Sync 540-resource audit from GitHub

Mirrors GitHub commit 099e592: 23 new research sources, 8 official documentation sources, refreshed source audit, Resource Atlas data, publication metadata, and social preview.

CONTRIBUTING.md

@@ -29,7 +29,7 @@ Maintainers will still apply the same scope, duplication, source-quality, and an
 | 📄 **[Title](https://example.com)**<br><sub>Paper</sub> | **2026** · arXiv<br><sub>First Author et al.</sub> | One sentence explaining the resource's contribution to Loop Engineering. |
 ```
 
-Use `Undated` when the source does not expose a reliable publication date. Do not infer one from a search-result snippet. Maintainers regenerate the table layout and structured exports after review.
+When a source exposes no reliable publication date, omit the year and keep only the original venue or publishing platform. Do not infer a date from a search-result snippet. Maintainers regenerate the table layout and structured exports after review.
 
 1. Open a PR using the template and explain:
    - why the resource belongs;
@@ -138,7 +138,7 @@ Prefer:
 Avoid:
 
 ```md
-| 📝 **[Cool Agent Article](https://example.com)**<br><sub>Blog</sub> | **Undated** · Example publisher | Interesting article about AI. |
+| 📝 **[Cool Agent Article](https://example.com)**<br><sub>Blog</sub> | **Example publisher** | Interesting article about AI. |
 ```
 
 ## Adding A Loop Pattern

README.zh-CN.md

@@ -1,6 +1,6 @@
 # Awesome Loop Engineering
 
-<!-- last-synced: 2026-07-16 -->
+<!-- last-synced: 2026-07-17 -->
 
 <p align="center">
   <img src="assets/awesome-loop-engineering-cover.png" alt="Awesome Loop Engineering cover" width="100%">
@@ -32,7 +32,7 @@ Prompt engineering 改进你对模型说什么。Context engineering 改进模
 
 本仓库不收录软件事件循环、控制论、增长循环、通用 workflow automation 或非 AI feedback loop。
 
-除资源列表外，本仓库还维护 509 条经过审阅的资源记录，并提供 15 个 loop 模式、15 个经 schema 校验的 loop contracts、6 个可运行的 loop 模板、社区 gallery，以及 8 个语言入口。
+除资源列表外，本仓库还维护 540 条经过审阅的资源记录，并提供 15 个 loop 模式、15 个经 schema 校验的 loop contracts、6 个可运行的 loop 模板、社区 gallery，以及 8 个语言入口。
 
 ## 一句话定位
 

data/first_seen.json

@@ -24,5 +24,36 @@
   "https://github.com/clawkwork/clawk": "2026-07-15",
   "https://alignment.openai.com/auto-review/": "2026-07-15",
   "https://github.blog/changelog/2026-07-14-security-reviews-now-available-in-the-github-copilot-app": "2026-07-15",
-  "https://github.com/ChaoYue0307/awesome-loop-engineering/releases": "2026-07-15"
-}
+  "https://github.com/ChaoYue0307/awesome-loop-engineering/releases": "2026-07-15",
+  "https://arxiv.org/abs/2607.14890": "2026-07-17",
+  "https://arxiv.org/abs/2607.13285": "2026-07-17",
+  "https://arxiv.org/abs/2607.14159": "2026-07-17",
+  "https://arxiv.org/abs/2607.13091": "2026-07-17",
+  "https://adk.dev/evaluate/": "2026-07-17",
+  "https://arxiv.org/abs/2607.14167": "2026-07-17",
+  "https://arxiv.org/abs/2607.14336": "2026-07-17",
+  "https://arxiv.org/abs/2607.14340": "2026-07-17",
+  "https://arxiv.org/abs/2607.13594": "2026-07-17",
+  "https://arxiv.org/abs/2607.13716": "2026-07-17",
+  "https://arxiv.org/abs/2607.13718": "2026-07-17",
+  "https://arxiv.org/abs/2607.14166": "2026-07-17",
+  "https://arxiv.org/abs/2607.14611": "2026-07-17",
+  "https://arxiv.org/abs/2607.15143": "2026-07-17",
+  "https://adk.dev/sessions/": "2026-07-17",
+  "https://docs.langchain.com/oss/python/langgraph/persistence": "2026-07-17",
+  "https://learn.microsoft.com/en-us/agent-framework/workflows/checkpoints": "2026-07-17",
+  "https://strandsagents.com/docs/user-guide/concepts/agents/state/": "2026-07-17",
+  "https://arxiv.org/abs/2607.13591": "2026-07-17",
