Correct publication source labels

Mirror GitHub commit 922f092. Published at now uses original venues or source platforms; repository-native artifacts use GitHub, and project release/discussion rows use GitHub Releases or GitHub Discussions.

data/README.md

@@ -23,7 +23,7 @@ python3 scripts/render_readme_tables.py
 python3 scripts/export_resource_dataset.py
 ```
 
-The export is deterministic and includes one row for every README resource-table row that follows the repository's curated entry format: marker, resource type, title, link, publication/source context, annotation, section, and source line.
+The export is deterministic and includes one row for every README resource-table row that follows the repository's curated entry format: marker, resource type, title, link, original publishing platform or venue, annotation, section, and source line.
 
 Run a network-backed source audit when refreshing the Hugging Face dataset:
 

data/resource_source_audit.csv

@@ -1,11 +1,11 @@
 row_id,title,url,url_kind,domain,audit_status,http_status,final_url,content_type,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_open_issues,github_description,github_license,github_created_at,github_updated_at,arxiv_id,error,retrieved_at
-ale-0001,Canonical Definition,DEFINITION.md,local_path,,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,Loop Engineering Manifesto,MANIFESTO.md,local_path,,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,Loop Engineering Taxonomy,TAXONOMY.md,local_path,,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,Loop Engineering Anti-Patterns,ANTI-PATTERNS.md,local_path,,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,Comparison Guide,COMPARISON.md,local_path,,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,Sourced Signals And Quotes,QUOTES.md,local_path,,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,Outreach Kit,meta/OUTREACH.md,local_path,,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,Canonical Definition,DEFINITION.md,local_path,,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,Loop Engineering Manifesto,MANIFESTO.md,local_path,,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,Loop Engineering Taxonomy,TAXONOMY.md,local_path,,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,Loop Engineering Anti-Patterns,ANTI-PATTERNS.md,local_path,,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,Comparison Guide,COMPARISON.md,local_path,,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,Sourced Signals And Quotes,QUOTES.md,local_path,,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,Outreach Kit,meta/OUTREACH.md,local_path,,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,Loop Engineering by Addy Osmani,https://addyosmani.com/blog/loop-engineering/,external,addyosmani.com,ok,200,https://addyosmani.com/blog/loop-engineering/,text/html; charset=UTF-8,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,Peter Steinberger on designing loops,https://x.com/steipete/status/2063697162748260627,external,x.com,ok,200,https://x.com/steipete/status/2063697162748260627,text/html; charset=UTF-8,"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,Boris Cherny: five tips for running Opus autonomously for hours or days,https://x.com/bcherny/status/2063792263067754658,external,x.com,ok,200,https://x.com/bcherny/status/2063792263067754658,text/html; charset=UTF-8,"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,The Anthropic leader who built Claude Code ditched prompting - now he w
 ale-0020,Engineering for Agents That Never Sleep,https://nader.substack.com/p/engineering-for-agents-that-never,external,nader.substack.com,ok,200,https://nader.substack.com/p/engineering-for-agents-that-never,text/html; charset=utf-8,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,Loop Engineering Orange Book,https://github.com/alchaincyf/loop-engineering-orange-book,external,github.com,ok,200,https://github.com/alchaincyf/loop-engineering-orange-book,text/html; charset=utf-8,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,1021,98,0,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.,NOASSERTION,2026-06-15T05:27:07Z,2026-07-16T18:05:13Z,,,2026-07-16T19:34:32+00:00
