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,evidence_class,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.","Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Short definition, positioning, minimal loop test, and citation note.","Gives readers a concrete source in Canonical Definition when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Repository-native artifact maintained and validated by this project's checks.,medium,README.md,255,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L255,,Learn,learn,Understand the field and its boundaries.,verification,newcomer;builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/DEFINITION.md,Canonical Definition,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+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.","Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Concise statement of the concept, commitments, non-goals, and success standard.","Gives readers a concrete source in Loop Engineering Manifesto when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Repository-native artifact maintained and validated by this project's checks.,medium,README.md,256,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L256,,Learn,learn,Understand the field and its boundaries.,objective,newcomer;builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/MANIFESTO.md,Loop Engineering Manifesto,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+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.","Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Classification by trigger, intake, verification, state model, topology, and operating domain.","Gives readers a concrete source in Loop Engineering Taxonomy when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Repository-native artifact maintained and validated by this project's checks.,medium,README.md,257,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L257,,Learn,learn,Understand the field and its boundaries.,trigger;intake;verification;state,newcomer;builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/TAXONOMY.md,Loop Engineering Taxonomy,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+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.","Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Common failure modes such as prompt loops with no contract, infinite retries, model self-approval, hidden state, and unsafe autonomy.","Gives readers a concrete source in Loop Engineering Anti-Patterns when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Repository-native artifact maintained and validated by this project's checks.,medium,README.md,258,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L258,,Learn,learn,Understand the field and its boundaries.,state;budget;escalation,newcomer,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/ANTI-PATTERNS.md,Loop Engineering Anti-Patterns,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+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.","Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Distinguishes Loop Engineering from prompt engineering, context engineering, harness engineering, workflow automation, agent workflows, and evaluation loops.","Gives readers a concrete source in Comparison Guide when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Repository-native artifact maintained and validated by this project's checks.,medium,README.md,259,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L259,,Learn,learn,Understand the field and its boundaries.,context;verification,newcomer;builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/COMPARISON.md,Comparison Guide,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+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.,Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Short sourced signals from linked public materials that anchor the emerging concept.,"Gives readers a concrete source in Sourced Signals And Quotes when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Repository-native artifact maintained and validated by this project's checks.,medium,README.md,260,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L260,,Learn,learn,Understand the field and its boundaries.,whole-loop,newcomer;builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/QUOTES.md,Sourced Signals And Quotes,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+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.","Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Conservative messages for inviting corrections, sources, and real-world loop patterns.","Gives readers a concrete source in Outreach Kit when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Repository-native artifact maintained and validated by this project's checks.,medium,README.md,261,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L261,,Learn,learn,Understand the field and its boundaries.,whole-loop,newcomer;builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/meta/OUTREACH.md,Outreach Kit,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+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.","Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Short definition, positioning, minimal loop test, and citation note.","Gives readers a concrete source in Canonical Definition when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Repository-native artifact maintained and validated by this project's checks.,medium,README.md,255,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L255,,Learn,learn,Understand the field and its boundaries.,verification,newcomer;builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/DEFINITION.md,Canonical Definition,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+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.","Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Concise statement of the concept, commitments, non-goals, and success standard.","Gives readers a concrete source in Loop Engineering Manifesto when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Repository-native artifact maintained and validated by this project's checks.,medium,README.md,256,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L256,,Learn,learn,Understand the field and its boundaries.,objective,newcomer;builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/MANIFESTO.md,Loop Engineering Manifesto,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+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.","Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Classification by trigger, intake, verification, state model, topology, and operating domain.","Gives readers a concrete source in Loop Engineering Taxonomy when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Repository-native artifact maintained and validated by this project's checks.,medium,README.md,257,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L257,,Learn,learn,Understand the field and its boundaries.,trigger;intake;verification;state,newcomer;builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/TAXONOMY.md,Loop Engineering Taxonomy,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+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.","Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Common failure modes such as prompt loops with no contract, infinite retries, model self-approval, hidden state, and unsafe autonomy.","Gives readers a concrete source in Loop Engineering Anti-Patterns when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Repository-native artifact maintained and validated by this project's checks.,medium,README.md,258,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L258,,Learn,learn,Understand the field and its boundaries.,state;budget;escalation,newcomer,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/ANTI-PATTERNS.md,Loop Engineering Anti-Patterns,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+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.","Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Distinguishes Loop Engineering from prompt engineering, context engineering, harness engineering, workflow automation, agent workflows, and evaluation loops.","Gives readers a concrete source in Comparison Guide when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Repository-native artifact maintained and validated by this project's checks.,medium,README.md,259,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L259,,Learn,learn,Understand the field and its boundaries.,context;verification,newcomer;builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/COMPARISON.md,Comparison Guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+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.,Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Short sourced signals from linked public materials that anchor the emerging concept.,"Gives readers a concrete source in Sourced Signals And Quotes when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Repository-native artifact maintained and validated by this project's checks.,medium,README.md,260,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L260,,Learn,learn,Understand the field and its boundaries.,whole-loop,newcomer;builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/QUOTES.md,Sourced Signals And Quotes,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+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.","Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Conservative