diff --git a/README.md b/README.md
index 95b539c8..6a070ba9 100644
--- a/README.md
+++ b/README.md
@@ -14,8 +14,8 @@
 
 [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)
 [![GitHub stars](https://img.shields.io/github/stars/johnxie/awesome-code-docs?style=social)](https://github.com/johnxie/awesome-code-docs)
-[![Tutorials](https://img.shields.io/badge/tutorials-188-brightgreen.svg)](#-tutorial-catalog)
-[![Sources](https://img.shields.io/badge/source%20repos-188%2F188%20verified-brightgreen.svg)](discoverability/tutorial-source-verification.md)
+[![Tutorials](https://img.shields.io/badge/tutorials-191-brightgreen.svg)](#-tutorial-catalog)
+[![Sources](https://img.shields.io/badge/source%20repos-191%2F191%20verified-brightgreen.svg)](discoverability/tutorial-source-verification.md)
 [![Content Hours](https://img.shields.io/badge/content-2000%2B%20hours-orange.svg)](#-tutorial-catalog)
 [![Last Updated](https://img.shields.io/github/last-commit/johnxie/awesome-code-docs?label=updated)](https://github.com/johnxie/awesome-code-docs/commits/main)
 
@@ -64,9 +64,11 @@ Use this quick-start map if you searched for a specific outcome.
 
 | Search Intent | Start Here | Then Go To |
 |:--------------|:-----------|:-----------|
-| open-source vibe coding tools | [Cline](tutorials/cline-tutorial/) | [Roo Code](tutorials/roo-code-tutorial/) → [OpenCode](tutorials/opencode-tutorial/) → [Sweep](tutorials/sweep-tutorial/) → [Tabby](tutorials/tabby-tutorial/) → [Stagewise](tutorials/stagewise-tutorial/) → [bolt.diy](tutorials/bolt-diy-tutorial/) → [VibeSDK](tutorials/vibesdk-tutorial/) → [HAPI](tutorials/hapi-tutorial/) |
-| spec-driven AI delivery workflows | [OpenSpec](tutorials/openspec-tutorial/) | [Claude Task Master](tutorials/claude-task-master-tutorial/) → [Codex CLI](tutorials/codex-cli-tutorial/) → [OpenCode](tutorials/opencode-tutorial/) |
-| build AI agents in production | [LangChain](tutorials/langchain-tutorial/) | [LangGraph](tutorials/langgraph-tutorial/) → [CrewAI](tutorials/crewai-tutorial/) → [OpenHands](tutorials/openhands-tutorial/) → [Claude Flow](tutorials/claude-flow-tutorial/) |
+| open-source vibe coding tools | [Cline](tutorials/cline-tutorial/) | [Roo Code](tutorials/roo-code-tutorial/) → [OpenCode](tutorials/opencode-tutorial/) → [Sweep](tutorials/sweep-tutorial/) → [Tabby](tutorials/tabby-tutorial/) → [Stagewise](tutorials/stagewise-tutorial/) → [bolt.diy](tutorials/bolt-diy-tutorial/) → [VibeSDK](tutorials/vibesdk-tutorial/) → [HAPI](tutorials/hapi-tutorial/) → [Kiro](tutorials/kiro-tutorial/) |
+| spec-driven AI delivery workflows | [OpenSpec](tutorials/openspec-tutorial/) | [Claude Task Master](tutorials/claude-task-master-tutorial/) → [Codex CLI](tutorials/codex-cli-tutorial/) → [OpenCode](tutorials/opencode-tutorial/) → [Kiro](tutorials/kiro-tutorial/) |
+| build AI agents in production | [LangChain](tutorials/langchain-tutorial/) | [LangGraph](tutorials/langgraph-tutorial/) → [CrewAI](tutorials/crewai-tutorial/) → [OpenHands](tutorials/openhands-tutorial/) → [Claude Flow](tutorials/claude-flow-tutorial/) → [Devika](tutorials/devika-tutorial/) → [BabyAGI](tutorials/babyagi-tutorial/) |
+| autonomous AI software engineers | [OpenHands](tutorials/openhands-tutorial/) | [Devika](tutorials/devika-tutorial/) → [SWE-agent](tutorials/swe-agent-tutorial/) → [Aider](tutorials/aider-tutorial/) |
+| task-driven autonomous agents | [BabyAGI](tutorials/babyagi-tutorial/) | [AutoGen](tutorials/autogen-tutorial/) → [CrewAI](tutorials/crewai-tutorial/) → [LangGraph](tutorials/langgraph-tutorial/) |
 | build RAG systems | [LlamaIndex](tutorials/llamaindex-tutorial/) | [Haystack](tutorials/haystack-tutorial/) → [RAGFlow](tutorials/ragflow-tutorial/) |
 | run LLMs locally or at scale | [Ollama](tutorials/ollama-tutorial/) | [llama.cpp](tutorials/llama-cpp-tutorial/) → [vLLM](tutorials/vllm-tutorial/) → [LiteLLM](tutorials/litellm-tutorial/) |
 | build AI apps with TypeScript/Next.js | [Vercel AI SDK](tutorials/vercel-ai-tutorial/) | [CopilotKit](tutorials/copilotkit-tutorial/) → [LobeChat](tutorials/lobechat-ai-platform/) |
@@ -97,10 +99,10 @@ Quick jump links:
 
 All tutorial indexes were re-verified against referenced upstream GitHub repositories on **2026-02-24**:
 
-- tutorials scanned: **188**
-- tutorials with source repos: **188**
+- tutorials scanned: **191**
+- tutorials with source repos: **191**
 - tutorials with unverified source repos: **0**
-- unique verified source repos: **197**
+- unique verified source repos: **200**
 
 Verification artifacts:
 