 ale-0022,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,ok,200,https://www.lennysnewsletter.com/p/how-i-ai-how-to-write-ai-agent-loops,text/html; charset=utf-8,🎙️ 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,PR babysitter,patterns/pr-babysitter.md,local_path,,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,CI repair loop,patterns/ci-repair-loop.md,local_path,,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,Docs drift collector,patterns/docs-drift-collector.md,local_path,,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,Deploy verifier,patterns/deploy-verifier.md,local_path,,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,Feedback clusterer,patterns/feedback-clusterer.md,local_path,,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,Dependency triage loop,patterns/dependency-triage-loop.md,local_path,,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,Evaluation regression loop,patterns/evaluation-regression-loop.md,local_path,,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,Security review loop,patterns/security-review-loop.md,local_path,,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,Cost-control loop,patterns/cost-control-loop.md,local_path,,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,Bug hunting loop,patterns/bug-hunting-loop.md,local_path,,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,Enterprise approval loop,patterns/enterprise-approval-loop.md,local_path,,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,Incident response loop,patterns/incident-response-loop.md,local_path,,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,Data-quality loop,patterns/data-quality-loop.md,local_path,,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,Release-note loop,patterns/release-note-loop.md,local_path,,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,Model-routing loop,patterns/model-routing-loop.md,local_path,,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,PR babysitter,patterns/pr-babysitter.md,local_path,,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,CI repair loop,patterns/ci-repair-loop.md,local_path,,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,Docs drift collector,patterns/docs-drift-collector.md,local_path,,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,Deploy verifier,patterns/deploy-verifier.md,local_path,,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,Feedback clusterer,patterns/feedback-clusterer.md,local_path,,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,Dependency triage loop,patterns/dependency-triage-loop.md,local_path,,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,Evaluation regression loop,patterns/evaluation-regression-loop.md,local_path,,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,Security review loop,patterns/security-review-loop.md,local_path,,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,Cost-control loop,patterns/cost-control-loop.md,local_path,,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,Bug hunting loop,patterns/bug-hunting-loop.md,local_path,,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,Enterprise approval loop,patterns/enterprise-approval-loop.md,local_path,,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,Incident response loop,patterns/incident-response-loop.md,local_path,,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,Data-quality loop,patterns/data-quality-loop.md,local_path,,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,Release-note loop,patterns/release-note-loop.md,local_path,,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,Model-routing loop,patterns/model-routing-loop.md,local_path,,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,Scheduled tasks - ChatGPT Learn,https://learn.chatgpt.com/docs/automations?surface=app,external,learn.chatgpt.com,ok,200,https://learn.chatgpt.com/docs/automations?surface=app,text/html; charset=utf-8,Scheduled tasks | ChatGPT Learn,Schedule recurring tasks in ChatGPT,,,,,ChatGPT Learn,,,,html-meta,,,,,,,,,,,2026-07-16T19:34:32+00:00
 ale-0039,Follow a goal - ChatGPT Learn,https://learn.chatgpt.com/use-cases/follow-goals,external,learn.chatgpt.com,ok,200,https://learn.chatgpt.com/use-cases/follow-goals,text/html; charset=utf-8,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,Git worktrees - ChatGPT Learn,https://learn.chatgpt.com/docs/environments/git-worktrees,external,learn.chatgpt.com,ok,200,https://learn.chatgpt.com/docs/environments/git-worktrees,text/html; charset=utf-8,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,AI Loop Engineering: Build Autonomous Agents with Claude Code /goal and