messages for inviting corrections, sources, and real-world loop patterns.","Gives readers a concrete source in Outreach Kit when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.",Repository-native artifact maintained and validated by this project's checks.,medium,README.md,261,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L261,,Learn,learn,Understand the field and its boundaries.,whole-loop,newcomer;builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/meta/OUTREACH.md,Outreach Kit,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+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. Resource-specific angle: 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.","Gives readers a concrete source in Loop Engineering by Addy Osmani when they need 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,310,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L310,,Learn,learn,Understand the field and its boundaries.,whole-loop,newcomer,practitioner-analysis,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,,,,,,,,2026-07-16T19:34:32+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. Resource-specific angle: 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.","Gives readers a concrete source in Peter Steinberger on designing loops when they need 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,311,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L311,,Learn,learn,Understand the field and its boundaries.,whole-loop,newcomer,practitioner-analysis,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,,,,,,,,2026-07-16T19:34:32+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. Resource-specific angle: 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.","Gives readers a concrete source in Boris Cherny: five tips for running Opus autonomously for hours or days when they need 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,312,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L312,,Learn,learn,Understand the field and its boundaries.,objective;workspace;verification,newcomer,practitioner-analysis,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,,,,,,,,2026-07-16T19:34:32+00:00
@@ -21,21 +21,21 @@ ale-0019,Start Here,start-here,Blog,📝,The Anthropic leader who built Claude C
 ale-0020,Start Here,start-here,Blog,📝,Engineering for Agents That Never Sleep,https://nader.substack.com/p/engineering-for-agents-that-never,external,nader.substack.com,"Cognition's Nader Dabit predicts the human-initiated share of Devin sessions will invert from 70/30 to 10/90 within a year as signals like alerts and failing tests trigger agents directly, recasting the engineer's job as designing triggers, constraints, and quality gates.","Cognition's Nader Dabit predicts the human-initiated share of Devin sessions will invert from 70/30 to 10/90 within a year as signals like alerts and failing tests trigger agents directly, recasting the engineer's job as designing triggers, constraints, and quality gates.","Cognition's Nader Dabit predicts the human-initiated share of Devin sessions will invert from 70/30 to 10/90 within a year as signals like alerts and failing tests trigger agents directly, recasting the engineer's job as designing triggers, constraints, and quality gates.","Captures the early community framing of Loop Engineering as repeated agent delegation rather than prompt craft. Resource-specific angle: Cognition's Nader Dabit predicts the human-initiated share of Devin sessions will invert from 70/30 to 10/90 within a year as signals like alerts and failing tests trigger agents directly, recasting the engineer's job as designing triggers, constraints, and quality gates.","Gives readers a concrete source in Engineering for Agents That Never Sleep when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.","Contextual source from nader.substack.com; useful for practice signals or boundary conditions, not independent validation.",contextual,README.md,322,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L322,,Learn,learn,Understand the field and its boundaries.,trigger;verification;escalation,newcomer,practitioner-analysis,ok,https://nader.substack.com/p/engineering-for-agents-that-never,Engineering for Agents That Never Sleep - by Nader Dabit,Originally posted on X.,Nader Dabit,,,,Substack,,,,html-meta,,,,,,,,2026-07-16T19:34:32+00:00
 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. Resource-specific angle: 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.","Gives readers a concrete source in Loop Engineering Orange Book when they need to understand the evidence, vocabulary, and lineage behind recurring agent systems.","Inspectable GitHub source (1,021 stars; 98 forks; NOASSERTION license; updated 2026-07-16); popularity is context, not proof of reliability.",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,practitioner-analysis,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,1021,98,NOASSERTION,2026-06-15T05:27:07Z,2026-07-16T18:05:13Z,,2026-07-16T19:34:32+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. Resource-specific angle: 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.","Gives readers a concrete source in How I AI: How to Write AI Agent Loops in Claude Code and Codex when they need 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,324,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L324,,Learn,learn,Understand the field and its boundaries.,objective;trigger;delegation,newcomer,practitioner-analysis,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,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0023,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. Resource-specific angle: Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.",Gives readers a concrete source in PR babysitter when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,400,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L400,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/pr-babysitter.md,PR babysitter,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0024,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. Resource-specific angle: Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.",Gives readers a concrete source in CI repair loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,401,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L401,,Design,design,Specify a loop contract and operating pattern.,escalation,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/ci-repair-loop.md,CI repair loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0025,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. Resource-specific angle: Finds mismatches between docs and code, proposes small patches, and verifies examples.",Gives readers a concrete source in Docs drift collector when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,402,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L402,,Design,design,Specify a loop contract and operating pattern.,verification,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/docs-drift-collector.md,Docs drift collector,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0026,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. Resource-specific angle: Watches rollout signals, compares them with release expectations, and stops on anomalies.",Gives readers a concrete source in Deploy verifier when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,403,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L403,,Design,design,Specify a loop contract and operating pattern.,exit,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/deploy-verifier.md,Deploy verifier,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0027,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. Resource-specific angle: Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.",Gives readers a concrete source in Feedback clusterer when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,404,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L404,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/feedback-clusterer.md,Feedback clusterer,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0028,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. Resource-specific angle: Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.",Gives readers a concrete source in Dependency triage loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,405,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L405,,Design,design,Specify a loop contract and operating pattern.,intake;verification;escalation,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/dependency-triage-loop.md,Dependency triage loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0029,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. Resource-specific angle: Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.",Gives readers a concrete source in Evaluation regression loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,406,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L406,,Design,design,Specify a loop contract and operating pattern.,verification,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/evaluation-regression-loop.md,Evaluation regression loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0030,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. Resource-specific angle: Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.",Gives readers a concrete source in Security review loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,407,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L407,,Design,design,Specify a loop contract and operating pattern.,workspace;escalation,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/security-review-loop.md,Security review loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0031,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. Resource-specific angle: Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.",Gives readers a concrete source in Cost-control loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,408,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L408,,Design,design,Specify a loop contract and operating pattern.,budget,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/cost-control-loop.md,Cost-control loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0032,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. Resource-specific angle: Discovers, reproduces, minimizes, and reports bugs with concrete evidence.",Gives readers a concrete source in Bug hunting loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,409,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L409,,Design,design,Specify a loop contract and operating pattern.,intake,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/bug-hunting-loop.md,Bug hunting loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0033,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. Resource-specific angle: Drives a permissioned change through required gates and approvers with a full audit trail.",Gives readers a concrete source in Enterprise approval loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,410,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L410,,Design,design,Specify a loop contract and operating pattern.,escalation,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/enterprise-approval-loop.md,Enterprise approval loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0034,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. Resource-specific angle: Triages an alert into an owned, evidence-backed incident with a postmortem seed.",Gives readers a concrete source in Incident response loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,411,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L411,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/incident-response-loop.md,Incident response loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0035,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.,The list is made machine-readable as a tabular dataset rather than only a Markdown page. Resource-specific angle: Validates each dataset refresh against quality rules and quarantines bad versions.,Gives readers a concrete source in Data-quality loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,412,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L412,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/data-quality-loop.md,Data-quality loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0036,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. Resource-specific angle: Drafts release notes from merged commits, issues, and PRs with linked evidence.",Gives readers a concrete source in Release-note loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,413,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L413,,Design,design,Specify a loop contract and operating pattern.,intake,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/release-note-loop.md,Release-note loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0037,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. Resource-specific angle: Routes tasks across models on measured quality, latency, privacy, and cost.",Gives readers a concrete source in Model-routing loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,414,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L414,,Design,design,Specify a loop contract and operating pattern.,budget,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/model-routing-loop.md,Model-routing loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0023,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. Resource-specific angle: Repeatedly checks review comments, CI, merge conflicts, stale threads, and readiness to merge.",Gives readers a concrete source in PR babysitter when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,400,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L400,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/pr-babysitter.md,PR babysitter,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0024,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. Resource-specific angle: Reproduces failing checks, patches narrowly, reruns evidence, and escalates when failures are outside scope.",Gives readers a concrete source in CI repair loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,401,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L401,,Design,design,Specify a loop contract and operating pattern.,escalation,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/ci-repair-loop.md,CI repair loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0025,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. Resource-specific angle: Finds mismatches between docs and code, proposes small patches, and verifies examples.",Gives readers a concrete source in Docs drift collector when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,402,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L402,,Design,design,Specify a loop contract and operating pattern.,verification,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/docs-drift-collector.md,Docs drift collector,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0026,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. Resource-specific angle: Watches rollout signals, compares them with release expectations, and stops on anomalies.",Gives readers a concrete source in Deploy verifier when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,403,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L403,,Design,design,Specify a loop contract and operating pattern.,exit,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/deploy-verifier.md,Deploy verifier,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0027,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. Resource-specific angle: Periodically groups GitHub, Linear, Slack, support, or social feedback into actionable themes.",Gives readers a concrete source in Feedback clusterer when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,404,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L404,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/feedback-clusterer.md,Feedback clusterer,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0028,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. Resource-specific angle: Classifies dependency updates, applies safe groups, verifies them, and escalates risky upgrades.",Gives readers a concrete source in Dependency triage loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,405,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L405,,Design,design,Specify a loop contract and operating pattern.,intake;verification;escalation,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/dependency-triage-loop.md,Dependency triage loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0029,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. Resource-specific angle: Investigates degraded agent evals with baseline traces, targeted reruns, and repair proposals.",Gives readers a concrete source in Evaluation regression loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,406,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L406,,Design,design,Specify a loop contract and operating pattern.,verification,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/evaluation-regression-loop.md,Evaluation regression loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0030,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. Resource-specific angle: Reviews sensitive diffs with evidence-backed findings, safe permissions, and human approval boundaries.",Gives readers a concrete source in Security review loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,407,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L407,,Design,design,Specify a loop contract and operating pattern.,workspace;escalation,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/security-review-loop.md,Security review loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0031,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. Resource-specific angle: Monitors agent workflow spend, identifies waste, proposes scoped savings, and preserves quality gates.",Gives readers a concrete source in Cost-control loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,408,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L408,,Design,design,Specify a loop contract and operating pattern.,budget,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/cost-control-loop.md,Cost-control loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0032,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. Resource-specific angle: Discovers, reproduces, minimizes, and reports bugs with concrete evidence.",Gives readers a concrete source in Bug hunting loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,409,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L409,,Design,design,Specify a loop contract and operating