+  "https://arxiv.org/abs/2607.14390": "2026-07-17",
+  "https://adk.dev/graphs/": "2026-07-17",
+  "https://docs.crewai.com/en/concepts/flows": "2026-07-17",
+  "https://strandsagents.com/docs/user-guide/concepts/multi-agent/graph/": "2026-07-17",
+  "https://arxiv.org/abs/2607.13396": "2026-07-17",
+  "https://arxiv.org/abs/2607.14642": "2026-07-17",
+  "https://arxiv.org/abs/2607.15205": "2026-07-17",
+  "https://arxiv.org/abs/2607.02134": "2026-07-17",
+  "https://arxiv.org/abs/2607.12227": "2026-07-17",
+  "https://arxiv.org/abs/2607.13071": "2026-07-17",
+  "https://arxiv.org/abs/2607.14004": "2026-07-17",
+  "https://arxiv.org/abs/2607.14713": "2026-07-17"
+}

docs/index.html

@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width, initial-scale=1">
     <title>Awesome Loop Engineering</title>
-    <meta name="description" content="509 audited resources, 15 operational patterns, loop contracts, and runnable examples for recurring, verified AI-agent systems.">
+    <meta name="description" content="540 audited resources, 15 operational patterns, loop contracts, and runnable examples for recurring, verified AI-agent systems.">
     <meta name="robots" content="index,follow">
     <meta name="author" content="Chaoyue He">
     <link rel="canonical" href="https://chaoyue0307.github.io/awesome-loop-engineering/">
@@ -14,7 +14,7 @@
     <link href="https://fonts.googleapis.com/css2?family=IBM+Plex+Mono:wght@500;600&amp;family=Inter:wght@400;500;600;700;800&amp;display=swap" rel="stylesheet">
     <meta property="og:type" content="website">
     <meta property="og:title" content="Awesome Loop Engineering">
-    <meta property="og:description" content="Explore 509 audited resources, 15 operational patterns, reusable loop contracts, and runnable examples for recurring AI-agent systems.">
+    <meta property="og:description" content="Explore 540 audited resources, 15 operational patterns, reusable loop contracts, and runnable examples for recurring AI-agent systems.">
     <meta property="og:url" content="https://chaoyue0307.github.io/awesome-loop-engineering/">
     <meta property="og:image" content="https://chaoyue0307.github.io/awesome-loop-engineering/assets/social-preview.png?v=3">
     <meta property="og:image:width" content="1280">
@@ -22,7 +22,7 @@
     <meta property="og:image:alt" content="Awesome Loop Engineering: design loops, not just prompts.">
     <meta name="twitter:card" content="summary_large_image">
     <meta name="twitter:title" content="Awesome Loop Engineering">
-    <meta name="twitter:description" content="509 audited resources and reusable patterns for designing recurring AI-agent systems above prompt, context, and harness engineering.">
+    <meta name="twitter:description" content="540 audited resources and reusable patterns for designing recurring AI-agent systems above prompt, context, and harness engineering.">
     <meta name="twitter:image" content="https://chaoyue0307.github.io/awesome-loop-engineering/assets/social-preview.png?v=3">
     <link rel="alternate" type="application/atom+xml" title="Awesome Loop Engineering releases" href="https://github.com/ChaoYue0307/awesome-loop-engineering/releases.atom">
     <link rel="alternate" type="application/atom+xml" title="Awesome Loop Engineering commits" href="https://github.com/ChaoYue0307/awesome-loop-engineering/commits/main.atom">
@@ -949,7 +949,7 @@
             </picture>
           </figure>
           <div class="stats" role="list" aria-label="Repository at a glance">
-            <div class="stat" role="listitem"><b><span class="emoji" aria-hidden="true">📚</span>509</b><span>curated entries</span></div>
+            <div class="stat" role="listitem"><b><span class="emoji" aria-hidden="true">📚</span>540</b><span>curated entries</span></div>
             <div class="stat" role="listitem"><b><span class="emoji" aria-hidden="true">🧩</span>15</b><span>operational patterns</span></div>
             <div class="stat" role="listitem"><b><span class="emoji" aria-hidden="true">🧾</span>15</b><span>loop contracts</span></div>
             <div class="stat" role="listitem"><b><span class="emoji" aria-hidden="true">▶️</span>6</b><span>runnable templates</span></div>
@@ -1128,13 +1128,13 @@
               <p class="section-label"><span class="emoji" aria-hidden="true">📚</span><span>06 / Curated resources</span></p>
               <h2>Find the evidence for your next decision.</h2>
             </div>
-            <p class="section-intro">Search 509 audited works by goal, lifecycle stage, artifact type, and evidence class. Each row combines the curated assessment with verified authorship, year, venue or source platform, and identifiers when the primary source exposes them.</p>
+            <p class="section-intro">Search 540 audited works by goal, lifecycle stage, artifact type, and evidence class. Each row combines the curated assessment with verified authorship, year, venue or source platform, and identifiers when the primary source exposes them.</p>
           </div>
           <div class="resource-explorer" id="resource-explorer">
             <div class="resource-toolbar" role="search" aria-label="Search curated resources">
               <label>
                 <span class="sr-only">Search resources</span>
-                <input class="resource-input" id="resource-search" type="search" placeholder="Search 509 audited resources" autocomplete="off">
+                <input class="resource-input" id="resource-search" type="search" placeholder="Search 540 audited resources" autocomplete="off">
               </label>
               <label>
                 <span class="sr-only">Resource type</span>

meta/CURATION.md

@@ -56,7 +56,7 @@ Good:
 Weak:
 
 ```md
-| 📝 **[Cool Agent Article](https://example.com)**<br><sub>Blog</sub> | **Undated** · Example publisher | Interesting article about agents. |
+| 📝 **[Cool Agent Article](https://example.com)**<br><sub>Blog</sub> | **Example publisher** | Interesting article about agents. |
 ```
 
 ## Resource Type Labels

meta/social-preview.html

@@ -72,7 +72,7 @@
         <img src="../assets/awesome-loop-engineering-logo.svg" alt="">
       </div>
       <div class="stats">
-        <div class="stat"><b>509</b><span>Curated entries</span></div>
+        <div class="stat"><b>540</b><span>Curated entries</span></div>
         <div class="stat"><b>15</b><span>Operational patterns</span></div>
         <div class="stat"><b>15</b><span>Validated contracts</span></div>
       </div>

scripts/audit_resource_sources.py

@@ -36,12 +36,15 @@ ATOM_NS = "{http://www.w3.org/2005/Atom}"
 ARXIV_NS = "{http://arxiv.org/schemas/atom}"
 
 PUBLISHER_BY_DOMAIN = {
+    "adk.dev": "Google Agent Development Kit",
     "arxiv.org": "arXiv",
     "github.com": "GitHub",
     "anthropic.com": "Anthropic",
     "claude.com": "Anthropic",
+    "crewai.com": "CrewAI",
     "openai.com": "OpenAI",
     "huggingface.co": "Hugging Face",
+    "langchain.com": "LangChain",
     "microsoft.com": "Microsoft",
     "google.com": "Google",
     "googleblog.com": "Google",
@@ -51,6 +54,7 @@ PUBLISHER_BY_DOMAIN = {