 ale-0454,Agent Delivery Engineering Predictive Reliability Framework,https://arxiv.org/abs/2607.07689,external,arxiv.org,ok,200,https://arxiv.org/abs/2607.07689,text/html; charset=utf-8,[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,rocketplaneIO,https://github.com/olemeyer/rocketplaneIO,external,github.com,ok,200,https://github.com/olemeyer/rocketplaneIO,text/html; charset=utf-8,"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,141,3,0,"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.",Apache-2.0,2026-07-06T11:24:01Z,2026-07-15T11:30:27Z,,,2026-07-16T19:34:32+00:00
 ale-0456,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,ok,200,https://ploy.ai/blog/migrating-a-production-ai-agent-to-gpt-5-6,text/html,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,Resource entry template,templates/resource-entry.md,local_path,,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,Loop pattern template,templates/loop-pattern.md,local_path,,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,Loop contract schema,schemas/loop-contract.schema.json,local_path,,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,Loop contract preview script,scripts/preview_loop_contract.py,local_path,,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,Translation guide,TRANSLATIONS.md,local_path,,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,Pattern library index,patterns/README.md,local_path,,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,Example loop specs,examples/README.md,local_path,,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,Loop contract library,examples/README.md#contract-library,local_path,,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,Runnable test-repair loop,examples/runnable/test-repair-loop.sh,local_path,,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,Runnable loop guide,examples/runnable/README.md,local_path,,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,Loop gallery guide,gallery/README.md,local_path,,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,Loop gallery template,gallery/template.md,local_path,,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,PR babysitter reference loop,gallery/pr-babysitter-reference.md,local_path,,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,CI repair reference loop,gallery/ci-repair-reference.md,local_path,,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,Docs drift reference loop,gallery/docs-drift-reference.md,local_path,,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,Resource entry template,templates/resource-entry.md,local_path,,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,Loop pattern template,templates/loop-pattern.md,local_path,,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,Loop contract schema,schemas/loop-contract.schema.json,local_path,,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,Loop contract preview script,scripts/preview_loop_contract.py,local_path,,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,Translation guide,TRANSLATIONS.md,local_path,,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,Pattern library index,patterns/README.md,local_path,,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,Example loop specs,examples/README.md,local_path,,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,Loop contract library,examples/README.md#contract-library,local_path,,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,Runnable test-repair loop,examples/runnable/test-repair-loop.sh,local_path,,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,Runnable loop guide,examples/runnable/README.md,local_path,,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,Loop gallery guide,gallery/README.md,local_path,,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,Loop gallery template,gallery/template.md,local_path,,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,PR babysitter reference loop,gallery/pr-babysitter-reference.md,local_path,,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,CI repair reference