pattern.,intake,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/bug-hunting-loop.md,Bug hunting loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0033,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. Resource-specific angle: Drives a permissioned change through required gates and approvers with a full audit trail.",Gives readers a concrete source in Enterprise approval loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,410,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L410,,Design,design,Specify a loop contract and operating pattern.,escalation,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/enterprise-approval-loop.md,Enterprise approval loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0034,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. Resource-specific angle: Triages an alert into an owned, evidence-backed incident with a postmortem seed.",Gives readers a concrete source in Incident response loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,411,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L411,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/incident-response-loop.md,Incident response loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0035,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.,The list is made machine-readable as a tabular dataset rather than only a Markdown page. Resource-specific angle: Validates each dataset refresh against quality rules and quarantines bad versions.,Gives readers a concrete source in Data-quality loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,412,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L412,,Design,design,Specify a loop contract and operating pattern.,whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/data-quality-loop.md,Data-quality loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0036,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. Resource-specific angle: Drafts release notes from merged commits, issues, and PRs with linked evidence.",Gives readers a concrete source in Release-note loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,413,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L413,,Design,design,Specify a loop contract and operating pattern.,intake,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/release-note-loop.md,Release-note loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0037,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. Resource-specific angle: Routes tasks across models on measured quality, latency, privacy, and cost.",Gives readers a concrete source in Model-routing loop when they need to turn a recurring-agent idea into an explicit loop contract.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,414,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L414,,Design,design,Specify a loop contract and operating pattern.,budget,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/model-routing-loop.md,Model-routing loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
 ale-0038,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. Resource-specific angle: Official guidance for recurring background tasks, triage inboxes, skills, and isolated workspaces.",Gives readers a concrete source in Scheduled tasks - ChatGPT Learn when they need 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,422,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L422,,Design,design,Specify a loop contract and operating pattern.,trigger;intake;workspace,builder,official-documentation,ok,https://learn.chatgpt.com/docs/automations?surface=app,Scheduled tasks | ChatGPT Learn,Schedule recurring tasks in ChatGPT,,,,,ChatGPT Learn,,,,html-meta,,,,,,,,2026-07-16T19:34:32+00:00
 ale-0039,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. Resource-specific angle: Official guidance for durable objectives with stopping conditions, validation commands, checkpoints, and progress logs.",Gives readers a concrete source in Follow a goal - ChatGPT Learn when they need 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,423,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L423,,Design,design,Specify a loop contract and operating pattern.,objective;state;exit,builder,official-documentation,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,,,,,,,,2026-07-16T19:34:32+00:00
 ale-0040,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. Resource-specific angle: Official worktree model for isolated parallel tasks and handoffs between local and background workspaces.,Gives readers a concrete source in Git worktrees - ChatGPT Learn when they need 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,424,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L424,,Design,design,Specify a loop contract and operating pattern.,workspace;delegation,builder,official-documentation,ok,https://learn.chatgpt.com/docs/environments/git-worktrees,Worktrees | ChatGPT Learn,Use Git worktrees in Codex in the ChatGPT desktop app to run tasks in parallel,,,,,ChatGPT Learn,,,,html-meta,,,,,,,,2026-07-16T19:34:32+00:00
@@ -455,21 +455,21 @@ ale-0453,Operations Playbooks,operations-playbooks,Blog,📝,AI Loop Engineering
 ale-0454,Operations Playbooks,operations-playbooks,Paper,📄,Agent Delivery Engineering Predictive Reliability Framework,https://arxiv.org/abs/2607.07689,external,arxiv.org,"Proactive health-trajectory prediction for long-horizon multi-agent systems, aggregating 20 heterogeneous signals across five layers into a trust-margin metric with 8-hour forecasts at 76.8% direction accuracy, detecting degradation concealed by normal surface metrics across 15 days of production traffic.","Proactive health-trajectory prediction for long-horizon multi-agent systems, aggregating 20 heterogeneous signals across five layers into a trust-margin metric with 8-hour forecasts at 76.8% direction accuracy, detecting degradation concealed by normal surface metrics across 15 days of production traffic.","Proactive health-trajectory prediction for long-horizon multi-agent systems, aggregating 20 heterogeneous signals across five layers into a trust-margin metric with 8-hour forecasts at 76.8% direction accuracy, detecting degradation concealed by normal surface metrics across 15 days of production traffic.","The work separates roles across agents, verifiers, or orchestration layers. Resource-specific angle: Proactive health-trajectory prediction for long-horizon multi-agent systems, aggregating 20 heterogeneous signals across five layers into a trust-margin metric with 8-hour forecasts at 76.8% direction accuracy, detecting degradation concealed by normal surface metrics across 15 days of production traffic.",Gives readers a concrete source in Agent Delivery Engineering Predictive Reliability Framework when they need to bound risk before recurring or unattended execution.,Research source arXiv:2607.07689; inspect its method and evaluation before treating results as production evidence.,medium,README.md,955,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L955,,Govern,govern,"Bound permissions, cost, failure, and escalation.",delegation,researcher;evaluator;operator;security,research-preprint,ok,https://arxiv.org/abs/2607.07689,[2607.07689] Agent Delivery Engineering Predictive Reliability Framework,"Long-horizon LLM multi-agent systems face reliability risks invisible to infrastructure monitoring. We propose the ADE Predictive Reliability Framework (ADE-PRF), enabling proactive health trajectory prediction from passive degradation detection. ADE-PRF aggregates 20 heterogeneous signals across five layers into a Trust Margin (TM) metric (39.2-point dynamic range). Triple-method parallel prediction enables 8-hour forecasts: the Exponential method achieves MAE=1.228, Direction Accuracy=76.8%, with 99.65% within +/-10-point tolerance. Production validation spans 380,227 predictions and 280,579 validations across six agent profiles over 15 continuous days, plus seven sandbox-controlled experiments. Key findings include detection of ""false prosperity"" -- degradation concealed by normal surface metrics -- and immediate TM coupling with ground-truth states upon ADE plugin integration, with 16/20 factors relying on ADE-collected data. Exponential consistently outperforms Kalman. ADE-PRF provides among the earliest reliability quantification with forward-looking warnings for production LLM agents.",Dexing Liu,2026-07-08,2026,arXiv,arXiv,,"117pages,83figures",cs.MA,arxiv-api,,,,,,,2607.07689,2026-07-16T19:34:32+00:00
 ale-0455,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. Resource-specific angle: 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.",Gives readers a concrete source in rocketplaneIO when they need 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,956,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L956,,Govern,govern,"Bound permissions, cost, failure, and escalation.",trigger;intake;budget;escalation;exit,builder;operator;security,source-implementation,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,,2026-07-16T19:34:32+00:00