     "ainowinstitute.org": "AI Now Institute",
     "medium.com": "Medium",
     "substack.com": "Substack",
+    "strandsagents.com": "Strands Agents",
     "x.com": "X",
     "youtube.com": "YouTube",
 }
@@ -75,6 +79,54 @@ PUBLICATION_OVERRIDES = {
         "publication_note": "Date verified from the primary PDF creation metadata.",
         "metadata_source": "pdf-metadata",
     },
+    "https://adk.dev/evaluate/": {
+        "authors": "Google Agent Development Kit",
+        "publication_venue": "Google Agent Development Kit",
+        "publisher": "Google",
+        "metadata_source": "primary-page",
+    },
+    "https://adk.dev/sessions/": {
+        "authors": "Google Agent Development Kit",
+        "publication_venue": "Google Agent Development Kit",
+        "publisher": "Google",
+        "metadata_source": "primary-page",
+    },
+    "https://adk.dev/graphs/": {
+        "authors": "Google Agent Development Kit",
+        "publication_venue": "Google Agent Development Kit",
+        "publisher": "Google",
+        "metadata_source": "primary-page",
+    },
+    "https://docs.langchain.com/oss/python/langgraph/persistence": {
+        "authors": "LangChain",
+        "publication_venue": "LangGraph",
+        "publisher": "LangChain",
+        "metadata_source": "primary-page",
+    },
+    "https://learn.microsoft.com/en-us/agent-framework/workflows/checkpoints": {
+        "authors": "Microsoft",
+        "publication_venue": "Microsoft Agent Framework",
+        "publisher": "Microsoft",
+        "metadata_source": "primary-page",
+    },
+    "https://docs.crewai.com/en/concepts/flows": {
+        "authors": "CrewAI",
+        "publication_venue": "CrewAI",
+        "publisher": "CrewAI",
+        "metadata_source": "primary-page",
+    },
+    "https://strandsagents.com/docs/user-guide/concepts/agents/state/": {
+        "authors": "Strands Agents",
+        "publication_venue": "Strands Agents",
+        "publisher": "Strands Agents",
+        "metadata_source": "primary-page",
+    },
+    "https://strandsagents.com/docs/user-guide/concepts/multi-agent/graph/": {
+        "authors": "Strands Agents",
+        "publication_venue": "Strands Agents",
+        "publisher": "Strands Agents",
+        "metadata_source": "primary-page",
+    },
 }
 
 FIELDS = [

scripts/export_resource_dataset.py

@@ -212,14 +212,19 @@ STAGE_RULES = [
 ]
 
 OFFICIAL_DOC_DOMAINS = {
+    "adk.dev",
     "learn.chatgpt.com",
     "code.claude.com",
+    "docs.crewai.com",
     "docs.anthropic.com",
     "docs.github.com",
+    "docs.langchain.com",
     "developers.openai.com",
+    "learn.microsoft.com",
     "modelcontextprotocol.io",
     "opentelemetry.io",
     "openai.github.io",
+    "strandsagents.com",
 }
 
 SECTION_IMPACT = {

scripts/render_readme_tables.py

@@ -76,7 +76,7 @@ def repository_artifact_label(url: str) -> str:
 
 
 def publication_cell(row: dict[str, str]) -> str:
-    year = row["publication_year"] or "Undated"
+    year = row["publication_year"]
     resource_type = row["resource_type"]
     details: list[str] = []
 
@@ -104,7 +104,11 @@ def publication_cell(row: dict[str, str]) -> str:
             if author:
                 details.append(author)
 
-    primary = f"**{escape_cell(year)}** · {escape_cell(source)}"
+    primary = (
+        f"**{escape_cell(year)}** · {escape_cell(source)}"
+        if year
+        else f"**{escape_cell(source)}**"
+    )
     if details:
         secondary = " · ".join(escape_cell(detail) for detail in details)
         return f"{primary}<br><sub>{secondary}</sub>"