loop,gallery/ci-repair-reference.md,local_path,,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,Docs drift reference loop,gallery/docs-drift-reference.md,local_path,,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,Most Developers Do Not Need Agent Loops Yet,https://alphasignalai.substack.com/p/most-developers-do-not-need-agent,external,alphasignalai.substack.com,ok,200,https://alphasignalai.substack.com/p/most-developers-do-not-need-agent,text/html; charset=utf-8,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,Engineering Agentic Systems for Reliability,https://pruningmypothos.com/systems/engineering-agentic-systems-for-reliability/,external,pruningmypothos.com,ok,200,https://pruningmypothos.com/systems/engineering-agentic-systems-for-reliability/,text/html,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,"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,ok,200,https://callsphere.ai/blog/self-correcting-agents-reflexion-critic-react-loops-compared-2026,text/html; charset=utf-8,"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,awesome-ralph,https://github.com/snwfdhmp/awesome-ralph,external,github
 ale-0499,Awesome Agent Loops,https://github.com/serenakeyitan/awesome-agent-loops,external,github.com,ok,200,https://github.com/serenakeyitan/awesome-agent-loops,text/html; charset=utf-8,"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,194,15,2,"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.",CC-BY-4.0,2026-06-09T01:26:51Z,2026-07-15T11:44:20Z,,,2026-07-16T19:34:32+00:00
 ale-0500,Landing page,https://chaoyue0307.github.io/awesome-loop-engineering/,external,chaoyue0307.github.io,ok,200,https://chaoyue0307.github.io/awesome-loop-engineering/,text/html; charset=utf-8,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,Hugging Face dataset mirror,https://huggingface.co/datasets/cy0307/awesome-loop-engineering,external,huggingface.co,ok,200,https://huggingface.co/datasets/cy0307/awesome-loop-engineering,text/html; charset=utf-8,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,Landing page source,docs/index.html,local_path,,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,Sitemap,docs/sitemap.xml,local_path,,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,Robots file,docs/robots.txt,local_path,,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,Release notes,https://github.com/ChaoYue0307/awesome-loop-engineering/releases,external,github.com,ok,200,https://github.com/ChaoYue0307/awesome-loop-engineering/releases,text/html; charset=utf-8,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,24,4,8,"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.",CC0-1.0,2026-06-09T16:17:27Z,2026-07-16T18:52:24Z,,,2026-07-16T19:34:32+00:00
-ale-0506,Roadmap,ROADMAP.md,local_path,,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,Launch article,posts/launch.md,local_path,,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,Discussion guide,meta/DISCUSSIONS.md,local_path,,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,Show your Loop Engineering patterns,https://github.com/ChaoYue0307/awesome-loop-engineering/discussions/2,external,github.com,ok,200,https://github.com/ChaoYue0307/awesome-loop-engineering/discussions/2,text/html; charset=utf-8,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,24,4,8,"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.",CC0-1.0,2026-06-09T16:17:27Z,2026-07-16T18:52:24Z,,,2026-07-16T19:34:32+00:00
+ale-0502,Landing page source,docs/index.html,local_path,,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,Sitemap,docs/sitemap.xml,local_path,,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,Robots file,docs/robots.txt,local_path,,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,Release notes,https://github.com/ChaoYue0307/awesome-loop-engineering/releases,external,github.com,ok,200,https://github.com/ChaoYue0307/awesome-loop-engineering/releases,text/html; charset=utf-8,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,24,4,8,"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.",CC0-1.0,2026-06-09T16:17:27Z,2026-07-16T18:52:24Z,,,2026-07-16T19:34:32+00:00