 ale-0456,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. Resource-specific angle: 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.",Gives readers a concrete source in Migrating a Production AI Agent to GPT-5.6 when they need 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,957,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L957,,Govern,govern,"Bound permissions, cost, failure, and escalation.",workspace;verification;state;exit,operator;security,practitioner-analysis,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,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0457,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. Resource-specific angle: Format for adding a single resource with evidence quality and category fit.,Gives readers a concrete source in Resource entry template when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,965,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L965,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/templates/resource-entry.md,Resource entry template,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0458,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. Resource-specific angle: Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.",Gives readers a concrete source in Loop pattern template when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,966,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L966,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/templates/loop-pattern.md,Loop pattern template,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0459,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. Resource-specific angle: Machine-readable schema for portable loop specs.,Gives readers a concrete source in Loop contract schema when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,967,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L967,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/schemas/loop-contract.schema.json,Loop contract schema,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0460,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. Resource-specific angle: Dependency-free demo that validates and renders a loop contract JSON file.,Gives readers a concrete source in Loop contract preview script when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,968,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L968,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/scripts/preview_loop_contract.py,Loop contract preview script,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0461,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. Resource-specific angle: How to add or maintain a language translation without drifting from the canonical English list.,Gives readers a concrete source in Translation guide when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,969,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L969,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/TRANSLATIONS.md,Translation guide,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0462,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. Resource-specific angle: Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.",Gives readers a concrete source in Pattern library index when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,970,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L970,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",trigger;verification;state;budget;escalation,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/README.md,Pattern library index,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0463,Examples And Schema,examples-and-schema,Pattern,🔁,Example loop specs,examples/README.md,local_path,,"Human-readable walkthroughs for PR babysitting, CI repair, and docs drift collection.","Human-readable walkthroughs for PR babysitting, CI repair, and docs drift collection.","Human-readable walkthroughs for PR babysitting, CI repair, and docs drift collection.","Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Human-readable walkthroughs for PR babysitting, CI repair, and docs drift collection.",Gives readers a concrete source in Example loop specs when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,980,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L980,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",escalation,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/README.md,Example loop specs,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0464,Examples And Schema,examples-and-schema,Template,🧾,Loop contract library,examples/README.md#contract-library,local_path,,"Schema-validated loop contracts for every pattern-library loop, from PR babysitting to model routing.","Schema-validated loop contracts for every pattern-library loop, from PR babysitting to model routing.","Schema-validated loop contracts for every pattern-library loop, from PR babysitting to model routing.","The contribution is machine-readable and validation-friendly. Resource-specific angle: Schema-validated loop contracts for every pattern-library loop, from PR babysitting to model routing.",Gives readers a concrete source in Loop contract library when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,981,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L981,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/README.md#contract-library,Loop contract library,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0465,Examples And Schema,examples-and-schema,Template,🧾,Runnable test-repair loop,examples/runnable/test-repair-loop.sh,local_path,,"Dependency-light reference loop script with a verification gate, retry budget, durable progress log, repeat-failure detection, and escalation exit.","Dependency-light reference loop script with a verification gate, retry budget, durable progress log, repeat-failure detection, and escalation exit.","Dependency-light reference loop script with a verification gate, retry budget, durable progress log, repeat-failure detection, and escalation exit.","Durable execution and replay are treated as first-class loop infrastructure. Resource-specific angle: Dependency-light reference loop script with a verification gate, retry budget, durable progress log, repeat-failure detection, and escalation exit.",Gives readers a concrete source in Runnable test-repair loop when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,982,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L982,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",verification;budget;escalation;exit,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/runnable/test-repair-loop.sh,Runnable test-repair loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0466,Examples And Schema,examples-and-schema,Template,🧾,Runnable loop guide,examples/runnable/README.md,local_path,,"Maps the script line by line to the Loop Contract and shows how to drive it with Claude Code, Codex CLI, or any agent CLI.","Maps the script line by line to the Loop Contract and shows how to drive it with Claude Code, Codex CLI, or any agent CLI.","Maps the script line by line to the Loop Contract and shows how to drive it with Claude Code, Codex CLI, or any agent CLI.","The resource is directly reusable as a starting artifact. Resource-specific angle: Maps the script line by line to the Loop Contract and shows how to drive it with Claude Code, Codex CLI, or any agent CLI.",Gives readers a concrete source in Runnable loop guide when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,983,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L983,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/runnable/README.md,Runnable loop guide,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0467,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. Resource-specific angle: Quality bar for contributed loop examples with receipts and lessons learned.,Gives readers a concrete source in Loop gallery guide when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,999,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L999,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",state,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/README.md,Loop gallery guide,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0468,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. Resource-specific angle: Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.",Gives readers a concrete source in Loop gallery template when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1000,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1000,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",trigger;intake;verification;state;escalation,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/template.md,Loop gallery template,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0469,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. Resource-specific angle: Reference gallery entry for keeping a pull request moving.,Gives readers a concrete source in PR babysitter reference loop when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1001,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1001,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/pr-babysitter-reference.md,PR babysitter reference loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0470,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. Resource-specific angle: Reference gallery entry for turning failing CI into a verified patch or escalation.,Gives readers a concrete source in CI repair reference loop when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1002,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1002,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",verification;escalation,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/ci-repair-reference.md,CI repair reference loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0471,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. Resource-specific