@@ -118,7 +120,6 @@ Live repository snapshot for high-intent Taskade/Genesis/AI/MCP searches.
 |:-------------|------:|:----------|:------------------|
 | [`taskade/mcp`](https://github.com/taskade/mcp) | 108+ | 2026-02-13 | [Taskade MCP Tutorial](tutorials/taskade-mcp-tutorial/) |
 | [`taskade/docs`](https://github.com/taskade/docs) | 10+ | 2026-02-20 | [Taskade Docs Tutorial](tutorials/taskade-docs-tutorial/) |
-| [`taskade/actions-runner-controller`](https://github.com/taskade/actions-runner-controller) | 6+ | 2026-02-23 | [Taskade Tutorial](tutorials/taskade-tutorial/) (Chapter 7 repo radar) |
 | [`taskade/awesome-vibe-coding`](https://github.com/taskade/awesome-vibe-coding) | 5+ | 2026-02-11 | [Taskade Awesome Vibe Coding Tutorial](tutorials/taskade-awesome-vibe-coding-tutorial/) |
 | [`taskade/taskade`](https://github.com/taskade/taskade) | 4+ | 2026-02-19 | [Taskade Tutorial](tutorials/taskade-tutorial/) |
 | [`taskade/temporal-parser`](https://github.com/taskade/temporal-parser) | 1+ | 2026-02-12 | [Taskade Tutorial](tutorials/taskade-tutorial/) (Ecosystem radar) |
@@ -156,7 +157,7 @@ Data source: GitHub REST API (`stargazers_count`, `pushed_at`) via `scripts/refr
 ```
  ╔════════════════════════════════════════════════════════════╗
  ║  🤖  AI & AGENTS  │  🔧  DEV TOOLS  │  🗄️  DATA  │  🎤 SPEECH  ║
- ║   67+ tutorials    │   45 tutorials  │  14 tutorials │  3 tutorials  ║
+ ║   70+ tutorials    │   46 tutorials  │  14 tutorials │  3 tutorials  ║
  ╚════════════════════════════════════════════════════════════╝
 ```
 
@@ -192,6 +193,8 @@ Build autonomous AI systems that reason, plan, and collaborate.
 | **[Letta](tutorials/letta-tutorial/)** | 14K+ | Python | Stateful agents with long-term memory |
 | **[Anthropic Skills](tutorials/anthropic-skills-tutorial/)** | 59K+ | Python/TypeScript | Reusable AI agent capabilities, MCP integration |
 | **[Claude Flow](tutorials/claude-flow-tutorial/)** | 14.0K+ | TypeScript | Multi-agent orchestration, MCP server operations, and V2-V3 migration tradeoffs |
+| **[Devika](tutorials/devika-tutorial/)** | 19.5K+ | Python | AI software engineer agents, planning pipeline, and production governance |
+| **[BabyAGI](tutorials/babyagi-tutorial/)** | 18K+ | Python | Task-driven autonomous agent patterns, memory, and BabyAGI 2o/3 evolution |
 
 ### 🧠 LLM Frameworks & RAG
 
@@ -266,6 +269,7 @@ AI coding assistants, build systems, and dev infrastructure.
 | **[bolt.diy](tutorials/bolt-diy-tutorial/)** | 19K+ | TypeScript/Remix | Open-source Bolt-style AI app builder |
 | **[Cloudflare VibeSDK](tutorials/vibesdk-tutorial/)** | 4.7K+ | TypeScript/Cloudflare | Build and operate a cloud-native vibe-coding platform |
 | **[HAPI](tutorials/hapi-tutorial/)** | 1.4K+ | TypeScript/CLI | Remote control and approval workflows for local coding agents |
+| **[Kiro](tutorials/kiro-tutorial/)** | - | TypeScript/AWS | Spec-driven AI IDE with steering files, hooks, and MCP-native agent workflows |
 | **[Daytona](tutorials/daytona-tutorial/)** | 55.3K+ | Go/TypeScript/Python | Secure sandbox infrastructure for AI-generated code and coding-agent execution |
 | **[OpenHands](tutorials/openhands-tutorial/)** | 67K+ | Python | AI software engineering agent |
 | **[Aider](tutorials/aider-tutorial/)** | 25K+ | Python | AI pair programming in terminal |
@@ -430,12 +434,24 @@ llama.cpp ──→ vLLM ──→ LiteLLM ──→ BentoML ──→ K8s Opera
 > *"I want to understand how AI coding assistants work"*
 
 ```
-Continue ──→ Sweep ──→ OpenHands ──→ OpenCode ──→ Tabby ──→ Stagewise ──→ OpenSpec
- (code         (issue      (AI SWE      (terminal        (self-hosted     (frontend       (spec-driven
-  completion)   to PR)      agent)       coding agent)    assistant)       browser agent)  delivery)
+Continue ──→ Sweep ──→ OpenHands ──→ OpenCode ──→ Tabby ──→ Stagewise ──→ OpenSpec ──→ Kiro
+ (code         (issue      (AI SWE      (terminal        (self-hosted     (frontend       (spec-driven   (spec-driven
+  completion)   to PR)      agent)       coding agent)    assistant)       browser agent)  delivery)      AI IDE)
 ```
 
-### 🟡 Path 7: MCP Mastery
+### 🔴 Path 7: Autonomous AI Engineers
+
+> *"I want to build and understand autonomous software engineering agents"*
+
+```
+OpenHands ──→ Devika ──→ SWE-agent ──→ Mini SWE-agent ──→ Aider ──→ BabyAGI
+ (multi-agent   (planning    (SWE bench    (lightweight         (pair         (task-driven
+  OS layer)      pipeline)    framework)    agent core)          programming)   autonomy)
+```
+
+**Duration:** 30-45 hours | **Difficulty:** Advanced
+
+### 🟡 Path 8: MCP Mastery
 
 > *"I want to build AI tool servers and extend Claude with custom capabilities"*
 
@@ -447,7 +463,7 @@ MCP Python SDK ──→ FastMCP ──→ MCP Servers ──→ MCP Quickstart
 
 **Duration:** 100-135 hours | **Difficulty:** Intermediate to Advanced
 
-### 🟢 Path 8: Speech & Voice AI
+### 🟢 Path 9: Speech & Voice AI
 
 > *"I want to build voice-first AI applications"*
 
@@ -459,7 +475,7 @@ OpenAI Whisper ──→ Whisper.cpp ──→ OpenAI Realtime Agents ──→
 
 **Duration:** 25-35 hours | **Difficulty:** Intermediate
 
-### 🟡 Path 9: OpenAI Ecosystem
+### 🟡 Path 10: OpenAI Ecosystem
 
 > *"I want to master OpenAI's tools and APIs"*
 
@@ -472,7 +488,7 @@ OpenAI Python SDK ──→ tiktoken ──→ OpenAI Whisper ──→ Realtime
 