+ale-0506,Roadmap,ROADMAP.md,local_path,,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,Launch article,posts/launch.md,local_path,,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,Discussion guide,meta/DISCUSSIONS.md,local_path,,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,Show your Loop Engineering patterns,https://github.com/ChaoYue0307/awesome-loop-engineering/discussions/2,external,github.com,ok,200,https://github.com/ChaoYue0307/awesome-loop-engineering/discussions/2,text/html; charset=utf-8,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,24,4,8,"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.",CC0-1.0,2026-06-09T16:17:27Z,2026-07-16T18:52:24Z,,,2026-07-16T19:34:32+00:00

docs/index.html

@@ -1410,6 +1410,7 @@
         function identifier(resource) {
           if (resource.doi) return 'DOI ' + resource.doi;
           if (resource.arxiv_id) return 'arXiv ' + resource.arxiv_id;
+          if (String(resource.github_repo || '').toLowerCase() === 'chaoyue0307/awesome-loop-engineering') return '';
           if (resource.github_repo) return resource.github_repo;
           return '';
         }
@@ -1499,11 +1500,13 @@
           var signal = createText('span', signalClass, words(resource.signal_strength || 'unverified') + ' signal');
           var starCount = formatNumber(resource.github_stars);
           var venue = resource.publication_venue || resource.publisher || 'Source not stated';
+          var secondaryPublisher = resource.publisher && resource.publisher !== venue &&
+            venue.toLowerCase().indexOf(resource.publisher.toLowerCase() + ' ') !== 0 ? resource.publisher : '';
           var publicationId = identifier(resource);
           var sourceRecord = [
             fullAuthors ? 'Authors: ' + fullAuthors : '',
             resource.publication_date ? 'Published: ' + resource.publication_date : 'Publication date: not stated by the source',
-            'Source: ' + venue + (resource.publisher && resource.publisher !== venue ? ' | ' + resource.publisher : ''),
+            'Source: ' + venue + (secondaryPublisher ? ' | ' + secondaryPublisher : ''),
             publicationId ? 'Identifier: ' + publicationId : '',
             resource.primary_category ? 'Primary category: ' + resource.primary_category : '',
             resource.publication_note ? 'Source note: ' + resource.publication_note : '',
@@ -1529,7 +1532,7 @@
           publication.className = 'resource-publication';
           appendCellLabel(publication, 'Published at');
           publication.appendChild(createText('span', 'resource-venue', venue));
-          if (resource.publisher && resource.publisher !== venue) publication.appendChild(createText('span', 'resource-publisher', resource.publisher));
+          if (secondaryPublisher) publication.appendChild(createText('span', 'resource-publisher', secondaryPublisher));
           if (resource.publication_date && resource.publication_date !== resource.publication_year) publication.appendChild(createText('span', 'resource-date', resource.publication_date));
           if (publicationId) publication.appendChild(createText('span', 'resource-identifier', publicationId));
 

scripts/audit_resource_sources.py

@@ -26,6 +26,7 @@ ROOT = Path(__file__).resolve().parents[1]
 RESOURCES_CSV = ROOT / "data" / "resources.csv"
 AUDIT_CSV = ROOT / "data" / "resource_source_audit.csv"
 REPO_BLOB_URL = "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main"
+PROJECT_GITHUB_REPO = "chaoyue0307/awesome-loop-engineering"
 
 ARXIV_RE = re.compile(r"arxiv\.org/(?:abs|pdf)/(?P<id>\d{4}\.\d{4,5})(?:v\d+)?")
 YEAR_RE = re.compile(r"(?<!\d)(?P<year>19\d{2}|20\d{2})(?!\d)")
@@ -243,6 +244,15 @@ def publisher_for_domain(domain: str) -> str:
     return normalized
 
 
+def project_github_venue(url: str) -> str:
+    path = urlparse(url).path.lower()
+    if "/releases" in path:
+        return "GitHub Releases"
+    if "/discussions" in path:
+        return "GitHub Discussions"
+    return "GitHub"
+
+
 def html_metadata(body: bytes, content_type: str) -> dict[str, str]:
     if "html" not in content_type.lower():
         return {}
@@ -438,7 +448,8 @@ def audit_row(row: dict[str, str], retrieved_at: str, timeout: float, attempts:
                     "final_url": f"{REPO_BLOB_URL}/{local_target}" + (f"#{fragment}" if fragment else ""),
                     "source_title": row["title"],
                     "publication_year": "2026",