angle: Reference gallery entry for recurring docs/code consistency checks.,Gives readers a concrete source in Docs drift reference loop when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1003,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1003,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/docs-drift-reference.md,Docs drift reference loop,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0457,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. Resource-specific angle: Format for adding a single resource with evidence quality and category fit.,Gives readers a concrete source in Resource entry template when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,965,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L965,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/templates/resource-entry.md,Resource entry template,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0458,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. Resource-specific angle: Template for documenting an operational loop such as PR babysitting, CI repair, or feedback clustering.",Gives readers a concrete source in Loop pattern template when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,966,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L966,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/templates/loop-pattern.md,Loop pattern template,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0459,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. Resource-specific angle: Machine-readable schema for portable loop specs.,Gives readers a concrete source in Loop contract schema when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,967,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L967,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/schemas/loop-contract.schema.json,Loop contract schema,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0460,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. Resource-specific angle: Dependency-free demo that validates and renders a loop contract JSON file.,Gives readers a concrete source in Loop contract preview script when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,968,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L968,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/scripts/preview_loop_contract.py,Loop contract preview script,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0461,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. Resource-specific angle: How to add or maintain a language translation without drifting from the canonical English list.,Gives readers a concrete source in Translation guide when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,969,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L969,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/TRANSLATIONS.md,Translation guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0462,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. Resource-specific angle: Practical loop patterns with triggers, state, verification gates, budgets, and escalation paths.",Gives readers a concrete source in Pattern library index when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,970,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L970,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",trigger;verification;state;budget;escalation,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/patterns/README.md,Pattern library index,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0463,Examples And Schema,examples-and-schema,Pattern,🔁,Example loop specs,examples/README.md,local_path,,"Human-readable walkthroughs for PR babysitting, CI repair, and docs drift collection.","Human-readable walkthroughs for PR babysitting, CI repair, and docs drift collection.","Human-readable walkthroughs for PR babysitting, CI repair, and docs drift collection.","Repository-native artifact that makes an otherwise informal practice concrete and reusable. Resource-specific angle: Human-readable walkthroughs for PR babysitting, CI repair, and docs drift collection.",Gives readers a concrete source in Example loop specs when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,980,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L980,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",escalation,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/README.md,Example loop specs,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0464,Examples And Schema,examples-and-schema,Template,🧾,Loop contract library,examples/README.md#contract-library,local_path,,"Schema-validated loop contracts for every pattern-library loop, from PR babysitting to model routing.","Schema-validated loop contracts for every pattern-library loop, from PR babysitting to model routing.","Schema-validated loop contracts for every pattern-library loop, from PR babysitting to model routing.","The contribution is machine-readable and validation-friendly. Resource-specific angle: Schema-validated loop contracts for every pattern-library loop, from PR babysitting to model routing.",Gives readers a concrete source in Loop contract library when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,981,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L981,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/README.md#contract-library,Loop contract library,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0465,Examples And Schema,examples-and-schema,Template,🧾,Runnable test-repair loop,examples/runnable/test-repair-loop.sh,local_path,,"Dependency-light reference loop script with a verification gate, retry budget, durable progress log, repeat-failure detection, and escalation exit.","Dependency-light reference loop script with a verification gate, retry budget, durable progress log, repeat-failure detection, and escalation exit.","Dependency-light reference loop script with a verification gate, retry budget, durable progress log, repeat-failure detection, and escalation exit.","Durable execution and replay are treated as first-class loop infrastructure. Resource-specific angle: Dependency-light reference loop script with a verification gate, retry budget, durable progress log, repeat-failure detection, and escalation exit.",Gives readers a concrete source in Runnable test-repair loop when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,982,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L982,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",verification;budget;escalation;exit,builder;operator,repository-native,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,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0466,Examples And Schema,examples-and-schema,Template,🧾,Runnable loop guide,examples/runnable/README.md,local_path,,"Maps the script line by line to the Loop Contract and shows how to drive it with Claude Code, Codex CLI, or any agent CLI.","Maps the script line by line to the Loop Contract and shows how to drive it with Claude Code, Codex CLI, or any agent CLI.","Maps the script line by line to the Loop Contract and shows how to drive it with Claude Code, Codex CLI, or any agent CLI.","The resource is directly reusable as a starting artifact. Resource-specific angle: Maps the script line by line to the Loop Contract and shows how to drive it with Claude Code, Codex CLI, or any agent CLI.",Gives readers a concrete source in Runnable loop guide when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,983,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L983,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/examples/runnable/README.md,Runnable loop guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0467,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. Resource-specific angle: Quality bar for contributed loop examples with receipts and lessons learned.,Gives readers a concrete source in Loop gallery guide when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,999,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L999,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",state,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/README.md,Loop gallery guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0468,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. Resource-specific angle: Markdown template for sharing a loop's trigger, intake, state, verification, escalation, and safety notes.",Gives readers a concrete source in Loop gallery template when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1000,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1000,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",trigger;intake;verification;state;escalation,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/template.md,Loop gallery template,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0469,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. Resource-specific angle: Reference gallery entry for keeping a pull request moving.,Gives readers a concrete source in PR babysitter reference loop when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1001,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1001,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/pr-babysitter-reference.md,PR babysitter reference loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0470,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. Resource-specific angle: Reference gallery entry for turning failing CI into a verified patch or escalation.,Gives readers a concrete source in CI repair reference loop when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1002,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1002,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",verification;escalation,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/ci-repair-reference.md,CI repair reference loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0471,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. Resource-specific angle: Reference gallery entry for recurring docs/code consistency checks.,Gives readers a concrete source in Docs drift reference loop when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1003,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1003,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder;operator,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/gallery/docs-drift-reference.md,Docs drift reference loop,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