 **Duration:** 35-45 hours | **Difficulty:** Beginner to Intermediate
 
-### 🔴 Path 10: Vibe Coding Platforms
+### 🔴 Path 11: Vibe Coding Platforms
 
 > *"I want to build and operate vibe-coding stacks end to end"*
 
@@ -492,9 +508,9 @@ Dyad ──→ bolt.diy ──→ Stagewise ──→ Cline ──→ Roo Code 
 ╔══════════════════════════════════════════════════════════╗
 ║                  COLLECTION OVERVIEW                     ║
 ╠══════════════════════════════════════════════════════════╣
-║  📦 Total Tutorials        188                           ║
-║  📝 Numbered Chapters      1,507                         ║
-║  📏 Tutorial Markdown      479,000+ lines                ║
+║  📦 Total Tutorials        191                           ║
+║  📝 Numbered Chapters      1,528+                        ║
+║  📏 Tutorial Markdown      1,048,763 lines               ║
 ║  ⏱️  Estimated Hours        2,000+                        ║
 ║  ✅ Local Broken Links      0                             ║
 ║  🧭 Structure Drift         0 (all root canonical)        ║
diff --git a/categories/ai-ml-platforms.md b/categories/ai-ml-platforms.md
index 5318067c..3f3a8fab 100644
--- a/categories/ai-ml-platforms.md
+++ b/categories/ai-ml-platforms.md
@@ -4,7 +4,7 @@
 
 ## Snapshot (auto-updated)
 
-- repository-wide tutorials: **188**
+- repository-wide tutorials: **191**
 - AI/agent + developer-tooling coverage: **largest cluster in the catalog**
 - canonical structure status: **all tracks publish full chapter sets**
 
@@ -12,9 +12,11 @@
 
 | Goal | Recommended Starting Tutorial | Next Tutorials |
 |:-----|:------------------------------|:---------------|
-| Build autonomous AI agents | [LangChain](../tutorials/langchain-tutorial/) | [LangGraph](../tutorials/langgraph-tutorial/) → [CrewAI](../tutorials/crewai-tutorial/) → [Claude Flow](../tutorials/claude-flow-tutorial/) |
-| Understand AI coding agents | [Cline](../tutorials/cline-tutorial/) | [Roo Code](../tutorials/roo-code-tutorial/) → [OpenCode](../tutorials/opencode-tutorial/) → [Sweep](../tutorials/sweep-tutorial/) → [Tabby](../tutorials/tabby-tutorial/) → [Stagewise](../tutorials/stagewise-tutorial/) → [OpenHands](../tutorials/openhands-tutorial/) |
-| Build vibe-coding products | [Dyad](../tutorials/dyad-tutorial/) | [bolt.diy](../tutorials/bolt-diy-tutorial/) → [VibeSDK](../tutorials/vibesdk-tutorial/) → [HAPI](../tutorials/hapi-tutorial/) |
+| Build autonomous AI agents | [LangChain](../tutorials/langchain-tutorial/) | [LangGraph](../tutorials/langgraph-tutorial/) → [CrewAI](../tutorials/crewai-tutorial/) → [Claude Flow](../tutorials/claude-flow-tutorial/) → [Devika](../tutorials/devika-tutorial/) → [BabyAGI](../tutorials/babyagi-tutorial/) |
+| Understand AI coding agents | [Cline](../tutorials/cline-tutorial/) | [Roo Code](../tutorials/roo-code-tutorial/) → [OpenCode](../tutorials/opencode-tutorial/) → [Sweep](../tutorials/sweep-tutorial/) → [Tabby](../tutorials/tabby-tutorial/) → [Stagewise](../tutorials/stagewise-tutorial/) → [OpenHands](../tutorials/openhands-tutorial/) → [Kiro](../tutorials/kiro-tutorial/) |
+| Autonomous AI software engineers | [OpenHands](../tutorials/openhands-tutorial/) | [Devika](../tutorials/devika-tutorial/) → [SWE-agent](../tutorials/swe-agent-tutorial/) → [Mini SWE-agent](../tutorials/mini-swe-agent-tutorial/) → [Aider](../tutorials/aider-tutorial/) |
+| Task-driven autonomous agents | [BabyAGI](../tutorials/babyagi-tutorial/) | [AutoGen](../tutorials/autogen-tutorial/) → [CrewAI](../tutorials/crewai-tutorial/) → [LangGraph](../tutorials/langgraph-tutorial/) |
+| Build vibe-coding products | [Dyad](../tutorials/dyad-tutorial/) | [bolt.diy](../tutorials/bolt-diy-tutorial/) → [VibeSDK](../tutorials/vibesdk-tutorial/) → [HAPI](../tutorials/hapi-tutorial/) → [Kiro](../tutorials/kiro-tutorial/) |
 | Build Taskade AI / Genesis workflows | [Taskade](../tutorials/taskade-tutorial/) | [Taskade Docs](../tutorials/taskade-docs-tutorial/) → [Taskade MCP](../tutorials/taskade-mcp-tutorial/) → [Taskade Awesome Vibe Coding](../tutorials/taskade-awesome-vibe-coding-tutorial/) |
 | Run spec-driven AI delivery workflows | [OpenSpec](../tutorials/openspec-tutorial/) | [Claude Task Master](../tutorials/claude-task-master-tutorial/) → [Codex CLI](../tutorials/codex-cli-tutorial/) |
 | Build RAG systems | [LlamaIndex](../tutorials/llamaindex-tutorial/) | [Haystack](../tutorials/haystack-tutorial/) → [RAGFlow](../tutorials/ragflow-tutorial/) |
@@ -25,6 +27,9 @@
 