-                    "publisher": "Awesome Loop Engineering",
+                    "publication_venue": "GitHub",
+                    "publisher": "GitHub",
                     "metadata_source": "repository",
                 }
             )
@@ -452,7 +463,8 @@ def audit_row(row: dict[str, str], retrieved_at: str, timeout: float, attempts:
                 "audit_status": "local_anchor",
                 "final_url": row["url"],
                 "publication_year": "2026",
-                "publisher": "Awesome Loop Engineering",
+                "publication_venue": "GitHub",
+                "publisher": "GitHub",
                 "metadata_source": "repository",
             }
         )
@@ -620,13 +632,16 @@ def finalize_publication_metadata(rows: list[dict[str, str]]) -> None:
 
         if row["github_repo"]:
             row["publisher"] = "GitHub"
-            row["publication_venue"] = row["publication_venue"] or row["github_repo"]
+            if row["github_repo"].lower() == PROJECT_GITHUB_REPO:
+                row["publication_venue"] = project_github_venue(row["url"])
+            else:
+                row["publication_venue"] = row["publication_venue"] or row["github_repo"]
             if not row["publication_date"] and row["github_created_at"]:
                 row["publication_date"] = normalize_date(row["github_created_at"])
                 row["metadata_source"] = "github-api"
 
         if not row["publisher"]:
-            row["publisher"] = publisher_for_domain(row["domain"]) or "Awesome Loop Engineering"
+            row["publisher"] = publisher_for_domain(row["domain"]) or "Source not stated"
         if not row["publication_year"]:
             row["publication_year"] = year_from_value(row["publication_date"])
         if not row["publication_year"]:

scripts/check_publication_metadata.py

@@ -13,6 +13,8 @@ from pathlib import Path
 ROOT = Path(__file__).resolve().parents[1]
 RESOURCES = ROOT / "data" / "resources.csv"
 YEAR_RE = re.compile(r"^(19|20)\d{2}$")
+PROJECT_GITHUB_REPO = "chaoyue0307/awesome-loop-engineering"
+PROJECT_PUBLICATION_SURFACES = {"GitHub", "GitHub Releases", "GitHub Discussions"}
 REQUIRED_COLUMNS = {
     "authors",
     "publication_date",
@@ -23,6 +25,8 @@ REQUIRED_COLUMNS = {
     "publication_note",
     "primary_category",
     "metadata_source",
+    "github_repo",
+    "url_kind",
 }
 
 
@@ -44,6 +48,18 @@ def main() -> int:
 
         if not row["publisher"]:
             failures.append(f"{row_id}: publisher/source platform is missing")
+        if row["publisher"].strip().lower() == "awesome loop engineering":
+            failures.append(f"{row_id}: project name is exposed as a publisher")
+        if row["url_kind"] != "external" and (
+            row["publication_venue"] != "GitHub" or row["publisher"] != "GitHub"
+        ):
+            failures.append(f"{row_id}: repository-native artifact must use GitHub as its publishing platform")
+        if row["github_repo"].lower() == PROJECT_GITHUB_REPO and (
+            row["publication_venue"] not in PROJECT_PUBLICATION_SURFACES or row["publisher"] != "GitHub"
+        ):
+            failures.append(f"{row_id}: project surface must identify GitHub, not the repository name, as its venue")
+        if PROJECT_GITHUB_REPO in row["publication_venue"].lower():
+            failures.append(f"{row_id}: project repository slug is exposed as a publication venue")
         if not row["metadata_source"]:
             failures.append(f"{row_id}: metadata provenance is missing")
         if year:

scripts/export_resource_dataset.py

@@ -21,6 +21,7 @@ SITE_JSON_PATH = ROOT / "docs" / "assets" / "resources.json"
 AUDIT_PATH = ROOT / "data" / "resource_source_audit.csv"
 FIRST_SEEN_PATH = ROOT / "data" / "first_seen.json"
 SOURCE_URL = "https://github.com/ChaoYue0307/awesome-loop-engineering/blob/main/README.md"
+PROJECT_GITHUB_REPO = "chaoyue0307/awesome-loop-engineering"
 
 
 def load_first_seen() -> dict[str, str]:
@@ -338,6 +339,30 @@ def classify_url(url: str) -> tuple[str, str]:
     return "local_path", ""
 
 
+def publication_source(
+    url: str,
+    url_kind: str,
+    domain: str,
+    audit: dict[str, str],
+) -> tuple[str, str]:
+    """Return the original publishing surface without using this project as a venue."""