 ale-0472,"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. Resource-specific angle: Useful caution against adopting loops before the task, signal, and economics justify them.",Gives readers a concrete source in Most Developers Do Not Need Agent Loops Yet when they need 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,1011,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1011,,Govern,govern,"Bound permissions, cost, failure, and escalation.",budget;escalation;exit,operator;security,risk-analysis,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,,,,,,,,2026-07-16T19:34:32+00:00
 ale-0473,"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. Resource-specific angle: Cautions that agentic systems fail at boundaries when permissions, verification, traceability, and escalation are weak.",Gives readers a concrete source in Engineering Agentic Systems for Reliability when they need 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,1012,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1012,,Govern,govern,"Bound permissions, cost, failure, and escalation.",workspace;verification;escalation,operator;security,risk-analysis,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,,,,,,,,2026-07-16T19:34:32+00:00
 ale-0474,"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. Resource-specific angle: Compares self-correction patterns and their cost/failure tradeoffs.","Gives readers a concrete source in Self-Correcting Agents: Reflexion, CRITIC, and ReAct Loops Compared when they need 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,1013,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1013,,Govern,govern,"Bound permissions, cost, failure, and escalation.",verification;budget,operator;security,risk-analysis,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,,,,,,,,2026-07-16T19:34:32+00:00
@@ -500,11 +500,11 @@ ale-0498,Adjacent Awesome Lists,adjacent-awesome-lists,List,🧭,awesome-ralph,h
 ale-0499,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. Resource-specific angle: Curated collection of /loop, /goal, and /schedule commands for Claude Code and Codex sourced from practitioner posts, organized around trigger, condition, and skill structure.",Gives readers a concrete source in Awesome Agent Loops when they need to reuse a concrete artifact or connect it to the wider ecosystem.,"Inspectable GitHub source (194 stars; 15 forks; CC-BY-4.0 license; updated 2026-07-15); popularity is context, not proof of reliability.",medium,README.md,1045,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1045,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",objective;trigger,builder,curated-index,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,194,15,CC-BY-4.0,2026-06-09T01:26:51Z,2026-07-15T11:44:20Z,,2026-07-16T19:34:32+00:00
 ale-0500,Discovery And Distribution,discovery-and-distribution,Template,🧾,Landing page,https://chaoyue0307.github.io/awesome-loop-engineering/,external,chaoyue0307.github.io,SEO-friendly entry point for the repository.,SEO-friendly entry point for the repository.,SEO-friendly entry point for the repository.,Makes the project discoverable as both documentation and machine-readable data. Resource-specific angle: SEO-friendly entry point for the repository.,Gives readers a concrete source in Landing page when they need to reuse a concrete artifact or connect it to the wider ecosystem.,"Repository-native template, schema, checklist, or guide; signal comes from reuse inside this project.",medium,README.md,1053,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1053,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,reusable-artifact,ok,https://chaoyue0307.github.io/awesome-loop-engineering/,Awesome Loop Engineering,"A curated field guide to loop engineering: patterns, loop contracts, and runnable examples for recurring AI agent loops and coding-agent automation.",Chaoyue He,,,,chaoyue0307.github.io,,,,html-meta,,,,,,,,2026-07-16T19:34:32+00:00
 ale-0501,Discovery And Distribution,discovery-and-distribution,List,🧭,Hugging Face dataset mirror,https://huggingface.co/datasets/cy0307/awesome-loop-engineering,external,huggingface.co,Synced dataset repo with the full project plus generated `data/resources.csv` and `data/resources.jsonl` resource sheets.,Synced dataset repo with the full project plus generated `data/resources.csv` and `data/resources.jsonl` resource sheets.,Synced dataset repo with the full project plus generated `data/resources.csv` and `data/resources.jsonl` resource sheets.,The list is made machine-readable as a tabular dataset rather than only a Markdown page. Resource-specific angle: Synced dataset repo with the full project plus generated `data/resources.csv` and `data/resources.jsonl` resource sheets.,Gives readers a concrete source in Hugging Face dataset mirror when they need 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,1054,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1054,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,curated-index,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,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0502,Discovery And Distribution,discovery-and-distribution,Template,🧾,Landing page source,docs/index.html,local_path,,Source for the static landing page.,Source for the static landing page.,Source for the static landing page.,Makes the project discoverable as both documentation and machine-readable data. Resource-specific angle: Source for the static landing page.,Gives readers a concrete source in Landing page source when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1055,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1055,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/docs/index.html,Landing page source,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0503,Discovery And Distribution,discovery-and-distribution,Template,🧾,Sitemap,docs/sitemap.xml,local_path,,Crawl hints for the landing page and core repository pages.,Crawl hints for the landing page and core repository pages.,Crawl hints for the landing page and core repository pages.,Makes the project discoverable as both documentation and machine-readable data. Resource-specific angle: Crawl hints for the landing page and core repository pages.,Gives readers a concrete source in Sitemap when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1056,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1056,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/docs/sitemap.xml,Sitemap,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0504,Discovery And Distribution,discovery-and-distribution,Template,🧾,Robots file,docs/robots.txt,local_path,,Allows indexing and points crawlers to the sitemap.,Allows indexing and points crawlers to the sitemap.,Allows indexing and points crawlers to the sitemap.,Makes the project discoverable as both documentation and machine-readable data. Resource-specific angle: Allows indexing and points crawlers to the sitemap.,Gives readers a concrete source in Robots file when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1057,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1057,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/docs/robots.txt,Robots file,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0505,Roadmap And Discussion,roadmap-and-discussion,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.","Keeps community evolution and evidence gathering part of the project surface. Resource-specific angle: Versioned changelog of new resources, patterns, and repository changes.",Gives readers a concrete source in Release notes when they need to reuse a concrete artifact or connect it to the wider ecosystem.,"Inspectable GitHub source (24 stars; 4 forks; CC0-1.0 license; updated 2026-07-16); popularity is context, not proof of reliability.",medium,README.md,1074,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1074,2026-07-15,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,reusable-artifact,ok,https://github.com/ChaoYue0307/awesome-loop-engineering/releases,Releases · ChaoYue0307/awesome-loop-engineering · GitHub,"509 audited resources for Loop Engineering: recurring AI-agent systems that discover work, delegate, verify results, persist state, and decide next actions. Includes 15 patterns, validated contracts, runnable templates, and an interactive Resource Atlas. - Releases · ChaoYue0307/awesome-loop-engineering",,2026-06-09,2026,ChaoYue0307/awesome-loop-engineering,GitHub,,,,github-api,ChaoYue0307/awesome-loop-engineering,24,4,CC0-1.0,2026-06-09T16:17:27Z,2026-07-16T18:52:24Z,,2026-07-16T19:34:32+00:00
-ale-0506,Roadmap And Discussion,roadmap-and-discussion,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.","Keeps community evolution and evidence gathering part of the project surface. Resource-specific angle: Near-term work, pattern priorities, gallery goals, and open questions.",Gives readers a concrete source in Roadmap when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1075,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1075,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",objective,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/ROADMAP.md,Roadmap,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0507,Roadmap And Discussion,roadmap-and-discussion,Template,🧾,Launch article,posts/launch.md,local_path,,Shareable explanation of the concept and repository.,Shareable explanation of the concept and repository.,Shareable explanation of the concept and repository.,Keeps community evolution and evidence gathering part of the project surface. Resource-specific angle: Shareable explanation of the concept and repository.,Gives readers a concrete source in Launch article when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1076,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1076,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/posts/launch.md,Launch article,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0508,Roadmap And Discussion,roadmap-and-discussion,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. Resource-specific angle: Suggested discussion categories, starter prompts, and moderation standard.",Gives readers a concrete source in Discussion guide when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1077,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1077,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/meta/DISCUSSIONS.md,Discussion guide,,,,2026,,Awesome Loop Engineering,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
-ale-0509,Roadmap And Discussion,roadmap-and-discussion,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.,Keeps community evolution and evidence gathering part of the project surface. Resource-specific angle: Community discussion for real or anonymized loop examples.,Gives readers a concrete source in Show your Loop Engineering patterns when they need to reuse a concrete artifact or connect it to the wider ecosystem.,"Inspectable GitHub source (24 stars; 4 forks; CC0-1.0 license; updated 2026-07-16); popularity is context, not proof of reliability.",medium,README.md,1078,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1078,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,operational-pattern,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,ChaoYue0307/awesome-loop-engineering,GitHub,,,,github-api,ChaoYue0307/awesome-loop-engineering,24,4,CC0-1.0,2026-06-09T16:17:27Z,2026-07-16T18:52:24Z,,2026-07-16T19:34:32+00:00
+ale-0502,Discovery And Distribution,discovery-and-distribution,Template,🧾,Landing page source,docs/index.html,local_path,,Source for the static landing page.,Source for the static landing page.,Source for the static landing page.,Makes the project discoverable as both documentation and machine-readable data. Resource-specific angle: Source for the static landing page.,Gives readers a concrete source in Landing page source when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1055,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1055,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/docs/index.html,Landing page source,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0503,Discovery And Distribution,discovery-and-distribution,Template,🧾,Sitemap,docs/sitemap.xml,local_path,,Crawl hints for the landing page and core repository pages.,Crawl hints for the landing page and core repository pages.,Crawl hints for the landing page and core repository pages.,Makes the project discoverable as both documentation and machine-readable data. Resource-specific angle: Crawl hints for the landing page and core repository pages.,Gives readers a concrete source in Sitemap when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1056,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1056,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/docs/sitemap.xml,Sitemap,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0504,Discovery And Distribution,discovery-and-distribution,Template,🧾,Robots file,docs/robots.txt,local_path,,Allows indexing and points crawlers to the sitemap.,Allows indexing and points crawlers to the sitemap.,Allows indexing and points crawlers to the sitemap.,Makes the project discoverable as both documentation and machine-readable data. Resource-specific angle: Allows indexing and points crawlers to the sitemap.,Gives readers a concrete source in Robots file when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1057,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1057,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/docs/robots.txt,Robots file,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0505,Roadmap And Discussion,roadmap-and-discussion,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.","Keeps community evolution and evidence gathering part of the project surface. Resource-specific angle: Versioned changelog of new resources, patterns, and repository changes.",Gives readers a concrete source in Release notes when they need to reuse a concrete artifact or connect it to the wider ecosystem.,"Inspectable GitHub source (24 stars; 4 forks; CC0-1.0 license; updated 2026-07-16); popularity is context, not proof of reliability.",medium,README.md,1074,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1074,2026-07-15,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,reusable-artifact,ok,https://github.com/ChaoYue0307/awesome-loop-engineering/releases,Releases · ChaoYue0307/awesome-loop-engineering · GitHub,"509 audited resources for Loop Engineering: recurring AI-agent systems that discover work, delegate, verify results, persist state, and decide next actions. Includes 15 patterns, validated contracts, runnable templates, and an interactive Resource Atlas. - Releases · ChaoYue0307/awesome-loop-engineering",,2026-06-09,2026,GitHub Releases,GitHub,,,,github-api,ChaoYue0307/awesome-loop-engineering,24,4,CC0-1.0,2026-06-09T16:17:27Z,2026-07-16T18:52:24Z,,2026-07-16T19:34:32+00:00
+ale-0506,Roadmap And Discussion,roadmap-and-discussion,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.","Keeps community evolution and evidence gathering part of the project surface. Resource-specific angle: Near-term work, pattern priorities, gallery goals, and open questions.",Gives readers a concrete source in Roadmap when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1075,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1075,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",objective,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/ROADMAP.md,Roadmap,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0507,Roadmap And Discussion,roadmap-and-discussion,Template,🧾,Launch article,posts/launch.md,local_path,,Shareable explanation of the concept and repository.,Shareable explanation of the concept and repository.,Shareable explanation of the concept and repository.,Keeps community evolution and evidence gathering part of the project surface. Resource-specific angle: Shareable explanation of the concept and repository.,Gives readers a concrete source in Launch article when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1076,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1076,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/posts/launch.md,Launch article,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0508,Roadmap And Discussion,roadmap-and-discussion,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. Resource-specific angle: Suggested discussion categories, starter prompts, and moderation standard.",Gives readers a concrete source in Discussion guide when they need to reuse a concrete artifact or connect it to the wider ecosystem.,Repository-native artifact maintained and validated by this project's checks.,medium,README.md,1077,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1077,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,repository-native,local_ok,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/meta/DISCUSSIONS.md,Discussion guide,,,,2026,GitHub,GitHub,,,,repository,,,,,,,,2026-07-16T19:34:32+00:00
+ale-0509,Roadmap And Discussion,roadmap-and-discussion,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.,Keeps community evolution and evidence gathering part of the project surface. Resource-specific angle: Community discussion for real or anonymized loop examples.,Gives readers a concrete source in Show your Loop Engineering patterns when they need to reuse a concrete artifact or connect it to the wider ecosystem.,"Inspectable GitHub source (24 stars; 4 forks; CC0-1.0 license; updated 2026-07-16); popularity is context, not proof of reliability.",medium,README.md,1078,https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md#L1078,,Apply,apply,"Reuse, adapt, and contribute concrete loop artifacts.",whole-loop,builder,operational-pattern,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,24,4,CC0-1.0,2026-06-09T16:17:27Z,2026-07-16T18:52:24Z,,2026-07-16T19:34:32+00:00