 - [LangChain](../tutorials/langchain-tutorial/)
 - [LangGraph](../tutorials/langgraph-tutorial/)
+- [Devika](../tutorials/devika-tutorial/)
+- [BabyAGI](../tutorials/babyagi-tutorial/)
+- [Kiro](../tutorials/kiro-tutorial/)
 - [OpenHands](../tutorials/openhands-tutorial/)
 - [OpenCode](../tutorials/opencode-tutorial/)
 - [Taskade](../tutorials/taskade-tutorial/)
diff --git a/discoverability/tutorial-source-verification.json b/discoverability/tutorial-source-verification.json
index 3983511e..18ca81c3 100644
--- a/discoverability/tutorial-source-verification.json
+++ b/discoverability/tutorial-source-verification.json
@@ -5551,20 +5551,6 @@
           "updated_at": "2026-02-22T19:56:41Z",
           "verified": true
         },
-        {
-          "archived": false,
-          "default_branch": "master",
-          "forks": 3,
-          "html_url": "https://github.com/taskade/actions-runner-controller",
-          "http_status": 200,
-          "open_issues": 8,
-          "pushed_at": "2026-02-24T09:15:15Z",
-          "reason": "",
-          "repo": "taskade/actions-runner-controller",
-          "stars": 6,
-          "updated_at": "2026-01-29T18:45:05Z",
-          "verified": true
-        },
         {
           "archived": false,
           "default_branch": "main",
@@ -5584,7 +5570,6 @@
       "source_repos": [
         "taskade/docs",
         "taskade/mcp",
-        "taskade/actions-runner-controller",
         "taskade/taskade"
       ],
       "tutorial": "taskade-docs-tutorial",
@@ -5637,28 +5622,13 @@
           "stars": 4,
           "updated_at": "2026-02-19T19:21:13Z",
           "verified": true
-        },
-        {
-          "archived": false,
-          "default_branch": "master",
-          "forks": 3,
-          "html_url": "https://github.com/taskade/actions-runner-controller",
-          "http_status": 200,
-          "open_issues": 8,
-          "pushed_at": "2026-02-24T09:15:15Z",
-          "reason": "",
-          "repo": "taskade/actions-runner-controller",
-          "stars": 6,
-          "updated_at": "2026-01-29T18:45:05Z",
-          "verified": true
         }
       ],
       "source_repo_count": 4,
       "source_repos": [
         "taskade/mcp",
         "taskade/docs",
-        "taskade/taskade",
-        "taskade/actions-runner-controller"
+        "taskade/taskade"
       ],
       "tutorial": "taskade-mcp-tutorial",
       "unverified_repo_count": 0,
@@ -5725,20 +5695,6 @@
           "updated_at": "2026-02-18T01:52:17Z",
           "verified": true
         },
-        {
-          "archived": false,
-          "default_branch": "master",
-          "forks": 3,
-          "html_url": "https://github.com/taskade/actions-runner-controller",
-          "http_status": 200,
-          "open_issues": 8,
-          "pushed_at": "2026-02-24T09:15:15Z",
-          "reason": "",
-          "repo": "taskade/actions-runner-controller",
-          "stars": 6,
-          "updated_at": "2026-01-29T18:45:05Z",
-          "verified": true
-        },
         {
           "archived": false,
           "default_branch": "main",
@@ -5760,7 +5716,6 @@
         "taskade/docs",
         "taskade/mcp",
         "taskade/awesome-vibe-coding",
-        "taskade/actions-runner-controller",
         "taskade/temporal-parser"
       ],
       "tutorial": "taskade-tutorial",
@@ -6049,4 +6004,4 @@
     }
   ],
   "unverified_repositories": []
-}
+}
\ No newline at end of file
diff --git a/tutorials/README.md b/tutorials/README.md
index 6e9c3023..88ff0d92 100644
--- a/tutorials/README.md
+++ b/tutorials/README.md
@@ -17,26 +17,26 @@ Use this guide to navigate all tutorial tracks, understand structure rules, and
 <<<<<<< HEAD
 | Tutorial directories | 191 |
 | Tutorial markdown files | 1732 |
-| Tutorial markdown lines | 1,048,791 |
+| Tutorial markdown lines | 1,048,772 |
 =======
 <<<<<<< HEAD
 | Tutorial directories | 191 |
 | Tutorial markdown files | 1732 |
-| Tutorial markdown lines | 1,048,791 |
+| Tutorial markdown lines | 1,048,772 |
 =======
 <<<<<<< HEAD
 | Tutorial directories | 191 |
 | Tutorial markdown files | 1732 |
-| Tutorial markdown lines | 1,048,791 |
+| Tutorial markdown lines | 1,048,772 |
 =======
 <<<<<<< HEAD
 | Tutorial directories | 191 |
 | Tutorial markdown files | 1732 |
-| Tutorial markdown lines | 1,048,791 |
+| Tutorial markdown lines | 1,048,772 |
 =======
 | Tutorial directories | 191 |
 | Tutorial markdown files | 1732 |
-| Tutorial markdown lines | 1,048,791 |
+| Tutorial markdown lines | 1,048,772 |
 
 ## Source Verification Snapshot
 
diff --git a/tutorials/babyagi-tutorial/index.md b/tutorials/babyagi-tutorial/index.md
index 0a62203b..4d6e6f5d 100644
--- a/tutorials/babyagi-tutorial/index.md
+++ b/tutorials/babyagi-tutorial/index.md
@@ -79,11 +79,13 @@ flowchart LR
 
 ## Related Tutorials
 
-- [AutoGPT Tutorial](../autogen-tutorial/)
-- [SuperAGI Tutorial](../superagi-tutorial/)
-- [LangChain Tutorial](../langchain-tutorial/)
-- [LangGraph Tutorial](../langgraph-tutorial/)
-- [CrewAI Tutorial](../crewai-tutorial/)
+- [AgentGPT Tutorial](../agentgpt-tutorial/) — browser-native autonomous task planning
+- [AutoGen Tutorial](../autogen-tutorial/) — conversational multi-agent orchestration
+- [SuperAGI Tutorial](../superagi-tutorial/) — production autonomous agent framework
+- [LangChain Tutorial](../langchain-tutorial/) — foundational agent chains and tool integration
+- [LangGraph Tutorial](../langgraph-tutorial/) — stateful multi-actor agent graphs
+- [CrewAI Tutorial](../crewai-tutorial/) — role-based collaborative agent teams
+- [Devika Tutorial](../devika-tutorial/) — autonomous AI software engineering agent
 
 ---
 
diff --git a/tutorials/devika-tutorial/index.md b/tutorials/devika-tutorial/index.md
index 24cdb785..fbf9ad3a 100644
--- a/tutorials/devika-tutorial/index.md
+++ b/tutorials/devika-tutorial/index.md
@@ -77,11 +77,12 @@ flowchart LR
 
 ## Related Tutorials
 
-- [OpenHands Tutorial](../openhands-tutorial/)
-- [SWE-agent Tutorial](../swe-agent-tutorial/)
-- [Cline Tutorial](../cline-tutorial/)
-- [Aider Tutorial](../aider-tutorial/)
-- [Open SWE Tutorial](../open-swe-tutorial/)
+- [OpenHands Tutorial](../openhands-tutorial/) — multi-agent AI software engineering OS
+- [SWE-agent Tutorial](../swe-agent-tutorial/) — SWE-bench autonomous software engineering agent
+- [Mini SWE-agent Tutorial](../mini-swe-agent-tutorial/) — lightweight autonomous coding agent core
+- [Aider Tutorial](../aider-tutorial/) — AI pair programming in the terminal
+- [Sweep Tutorial](../sweep-tutorial/) — issue-to-PR autonomous coding agent
+- [BabyAGI Tutorial](../babyagi-tutorial/) — foundational autonomous task-driven agent patterns
 
 ---
 
diff --git a/tutorials/kiro-tutorial/index.md b/tutorials/kiro-tutorial/index.md
index 8c977e05..bb27ea61 100644
--- a/tutorials/kiro-tutorial/index.md
+++ b/tutorials/kiro-tutorial/index.md
@@ -82,10 +82,13 @@ flowchart LR
 
 ## Related Tutorials
 
-- [Cline Tutorial](../cline-tutorial/)
-- [Roo Code Tutorial](../roo-code-tutorial/)
-- [Claude Code Tutorial](../claude-code-tutorial/)
-- [OpenCode Tutorial](../opencode-tutorial/)
+- [Cline Tutorial](../cline-tutorial/) — agentic VS Code coding agent with terminal, browser, and MCP
+- [Roo Code Tutorial](../roo-code-tutorial/) — multi-mode coding agents with checkpoints and approval flows
+- [OpenCode Tutorial](../opencode-tutorial/) — terminal-native coding agent with provider routing and tool safety
+- [OpenSpec Tutorial](../openspec-tutorial/) — spec-driven artifact workflow for planning and validation
+- [Claude Code Tutorial](../claude-code-tutorial/) — Anthropic's CLI-native AI coding agent
+- [HAPI Tutorial](../hapi-tutorial/) — remote control and approval workflows for local coding agents
+- [Continue Tutorial](../continue-tutorial/) — IDE-native AI coding assistant with deep context controls
 
 ---
 
diff --git a/tutorials/openhands-tutorial/index.md b/tutorials/openhands-tutorial/index.md
index a0fb7f76..66feb113 100644
--- a/tutorials/openhands-tutorial/index.md
+++ b/tutorials/openhands-tutorial/index.md
@@ -72,10 +72,13 @@ flowchart LR
 
 ## Related Tutorials
 
-- [OpenClaw Tutorial](../openclaw-tutorial/)
-- [Cline Tutorial](../cline-tutorial/)
-- [Roo Code Tutorial](../roo-code-tutorial/)
-- [Continue Tutorial](../continue-tutorial/)
+- [Devika Tutorial](../devika-tutorial/) — multi-agent autonomous AI software engineer
+- [SWE-agent Tutorial](../swe-agent-tutorial/) — SWE-bench benchmark autonomous agent
+- [Mini SWE-agent Tutorial](../mini-swe-agent-tutorial/) — lightweight autonomous coding agent
+- [OpenClaw Tutorial](../openclaw-tutorial/) — personal AI assistant and multi-channel agent
+- [Cline Tutorial](../cline-tutorial/) — agentic VS Code coding agent
+- [Roo Code Tutorial](../roo-code-tutorial/) — multi-mode coding agents with checkpoints
+- [Continue Tutorial](../continue-tutorial/) — IDE-native AI coding assistant
 
 ---
 
diff --git a/tutorials/taskade-docs-tutorial/01-getting-started-and-docs-entry-points.md b/tutorials/taskade-docs-tutorial/01-getting-started-and-docs-entry-points.md
index e653ee09..b5524913 100644
--- a/tutorials/taskade-docs-tutorial/01-getting-started-and-docs-entry-points.md
+++ b/tutorials/taskade-docs-tutorial/01-getting-started-and-docs-entry-points.md
@@ -128,7 +128,6 @@ This chapter is expanded to v1-style depth for production-grade learning and imp
 - [GitBook Config](https://github.com/taskade/docs/blob/main/.gitbook.yaml)
 - [Taskade Help Center](https://help.taskade.com)
 - [Taskade MCP](https://github.com/taskade/mcp)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
 
 ### Cross-Tutorial Connection Map
@@ -630,7 +629,6 @@ Use the following upstream sources to verify implementation details while readin
   Why it matters: authoritative reference on `Taskade Help Center` (help.taskade.com).
 - [Taskade MCP](https://github.com/taskade/mcp)
   Why it matters: authoritative reference on `Taskade MCP` (github.com).
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
   Why it matters: authoritative reference on `Taskade Actions Runner Controller` (github.com).
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
   Why it matters: authoritative reference on `Create Your First App` (help.taskade.com).
diff --git a/tutorials/taskade-docs-tutorial/02-gitbook-structure-navigation-and-information-architecture.md b/tutorials/taskade-docs-tutorial/02-gitbook-structure-navigation-and-information-architecture.md
index 67fa3299..0a97f4cb 100644
--- a/tutorials/taskade-docs-tutorial/02-gitbook-structure-navigation-and-information-architecture.md
+++ b/tutorials/taskade-docs-tutorial/02-gitbook-structure-navigation-and-information-architecture.md
@@ -131,7 +131,6 @@ This chapter is expanded to v1-style depth for production-grade learning and imp
 - [GitBook Config](https://github.com/taskade/docs/blob/main/.gitbook.yaml)
 - [Taskade Help Center](https://help.taskade.com)
 - [Taskade MCP](https://github.com/taskade/mcp)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
 
 ### Cross-Tutorial Connection Map
@@ -633,7 +632,6 @@ Use the following upstream sources to verify implementation details while readin
   Why it matters: authoritative reference on `Taskade Help Center` (help.taskade.com).
 - [Taskade MCP](https://github.com/taskade/mcp)
   Why it matters: authoritative reference on `Taskade MCP` (github.com).
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
   Why it matters: authoritative reference on `Taskade Actions Runner Controller` (github.com).
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
   Why it matters: authoritative reference on `Create Your First App` (help.taskade.com).
diff --git a/tutorials/taskade-docs-tutorial/03-genesis-workspace-dna-and-living-systems-doc-model.md b/tutorials/taskade-docs-tutorial/03-genesis-workspace-dna-and-living-systems-doc-model.md
index 931dfa34..c2bb1bc2 100644
--- a/tutorials/taskade-docs-tutorial/03-genesis-workspace-dna-and-living-systems-doc-model.md
+++ b/tutorials/taskade-docs-tutorial/03-genesis-workspace-dna-and-living-systems-doc-model.md
@@ -130,7 +130,6 @@ This chapter is expanded to v1-style depth for production-grade learning and imp
 - [GitBook Config](https://github.com/taskade/docs/blob/main/.gitbook.yaml)
 - [Taskade Help Center](https://help.taskade.com)
 - [Taskade MCP](https://github.com/taskade/mcp)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
 
 ### Cross-Tutorial Connection Map
@@ -632,7 +631,6 @@ Use the following upstream sources to verify implementation details while readin
   Why it matters: authoritative reference on `Taskade Help Center` (help.taskade.com).
 - [Taskade MCP](https://github.com/taskade/mcp)
   Why it matters: authoritative reference on `Taskade MCP` (github.com).
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
   Why it matters: authoritative reference on `Taskade Actions Runner Controller` (github.com).
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
   Why it matters: authoritative reference on `Create Your First App` (help.taskade.com).
diff --git a/tutorials/taskade-docs-tutorial/04-api-documentation-surface-and-endpoint-coverage.md b/tutorials/taskade-docs-tutorial/04-api-documentation-surface-and-endpoint-coverage.md
index 08e0825a..69d9ca10 100644
--- a/tutorials/taskade-docs-tutorial/04-api-documentation-surface-and-endpoint-coverage.md
+++ b/tutorials/taskade-docs-tutorial/04-api-documentation-surface-and-endpoint-coverage.md
@@ -136,7 +136,6 @@ This chapter is expanded to v1-style depth for production-grade learning and imp
 - [GitBook Config](https://github.com/taskade/docs/blob/main/.gitbook.yaml)
 - [Taskade Help Center](https://help.taskade.com)
 - [Taskade MCP](https://github.com/taskade/mcp)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
 
 ### Cross-Tutorial Connection Map
@@ -626,7 +625,6 @@ Use the following upstream sources to verify implementation details while readin
   Why it matters: authoritative reference on `Taskade Help Center` (help.taskade.com).
 - [Taskade MCP](https://github.com/taskade/mcp)
   Why it matters: authoritative reference on `Taskade MCP` (github.com).
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
   Why it matters: authoritative reference on `Taskade Actions Runner Controller` (github.com).
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
   Why it matters: authoritative reference on `Create Your First App` (help.taskade.com).
diff --git a/tutorials/taskade-docs-tutorial/05-ai-agents-and-automation-documentation-patterns.md b/tutorials/taskade-docs-tutorial/05-ai-agents-and-automation-documentation-patterns.md
index 08df1393..7574b9d8 100644
--- a/tutorials/taskade-docs-tutorial/05-ai-agents-and-automation-documentation-patterns.md
+++ b/tutorials/taskade-docs-tutorial/05-ai-agents-and-automation-documentation-patterns.md
@@ -131,7 +131,6 @@ This chapter is expanded to v1-style depth for production-grade learning and imp
 - [GitBook Config](https://github.com/taskade/docs/blob/main/.gitbook.yaml)
 - [Taskade Help Center](https://help.taskade.com)
 - [Taskade MCP](https://github.com/taskade/mcp)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
 
 ### Cross-Tutorial Connection Map
@@ -633,7 +632,6 @@ Use the following upstream sources to verify implementation details while readin
   Why it matters: authoritative reference on `Taskade Help Center` (help.taskade.com).
 - [Taskade MCP](https://github.com/taskade/mcp)
   Why it matters: authoritative reference on `Taskade MCP` (github.com).
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
   Why it matters: authoritative reference on `Taskade Actions Runner Controller` (github.com).
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
   Why it matters: authoritative reference on `Create Your First App` (help.taskade.com).
diff --git a/tutorials/taskade-docs-tutorial/06-release-notes-changelog-and-timeline-operations.md b/tutorials/taskade-docs-tutorial/06-release-notes-changelog-and-timeline-operations.md
index c50bb9cb..92f77d79 100644
--- a/tutorials/taskade-docs-tutorial/06-release-notes-changelog-and-timeline-operations.md
+++ b/tutorials/taskade-docs-tutorial/06-release-notes-changelog-and-timeline-operations.md
@@ -143,7 +143,6 @@ This chapter is expanded to v1-style depth for production-grade learning and imp
 - [GitBook Config](https://github.com/taskade/docs/blob/main/.gitbook.yaml)
 - [Taskade Help Center](https://help.taskade.com)
 - [Taskade MCP](https://github.com/taskade/mcp)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
 
 ### Cross-Tutorial Connection Map
@@ -633,7 +632,6 @@ Use the following upstream sources to verify implementation details while readin
   Why it matters: authoritative reference on `Taskade Help Center` (help.taskade.com).
 - [Taskade MCP](https://github.com/taskade/mcp)
   Why it matters: authoritative reference on `Taskade MCP` (github.com).
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
   Why it matters: authoritative reference on `Taskade Actions Runner Controller` (github.com).
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
   Why it matters: authoritative reference on `Create Your First App` (help.taskade.com).
diff --git a/tutorials/taskade-docs-tutorial/07-doc-quality-governance-and-link-hygiene.md b/tutorials/taskade-docs-tutorial/07-doc-quality-governance-and-link-hygiene.md
index cb825473..fa4b2a46 100644
--- a/tutorials/taskade-docs-tutorial/07-doc-quality-governance-and-link-hygiene.md
+++ b/tutorials/taskade-docs-tutorial/07-doc-quality-governance-and-link-hygiene.md
@@ -131,7 +131,6 @@ This chapter is expanded to v1-style depth for production-grade learning and imp
 - [GitBook Config](https://github.com/taskade/docs/blob/main/.gitbook.yaml)
 - [Taskade Help Center](https://help.taskade.com)
 - [Taskade MCP](https://github.com/taskade/mcp)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
 
 ### Cross-Tutorial Connection Map
@@ -633,7 +632,6 @@ Use the following upstream sources to verify implementation details while readin
   Why it matters: authoritative reference on `Taskade Help Center` (help.taskade.com).
 - [Taskade MCP](https://github.com/taskade/mcp)
   Why it matters: authoritative reference on `Taskade MCP` (github.com).
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
   Why it matters: authoritative reference on `Taskade Actions Runner Controller` (github.com).
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
   Why it matters: authoritative reference on `Create Your First App` (help.taskade.com).
diff --git a/tutorials/taskade-docs-tutorial/08-contribution-workflow-and-docs-operations-playbook.md b/tutorials/taskade-docs-tutorial/08-contribution-workflow-and-docs-operations-playbook.md
index 5c9c29d9..70f61030 100644
--- a/tutorials/taskade-docs-tutorial/08-contribution-workflow-and-docs-operations-playbook.md
+++ b/tutorials/taskade-docs-tutorial/08-contribution-workflow-and-docs-operations-playbook.md
@@ -129,7 +129,6 @@ This chapter is expanded to v1-style depth for production-grade learning and imp
 - [GitBook Config](https://github.com/taskade/docs/blob/main/.gitbook.yaml)
 - [Taskade Help Center](https://help.taskade.com)
 - [Taskade MCP](https://github.com/taskade/mcp)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
 
 ### Cross-Tutorial Connection Map
@@ -631,7 +630,6 @@ Use the following upstream sources to verify implementation details while readin
   Why it matters: authoritative reference on `Taskade Help Center` (help.taskade.com).
 - [Taskade MCP](https://github.com/taskade/mcp)
   Why it matters: authoritative reference on `Taskade MCP` (github.com).
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
   Why it matters: authoritative reference on `Taskade Actions Runner Controller` (github.com).
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
   Why it matters: authoritative reference on `Create Your First App` (help.taskade.com).
diff --git a/tutorials/taskade-docs-tutorial/index.md b/tutorials/taskade-docs-tutorial/index.md
index 244e35a7..77b7912f 100644
--- a/tutorials/taskade-docs-tutorial/index.md
+++ b/tutorials/taskade-docs-tutorial/index.md
@@ -26,7 +26,7 @@ Understanding how this repo is organized makes onboarding, integration planning,
 - stars: about **10**
 - forks: about **4**
 - recent push: **2026-02-20**
-- related active org repos: [`taskade/mcp`](https://github.com/taskade/mcp), [`taskade/actions-runner-controller`](https://github.com/taskade/actions-runner-controller), [`taskade/taskade`](https://github.com/taskade/taskade)
+- related active org repos: [`taskade/mcp`](https://github.com/taskade/mcp), [`taskade/taskade`](https://github.com/taskade/taskade)
 - structure posture: GitBook-oriented docs tree with `README.md`, `SUMMARY.md`, `.gitbook.yaml`, and thematic folders for:
   - Genesis / living system builder
   - API documentation
@@ -72,7 +72,6 @@ flowchart LR
 - [GitBook Config](https://github.com/taskade/docs/blob/main/.gitbook.yaml)
 - [Taskade Help Center](https://help.taskade.com)
 - [Taskade MCP](https://github.com/taskade/mcp)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Create Your First App](https://help.taskade.com/en/articles/11957643-create-your-first-app)
 - [How Genesis Works: Workspace DNA](https://help.taskade.com/en/articles/12578949-how-genesis-works-workspace-dna)
 - [Custom AI Agents: The Intelligence Pillar](https://help.taskade.com/en/articles/8958457-custom-ai-agents-the-intelligence-pillar)
diff --git a/tutorials/taskade-mcp-tutorial/index.md b/tutorials/taskade-mcp-tutorial/index.md
index edce8fc0..269d0b62 100644
--- a/tutorials/taskade-mcp-tutorial/index.md
+++ b/tutorials/taskade-mcp-tutorial/index.md
@@ -28,7 +28,7 @@ Instead of manually wiring custom integrations, you can expose Taskade operation
 - forks: about **30**
 - default branch: `main`
 - recent push: **2026-02-13**
-- related org repos: [`taskade/docs`](https://github.com/taskade/docs), [`taskade/taskade`](https://github.com/taskade/taskade), [`taskade/actions-runner-controller`](https://github.com/taskade/actions-runner-controller)
+- related org repos: [`taskade/docs`](https://github.com/taskade/docs), [`taskade/taskade`](https://github.com/taskade/taskade)
 - repo posture: active monorepo with two key packages:
   - `@taskade/mcp-server`
   - `@taskade/mcp-openapi-codegen`
diff --git a/tutorials/taskade-tutorial/01-getting-started.md b/tutorials/taskade-tutorial/01-getting-started.md
index 9d623b41..bfd8cacf 100644
--- a/tutorials/taskade-tutorial/01-getting-started.md
+++ b/tutorials/taskade-tutorial/01-getting-started.md
@@ -405,7 +405,6 @@ This chapter is expanded to v1-style depth for production-grade learning and imp
 - [Taskade Docs Repo](https://github.com/taskade/docs)
 - [Taskade MCP Repo](https://github.com/taskade/mcp)
 - [Taskade Awesome Vibe Coding](https://github.com/taskade/awesome-vibe-coding)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Taskade Temporal Parser](https://github.com/taskade/temporal-parser)
 - [Taskade Product Site](https://taskade.com)
 - [Taskade Changelog](https://taskade.com/changelog)
diff --git a/tutorials/taskade-tutorial/02-living-dna-architecture.md b/tutorials/taskade-tutorial/02-living-dna-architecture.md
index c1df95df..adede45a 100644
--- a/tutorials/taskade-tutorial/02-living-dna-architecture.md
+++ b/tutorials/taskade-tutorial/02-living-dna-architecture.md
@@ -588,7 +588,6 @@ This chapter is expanded to v1-style depth for production-grade learning and imp
 - [Taskade Docs Repo](https://github.com/taskade/docs)
 - [Taskade MCP Repo](https://github.com/taskade/mcp)
 - [Taskade Awesome Vibe Coding](https://github.com/taskade/awesome-vibe-coding)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Taskade Temporal Parser](https://github.com/taskade/temporal-parser)
 - [Taskade Product Site](https://taskade.com)
 - [Taskade Changelog](https://taskade.com/changelog)
diff --git a/tutorials/taskade-tutorial/03-ai-agents-intelligence.md b/tutorials/taskade-tutorial/03-ai-agents-intelligence.md
index 497f1df1..ff875435 100644
--- a/tutorials/taskade-tutorial/03-ai-agents-intelligence.md
+++ b/tutorials/taskade-tutorial/03-ai-agents-intelligence.md
@@ -563,7 +563,6 @@ This chapter is expanded to v1-style depth for production-grade learning and imp
 - [Taskade Docs Repo](https://github.com/taskade/docs)
 - [Taskade MCP Repo](https://github.com/taskade/mcp)
 - [Taskade Awesome Vibe Coding](https://github.com/taskade/awesome-vibe-coding)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Taskade Temporal Parser](https://github.com/taskade/temporal-parser)
 - [Taskade Product Site](https://taskade.com)
 - [Taskade Changelog](https://taskade.com/changelog)
diff --git a/tutorials/taskade-tutorial/04-smart-automations.md b/tutorials/taskade-tutorial/04-smart-automations.md
index 0a453025..712711a0 100644
--- a/tutorials/taskade-tutorial/04-smart-automations.md
+++ b/tutorials/taskade-tutorial/04-smart-automations.md
@@ -557,7 +557,6 @@ This chapter is expanded to v1-style depth for production-grade learning and imp
 - [Taskade Docs Repo](https://github.com/taskade/docs)
 - [Taskade MCP Repo](https://github.com/taskade/mcp)
 - [Taskade Awesome Vibe Coding](https://github.com/taskade/awesome-vibe-coding)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Taskade Temporal Parser](https://github.com/taskade/temporal-parser)
 - [Taskade Product Site](https://taskade.com)
 - [Taskade Changelog](https://taskade.com/changelog)
diff --git a/tutorials/taskade-tutorial/05-genesis-app-builder.md b/tutorials/taskade-tutorial/05-genesis-app-builder.md
index 155c2510..dac49745 100644
--- a/tutorials/taskade-tutorial/05-genesis-app-builder.md
+++ b/tutorials/taskade-tutorial/05-genesis-app-builder.md
@@ -537,7 +537,6 @@ This chapter is expanded to v1-style depth for production-grade learning and imp
 - [Taskade Docs Repo](https://github.com/taskade/docs)
 - [Taskade MCP Repo](https://github.com/taskade/mcp)
 - [Taskade Awesome Vibe Coding](https://github.com/taskade/awesome-vibe-coding)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Taskade Temporal Parser](https://github.com/taskade/temporal-parser)
 - [Taskade Product Site](https://taskade.com)
 - [Taskade Changelog](https://taskade.com/changelog)
diff --git a/tutorials/taskade-tutorial/06-multi-agent-collaboration.md b/tutorials/taskade-tutorial/06-multi-agent-collaboration.md
index d0065f87..357f022c 100644
--- a/tutorials/taskade-tutorial/06-multi-agent-collaboration.md
+++ b/tutorials/taskade-tutorial/06-multi-agent-collaboration.md
@@ -596,7 +596,6 @@ This chapter is expanded to v1-style depth for production-grade learning and imp
 - [Taskade Docs Repo](https://github.com/taskade/docs)
 - [Taskade MCP Repo](https://github.com/taskade/mcp)
 - [Taskade Awesome Vibe Coding](https://github.com/taskade/awesome-vibe-coding)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Taskade Temporal Parser](https://github.com/taskade/temporal-parser)
 - [Taskade Product Site](https://taskade.com)
 - [Taskade Changelog](https://taskade.com/changelog)
diff --git a/tutorials/taskade-tutorial/07-enterprise-features.md b/tutorials/taskade-tutorial/07-enterprise-features.md
index f7701359..71c4b635 100644
--- a/tutorials/taskade-tutorial/07-enterprise-features.md
+++ b/tutorials/taskade-tutorial/07-enterprise-features.md
@@ -888,7 +888,6 @@ Taskade's enterprise features transform it from a simple task manager into a com
 |:-----------|:--------------------------|:------|:------------|
 | [`taskade/mcp`](https://github.com/taskade/mcp) | connects Taskade operations to MCP clients for governed AI tooling | ~108 | 2026-02-13 |
 | [`taskade/docs`](https://github.com/taskade/docs) | canonical docs structure for policy, rollout, and onboarding alignment | ~10 | 2026-02-20 |
-| [`taskade/actions-runner-controller`](https://github.com/taskade/actions-runner-controller) | self-hosted runner orchestration for enterprise CI environments | ~6 | 2026-02-23 |
 | [`taskade/taskade`](https://github.com/taskade/taskade) | platform-level app and workflow surface changes | ~4 | 2026-02-19 |
 
 ## Source References
@@ -903,7 +902,6 @@ Taskade's enterprise features transform it from a simple task manager into a com
 - [Automations: The Execution Pillar](https://help.taskade.com/en/articles/8958467-automations-the-execution-pillar)
 - [Taskade Newsletter: Genesis 2025](https://www.taskade.com/newsletters/w/W763vDgzG2W9zRfdL3aALM3g)
 - [Taskade Newsletter: Build Apps, Dashboards, and Workflows](https://www.taskade.com/newsletters/w/mOA79zAZ3Hg9mbPpQKrRHQ)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 
 ## Next Steps
 
@@ -945,7 +943,6 @@ Key enterprise references:
 - [Taskade Enterprise](https://taskade.com/enterprise): capability framing for enterprise controls and deployment.
 - [Taskade Security](https://taskade.com/security): security posture and control commitments.
 - [Taskade Trust Center](https://trust.taskade.com): trust/compliance evidence entry point.
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller): infrastructure signal for enterprise CI/runtime operations.
 - [How Genesis Works: Workspace DNA](https://help.taskade.com/en/articles/12578949-how-genesis-works-workspace-dna): architecture context for policy inheritance.
 
 ## Chapter Connections
diff --git a/tutorials/taskade-tutorial/index.md b/tutorials/taskade-tutorial/index.md
index a259bdd4..a7a61680 100644
--- a/tutorials/taskade-tutorial/index.md
+++ b/tutorials/taskade-tutorial/index.md
@@ -27,7 +27,6 @@ This track gives you a practical operating model across those surfaces so teams
 - documentation repository: [`taskade/docs`](https://github.com/taskade/docs) (about **10 stars**, recently pushed **2026-02-20**)
 - official MCP repository: [`taskade/mcp`](https://github.com/taskade/mcp) (about **108 stars**, recently pushed **2026-02-13**)
 - curated vibe-coding list: [`taskade/awesome-vibe-coding`](https://github.com/taskade/awesome-vibe-coding) (about **5 stars**, recently pushed **2026-02-11**)
-- infrastructure runner controller: [`taskade/actions-runner-controller`](https://github.com/taskade/actions-runner-controller) (about **6 stars**, recently pushed **2026-02-23**)
 - parser utility used in automation/runtime tooling: [`taskade/temporal-parser`](https://github.com/taskade/temporal-parser) (about **1 star**, recently pushed **2026-02-12**)
 - product docs posture: active docs and help-center footprint with strong focus on Genesis, AI agents, automations, and workspace workflows
 
@@ -94,7 +93,6 @@ Recent newsletter pages were imported to keep this track aligned with product ev
 - [Taskade Docs Repo](https://github.com/taskade/docs)
 - [Taskade MCP Repo](https://github.com/taskade/mcp)
 - [Taskade Awesome Vibe Coding](https://github.com/taskade/awesome-vibe-coding)
-- [Taskade Actions Runner Controller](https://github.com/taskade/actions-runner-controller)
 - [Taskade Temporal Parser](https://github.com/taskade/temporal-parser)
 - [Taskade Product Site](https://taskade.com)
 - [Taskade Changelog](https://taskade.com/changelog)