+    if url_kind != "external":
+        return "GitHub", "GitHub"
+
+    github_repo = audit.get("github_repo", "").lower()
+    if github_repo == PROJECT_GITHUB_REPO:
+        path = urlparse(url).path.lower()
+        if "/releases" in path:
+            return "GitHub Releases", "GitHub"
+        if "/discussions" in path:
+            return "GitHub Discussions", "GitHub"
+        return "GitHub", "GitHub"
+
+    venue = audit.get("publication_venue", "")
+    publisher = audit.get("publisher", "") or domain or "Source not stated"
+    return venue, publisher
+
+
 def load_audit() -> dict[str, dict[str, str]]:
     if not AUDIT_PATH.exists():
         return {}
@@ -505,6 +530,7 @@ def iter_rows(readme_path: Path = README) -> list[dict[str, str]]:
         audit = AUDIT_BY_URL.get(url, {})
         evidence = evidence_class(section, resource_type, domain, url_kind)
         signal_text, signal_strength = signal(resource_type, domain, url_kind, evidence, audit)
+        publication_venue, publisher = publication_source(url, url_kind, domain, audit)
         rows.append(
             {
                 "row_id": row_id,
@@ -540,8 +566,8 @@ def iter_rows(readme_path: Path = README) -> list[dict[str, str]]:
                 "authors": audit.get("authors", ""),
                 "publication_date": audit.get("publication_date", ""),
                 "publication_year": audit.get("publication_year", ""),
-                "publication_venue": audit.get("publication_venue", ""),
-                "publisher": audit.get("publisher", "") or domain or "Awesome Loop Engineering",
+                "publication_venue": publication_venue,
+                "publisher": publisher,
                 "doi": audit.get("doi", ""),
                 "publication_note": audit.get("publication_note", ""),
                 "primary_category": audit.get("primary_category", ""),

scripts/render_readme_tables.py

@@ -11,9 +11,11 @@ from pathlib import Path
 from export_resource_dataset import README, TYPE_MARKERS, iter_rows
 
 
-TABLE_HEADERS = ("Resource", "Publication / source", "Key feature")
+TABLE_HEADERS = ("Resource", "Published at", "Key feature")
+LEGACY_TABLE_HEADERS = {TABLE_HEADERS, ("Resource", "Publication / source", "Key feature")}
 SUMMARY_START = "<!-- resource-type-summary:start -->"
 SUMMARY_END = "<!-- resource-type-summary:end -->"
+PROJECT_GITHUB_REPO = "chaoyue0307/awesome-loop-engineering"
 
 TYPE_DESCRIPTIONS = {
     "Paper": "Academic paper, preprint, or technical report",
@@ -48,14 +50,48 @@ def author_summary(authors: str) -> str:
     return f"{names[0]} et al."
 
 
+def repository_artifact_label(url: str) -> str:
+    path = url.split("#", 1)[0]
+    if path.startswith("patterns/"):
+        return "Pattern library"
+    if path.startswith("templates/"):
+        return "Template library"
+    if path.startswith("schemas/"):
+        return "Schema"
+    if path.startswith("examples/runnable/"):
+        return "Runnable example"
+    if path.startswith("examples/"):
+        return "Example library"
+    if path.startswith("gallery/"):
+        return "Community gallery"
+    if path.startswith("docs/"):
+        return "Project website"
+    if path.startswith("scripts/"):
+        return "Repository utility"
+    if path.startswith("meta/"):
+        return "Project operations guide"
+    if path.startswith("posts/"):
+        return "Project article"
+    return "Project documentation"
+
+
 def publication_cell(row: dict[str, str]) -> str:
     year = row["publication_year"] or "Undated"
     resource_type = row["resource_type"]
     details: list[str] = []
 
-    if row["github_repo"]:
-        source = "GitHub"
-        owner, separator, repository = row["github_repo"].partition("/")
+    github_repo = row["github_repo"]
+    if row["url_kind"] != "external":
+        source = row["publication_venue"] or row["publisher"] or "GitHub"
+        details.append(repository_artifact_label(row["url"]))
+    elif github_repo.lower() == PROJECT_GITHUB_REPO:
+        source = row["publication_venue"] or row["publisher"] or "GitHub"
+        license_id = row["github_license"]
+        if license_id and license_id != "NOASSERTION":
+            details.append(f"License: {license_id}")
+    elif github_repo:
+        source = row["publisher"] or "GitHub"
+        owner, separator, repository = github_repo.partition("/")
         owner = GITHUB_OWNER_LABELS.get(owner, owner)
         details.append(f"{owner}{separator}{repository}")
         license_id = row["github_license"]
@@ -110,7 +146,7 @@ def is_resource_table_header(line: str) -> bool:
     if not line.startswith("|"):
         return False
     cells = tuple(cell.strip() for cell in line.strip().strip("|").split("|"))
-    return cells == TABLE_HEADERS
+    return cells in LEGACY_TABLE_HEADERS
 
 
 def is_table_separator(line: str) -> bool: