running coding agents in automated loops until specifications are fulfilled.","Curated directory for the Ralph technique, collecting official resources, implementations, playbooks, tutorials, and community channels for running coding agents in automated loops until specifications are fulfilled.","Primary-source operational guidance rather than commentary. Curated directory for the Ralph technique, collecting official resources, implementations, playbooks, tutorials, and community channels for running coding agents in automated loops until specifications are fulfilled.",Use awesome-ralph to reuse a concrete artifact or connect it to the wider ecosystem.,"Inspectable GitHub source (913 stars; 72 forks; updated 2026-07-13); popularity is context, not proof of reliability.",medium,README.md,1332,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1332,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,cross-layer,adjacent,curated-index,C,ok,https://github.com/snwfdhmp/awesome-ralph,"GitHub - snwfdhmp/awesome-ralph: A curated list of resources about Ralph, the AI coding technique that runs AI coding agents in automated loops until specifications are fulfilled. · GitHub","A curated list of resources about Ralph, the AI coding technique that runs AI coding agents in automated loops until specifications are fulfilled. - snwfdhmp/awesome-ralph",,2026-01-19,2026,snwfdhmp/awesome-ralph,GitHub,,,,github-api,snwfdhmp/awesome-ralph,913,72,,2026-01-19T08:42:54Z,2026-07-13T12:09:52Z,,2026-07-18T08:16:45+00:00
 ale-0568,Adjacent Awesome Lists,adjacent-awesome-lists,List,🧭,Awesome Agent Loops,https://github.com/serenakeyitan/awesome-agent-loops,external,github.com,"Curated collection of /loop, /goal, and /schedule commands for Claude Code and Codex sourced from practitioner posts, organized around trigger, condition, and skill structure.","Curated collection of /loop, /goal, and /schedule commands for Claude Code and Codex sourced from practitioner posts, organized around trigger, condition, and skill structure.","Curated collection of /loop, /goal, and /schedule commands for Claude Code and Codex sourced from practitioner posts, organized around trigger, condition, and skill structure.","The trigger or cadence is explicit, making the workflow recurring rather than one-off. Curated collection of /loop, /goal, and /schedule commands for Claude Code and Codex sourced from practitioner posts, organized around trigger, condition, and skill structure.",Use Awesome Agent Loops to reuse a concrete artifact or connect it to the wider ecosystem.,"Inspectable GitHub source (194 stars; 16 forks; CC-BY-4.0 license; updated 2026-07-15); popularity is context, not proof of reliability.",medium,README.md,1333,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1333,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",objective;trigger,builder,cross-layer,adjacent,curated-index,C,ok,https://github.com/serenakeyitan/awesome-agent-loops,"GitHub - serenakeyitan/awesome-agent-loops: A curated collection of the best /loop, /goal, and /schedule uses for Claude Code & Codex — real commands sourced from Twitter/X. The awesome-list of agent loops. · GitHub","A curated collection of the best /loop, /goal, and /schedule uses for Claude Code & Codex — real commands sourced from Twitter/X. The awesome-list of agent loops. - serenakeyitan/awesome-agent-loops",,2026-06-09,2026,serenakeyitan/awesome-agent-loops,GitHub,,,,github-api,serenakeyitan/awesome-agent-loops,194,16,CC-BY-4.0,2026-06-09T01:26:51Z,2026-07-15T11:44:20Z,,2026-07-18T08:16:45+00:00
 ale-0569,Adjacent Awesome Lists,adjacent-awesome-lists,List,🧭,Awesome Loop Models,https://github.com/huskydoge/Awesome-Loop-Models,external,github.com,"Dedicated catalog of architectures that reuse a learned layer, block, module, or operator within one forward process; use it for deeper model-level coverage while this repository focuses on the bridge to operational agent loops.","Dedicated catalog of architectures that reuse a learned layer, block, module, or operator within one forward process; use it for deeper model-level coverage while this repository focuses on the bridge to operational agent loops.","Dedicated catalog of architectures that reuse a learned layer, block, module, or operator within one forward process; use it for deeper model-level coverage while this repository focuses on the bridge to operational agent loops.","Connects neighboring ecosystems while preserving Loop Engineering as a narrower operating concept. Dedicated catalog of architectures that reuse a learned layer, block, module, or operator within one forward process; use it for deeper model-level coverage while this repository focuses on the bridge to operational agent loops.",Use Awesome Loop Models to reuse a concrete artifact or connect it to the wider ecosystem.,"Inspectable GitHub source (215 stars; 8 forks; MIT license; updated 2026-07-18); popularity is context, not proof of reliability.",medium,README.md,1334,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1334,2026-07-18,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,model,adjacent,curated-index,C,ok,https://github.com/huskydoge/Awesome-Loop-Models,GitHub - huskydoge/Awesome-Loop-Models: A curated list of papers and selected technical blogs on Loop Models. · GitHub,A curated list of papers and selected technical blogs on Loop Models. - huskydoge/Awesome-Loop-Models,,2026-04-24,2026,huskydoge/Awesome-Loop-Models,GitHub,,,,github-api,huskydoge/Awesome-Loop-Models,215,8,MIT,2026-04-24T12:16:55Z,2026-07-18T06:50:42Z,,2026-07-18T08:16:45+00:00
-ale-0570,Explore And Reuse,explore-and-reuse,Template,🧾,Resource Atlas,https://chaoyue0307.github.io/awesome-loop-engineering/,external,chaoyue0307.github.io,"Filter 579 resources by goal, loop layer, lifecycle stage, artifact type, evidence class, and search query.","Filter 579 resources by goal, loop layer, lifecycle stage, artifact type, evidence class, and search query.","Filter 579 resources by goal, loop layer, lifecycle stage, artifact type, evidence class, and search query.","Turns the evidence into an interactive atlas and structured data. Filter 579 resources by goal, loop layer, lifecycle stage, artifact type, evidence class, and search query.",Use Resource Atlas to reuse a concrete artifact or connect it to the wider ecosystem.,"Reusable template, schema, checklist, or guide; signal comes from concrete adaptation and validation.",medium,README.md,1342,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1342,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",objective,builder,cross-layer,enabling,reusable-artifact,A,ok,https://chaoyue0307.github.io/awesome-loop-engineering/,Awesome Loop Engineering,"555 source-audited resources, 20 patterns, 20 validated contracts, and 8 runtime starters for recurring, stateful, verified AI-agent systems.",Chaoyue He,,,,chaoyue0307.github.io,,,,html-meta,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0570,Explore And Reuse,explore-and-reuse,Template,🧾,Resource Atlas,https://chaoyue0307.github.io/awesome-loop-engineering/,external,chaoyue0307.github.io,"Filter 579 resources by goal, loop layer, lifecycle stage, artifact type, evidence class, and search query.","Filter 579 resources by goal, loop layer, lifecycle stage, artifact type, evidence class, and search query.","Filter 579 resources by goal, loop layer, lifecycle stage, artifact type, evidence class, and search query.","Turns the evidence into an interactive atlas and structured data. Filter 579 resources by goal, loop layer, lifecycle stage, artifact type, evidence class, and search query.",Use Resource Atlas to reuse a concrete artifact or connect it to the wider ecosystem.,"Reusable template, schema, checklist, or guide; signal comes from concrete adaptation and validation.",medium,README.md,1342,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1342,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",objective,builder,cross-layer,enabling,reusable-artifact,A,ok,https://chaoyue0307.github.io/awesome-loop-engineering/,Awesome Loop Engineering,"Explore 579 resources from model recurrence to governed agent operations, then build with 20 patterns, 20 contracts, and 8 runtime starters.",Chaoyue He,,,,chaoyue0307.github.io,,,,html-meta,,,,,,,,2026-07-18T08:16:45+00:00
 ale-0571,Explore And Reuse,explore-and-reuse,List,🧭,Hugging Face dataset,https://huggingface.co/datasets/cy0307/awesome-loop-engineering,external,huggingface.co,"Query the full collection as generated CSV and JSONL tables with publication, evidence, and lifecycle fields.","Query the full collection as generated CSV and JSONL tables with publication, evidence, and lifecycle fields.","Query the full collection as generated CSV and JSONL tables with publication, evidence, and lifecycle fields.","Packages the evidence as queryable CSV and JSONL rather than only a rendered page. Query the full collection as generated CSV and JSONL tables with publication, evidence, and lifecycle fields.",Use Hugging Face dataset to reuse a concrete artifact or connect it to the wider ecosystem.,"Contextual source from huggingface.co; useful for practice signals or boundary conditions, not independent validation.",contextual,README.md,1343,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1343,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,cross-layer,enabling,curated-index,C,ok,https://huggingface.co/datasets/cy0307/awesome-loop-engineering,cy0307/awesome-loop-engineering · Datasets at Hugging Face,We’re on a journey to advance and democratize artificial intelligence through open source and open science.,,,,,Hugging Face,,,,domain-fallback,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0572,Explore And Reuse,explore-and-reuse,Template,🧾,Dataset export guide,data/README.md,local_path,,"Load, query, regenerate, and audit the CSV, JSONL, and Resource Atlas data.","Load, query, regenerate, and audit the CSV, JSONL, and Resource Atlas data.","Load, query, regenerate, and audit the CSV, JSONL, and Resource Atlas data.","Packages the evidence as queryable CSV and JSONL rather than only a rendered page. Load, query, regenerate, and audit the CSV, JSONL, and Resource Atlas data.",Use Dataset export guide to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1344,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1344,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,cross-layer,enabling,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/data/README.md,Dataset export guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0573,Explore And Reuse,explore-and-reuse,Template,🧾,Runtime selection guide,meta/RUNTIME_SELECTION.md,local_path,,"Compare session, scheduled, CI, cron, and durable runtimes by persistence, isolation, permissions, and state.","Compare session, scheduled, CI, cron, and durable runtimes by persistence, isolation, permissions, and state.","Compare session, scheduled, CI, cron, and durable runtimes by persistence, isolation, permissions, and state.","Durable execution and replay are treated as first-class loop infrastructure. Compare session, scheduled, CI, cron, and durable runtimes by persistence, isolation, permissions, and state.",Use Runtime selection guide to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1345,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1345,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",trigger;workspace;state,builder,cross-layer,enabling,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/meta/RUNTIME_SELECTION.md,Runtime selection guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0574,Explore And Reuse,explore-and-reuse,Template,🧾,Future Directions agenda,FUTURE-DIRECTIONS.md,local_path,,"Turn 15 open problems into measurable studies, runtime projects, product pilots, and shared standards.","Turn 15 open problems into measurable studies, runtime projects, product pilots, and shared standards.","Turn 15 open problems into measurable studies, runtime projects, product pilots, and shared standards.","Turns open gaps into measurable research, infrastructure, and product directions. Turn 15 open problems into measurable studies, runtime projects, product pilots, and shared standards.",Use Future Directions agenda to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1346,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1346,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,cross-layer,enabling,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/FUTURE-DIRECTIONS.md,Future Directions agenda,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0575,Shape What Comes Next,shape-what-comes-next,Template,🧾,Release notes,https://github.com/ChaoYue0307/awesome-loop-engineering/releases,external,github.com,"Versioned changelog of new resources, patterns, and repository changes.","Versioned changelog of new resources, patterns, and repository changes.","Versioned changelog of new resources, patterns, and repository changes.","Turns open questions and operating lessons into visible next work. Versioned changelog of new resources, patterns, and repository changes.",Use Release notes to reuse a concrete artifact or connect it to the wider ecosystem.,"Inspectable GitHub source (31 stars; 6 forks; CC0-1.0 license; updated 2026-07-18); popularity is context, not proof of reliability.",medium,README.md,1373,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1373,2026-07-15,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,cross-layer,enabling,reusable-artifact,A,ok,https://github.com/ChaoYue0307/awesome-loop-engineering/releases,Releases · ChaoYue0307/awesome-loop-engineering · GitHub,"🔁 555 source-audited resources · 20 operational patterns · 20 validated contracts · 8 runtime starters · interactive atlas + dataset for recurring, stateful, verified AI-agent systems. - Releases · ChaoYue0307/awesome-loop-engineering",,2026-06-09,2026,GitHub Releases,GitHub,,,,github-api,ChaoYue0307/awesome-loop-engineering,31,6,CC0-1.0,2026-06-09T16:17:27Z,2026-07-18T07:38:30Z,,2026-07-18T08:16:45+00:00
-ale-0576,Shape What Comes Next,shape-what-comes-next,Template,🧾,Roadmap,ROADMAP.md,local_path,,"Near-term work, pattern priorities, gallery goals, and open questions.","Near-term work, pattern priorities, gallery goals, and open questions.","Near-term work, pattern priorities, gallery goals, and open questions.","Turns open questions and operating lessons into visible next work. Near-term work, pattern priorities, gallery goals, and open questions.",Use Roadmap to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1374,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1374,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",objective,builder,cross-layer,enabling,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/ROADMAP.md,Roadmap,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0577,Shape What Comes Next,shape-what-comes-next,Template,🧾,Launch article,posts/launch.md,local_path,,"Concise explanation of the concept, implementation kit, and evidence base.","Concise explanation of the concept, implementation kit, and evidence base.","Concise explanation of the concept, implementation kit, and evidence base.","Turns open questions and operating lessons into visible next work. Concise explanation of the concept, implementation kit, and evidence base.",Use Launch article to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1375,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1375,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,cross-layer,enabling,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/posts/launch.md,Launch article,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
-ale-0578,Shape What Comes Next,shape-what-comes-next,Template,🧾,Discussion guide,meta/DISCUSSIONS.md,local_path,,"Suggested discussion categories, starter prompts, and moderation standard.","Suggested discussion categories, starter prompts, and moderation standard.","Suggested discussion categories, starter prompts, and moderation standard.","The resource is directly reusable as a starting artifact. Suggested discussion categories, starter prompts, and moderation standard.",Use Discussion guide to reuse a concrete artifact or connect it to the wider ecosystem.,Local artifact maintained with automated validation checks.,medium,README.md,1376,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1376,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,cross-layer,enabling,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/meta/DISCUSSIONS.md,Discussion guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0572,Explore And Reuse,explore-and-reuse,Template,🧾,Dataset export guide,data/README.md,local_path,,"Load, query, regenerate, and audit the CSV, JSONL, and Resource Atlas data.","Load, query, regenerate, and audit the CSV, JSONL, and Resource Atlas data.","Load, query, regenerate, and audit the CSV, JSONL, and Resource Atlas data.","Packages the evidence as queryable CSV and JSONL rather than only a rendered page. Load, query, regenerate, and audit the CSV, JSONL, and Resource Atlas data.",Use Dataset export guide to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1344,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1344,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,cross-layer,enabling,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/data/README.md,Dataset export guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0573,Explore And Reuse,explore-and-reuse,Template,🧾,Runtime selection guide,meta/RUNTIME_SELECTION.md,local_path,,"Compare session, scheduled, CI, cron, and durable runtimes by persistence, isolation, permissions, and state.","Compare session, scheduled, CI, cron, and durable runtimes by persistence, isolation, permissions, and state.","Compare session, scheduled, CI, cron, and durable runtimes by persistence, isolation, permissions, and state.","Durable execution and replay are treated as first-class loop infrastructure. Compare session, scheduled, CI, cron, and durable runtimes by persistence, isolation, permissions, and state.",Use Runtime selection guide to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1345,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1345,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",trigger;workspace;state,builder,cross-layer,enabling,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/meta/RUNTIME_SELECTION.md,Runtime selection guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0574,Explore And Reuse,explore-and-reuse,Template,🧾,Future Directions agenda,FUTURE-DIRECTIONS.md,local_path,,"Turn 15 open problems into measurable studies, runtime projects, product pilots, and shared standards.","Turn 15 open problems into measurable studies, runtime projects, product pilots, and shared standards.","Turn 15 open problems into measurable studies, runtime projects, product pilots, and shared standards.","Turns open gaps into measurable research, infrastructure, and product directions. Turn 15 open problems into measurable studies, runtime projects, product pilots, and shared standards.",Use Future Directions agenda to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1346,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1346,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,cross-layer,enabling,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/FUTURE-DIRECTIONS.md,Future Directions agenda,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0575,Shape What Comes Next,shape-what-comes-next,Template,🧾,Release notes,https://github.com/ChaoYue0307/awesome-loop-engineering/releases,external,github.com,"Versioned changelog of new resources, patterns, and repository changes.","Versioned changelog of new resources, patterns, and repository changes.","Versioned changelog of new resources, patterns, and repository changes.","Turns open questions and operating lessons into visible next work. Versioned changelog of new resources, patterns, and repository changes.",Use Release notes to reuse a concrete artifact or connect it to the wider ecosystem.,"Inspectable GitHub source (31 stars; 6 forks; CC0-1.0 license; updated 2026-07-18); popularity is context, not proof of reliability.",medium,README.md,1373,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1373,2026-07-15,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,cross-layer,enabling,reusable-artifact,A,ok,https://github.com/ChaoYue0307/awesome-loop-engineering/releases,Releases · ChaoYue0307/awesome-loop-engineering · GitHub,"🔁 Explore 579 resources from model recurrence to governed agent operations · Build with 20 patterns, 20 contracts, and 8 runtime starters · Atlas + dataset. - Releases · ChaoYue0307/awesome-loop-engineering",,2026-06-09,2026,GitHub Releases,GitHub,,,,github-api,ChaoYue0307/awesome-loop-engineering,31,6,CC0-1.0,2026-06-09T16:17:27Z,2026-07-18T07:38:30Z,,2026-07-18T08:16:45+00:00
+ale-0576,Shape What Comes Next,shape-what-comes-next,Template,🧾,Roadmap,ROADMAP.md,local_path,,"Near-term work, pattern priorities, gallery goals, and open questions.","Near-term work, pattern priorities, gallery goals, and open questions.","Near-term work, pattern priorities, gallery goals, and open questions.","Turns open questions and operating lessons into visible next work. Near-term work, pattern priorities, gallery goals, and open questions.",Use Roadmap to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1374,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1374,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",objective,builder,cross-layer,enabling,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/ROADMAP.md,Roadmap,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0577,Shape What Comes Next,shape-what-comes-next,Template,🧾,Launch article,posts/launch.md,local_path,,"Concise explanation of the concept, implementation kit, and evidence base.","Concise explanation of the concept, implementation kit, and evidence base.","Concise explanation of the concept, implementation kit, and evidence base.","Turns open questions and operating lessons into visible next work. Concise explanation of the concept, implementation kit, and evidence base.",Use Launch article to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1375,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1375,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,cross-layer,enabling,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/posts/launch.md,Launch article,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
+ale-0578,Shape What Comes Next,shape-what-comes-next,Template,🧾,Discussion guide,meta/DISCUSSIONS.md,local_path,,"Suggested discussion categories, starter prompts, and moderation standard.","Suggested discussion categories, starter prompts, and moderation standard.","Suggested discussion categories, starter prompts, and moderation standard.","The resource is directly reusable as a starting artifact. Suggested discussion categories, starter prompts, and moderation standard.",Use Discussion guide to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository file; inspect the linked schema, example, guide, or implementation.",medium,README.md,1376,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1376,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,cross-layer,enabling,repository-native,A,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/meta/DISCUSSIONS.md,Discussion guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-18T08:16:45+00:00
 ale-0579,Shape What Comes Next,shape-what-comes-next,Pattern,🔁,Show your Loop Engineering patterns,https://github.com/ChaoYue0307/awesome-loop-engineering/discussions/2,external,github.com,Community discussion for real or anonymized loop examples.,Community discussion for real or anonymized loop examples.,Community discussion for real or anonymized loop examples.,Turns open questions and operating lessons into visible next work. Community discussion for real or anonymized loop examples.,Use Show your Loop Engineering patterns to reuse a concrete artifact or connect it to the wider ecosystem.,"Inspectable GitHub source (31 stars; 6 forks; CC0-1.0 license; updated 2026-07-18); popularity is context, not proof of reliability.",medium,README.md,1377,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1377,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,cross-layer,enabling,operational-pattern,B,ok,https://github.com/ChaoYue0307/awesome-loop-engineering/discussions/2,Show your Loop Engineering patterns · ChaoYue0307/awesome-loop-engineering · Discussion #2 · GitHub,Show your Loop Engineering patterns,,2026-06-09,2026,GitHub Discussions,GitHub,,,,github-api,ChaoYue0307/awesome-loop-engineering,31,6,CC0-1.0,2026-06-09T16:17:27Z,2026-07-18T07:38:30Z,,2026-07-18T08:16:45+00:00