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Three models, one live Duolingo lesson: hot-swapping the LLM mid-task in a real browser session

Three models, one live Duolingo lesson: hot-swapping the LLM mid-task in a real browser session

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1 min read
Stop Guessing If Your Agents Are Actually Learning From Their Mistakes

Stop Guessing If Your Agents Are Actually Learning From Their Mistakes

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4 min read
🔒 Lock Folder Util — The Mutex Your Agent Swarm Desperately Needs

🔒 Lock Folder Util — The Mutex Your Agent Swarm Desperately Needs

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6 min read
ToolShell's Pillars for Agent Orchestration

ToolShell's Pillars for Agent Orchestration

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4 min read
Why Your AI Agents Fail Without Constraints: Implementing Finite State Machines and Zero-Trust Authentication for Reliable Agentic Workflows

Why Your AI Agents Fail Without Constraints: Implementing Finite State Machines and Zero-Trust Authentication for Reliable Agentic Workflows

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11 min read
Building a Multi-Agent AI Pipeline with Mastra and TypeScript

Building a Multi-Agent AI Pipeline with Mastra and TypeScript

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8 min read
Building AI Agents in 2026: What I Learned After Shipping to Production

Building AI Agents in 2026: What I Learned After Shipping to Production

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4 min read
How to Test an AI Agent Before Giving It Access to Your Files

How to Test an AI Agent Before Giving It Access to Your Files

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2 min read
9 RAG Techniques That Actually Improve Retrieval Quality

9 RAG Techniques That Actually Improve Retrieval Quality

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12 min read
Publish an agent run as a playable Story from GitHub Actions

Publish an agent run as a playable Story from GitHub Actions

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2 min read
Vector Search Is Still the Memory Layer Agents Actually Need

Real-world debugging tips and retrieval trade-offs

Vector Search Is Still the Memory Layer Agents Actually Need

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4 min read
I Built an Open-Source AI Agent That Actually Controls Your Computer

I Built an Open-Source AI Agent That Actually Controls Your Computer

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2 min read
Part 2: AI Didn't Make Bad Decisions. It Made *Different* Engineering Decisions Than I Would. 🤔

Part 2: AI Didn't Make Bad Decisions. It Made *Different* Engineering Decisions Than I Would. 🤔

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4 min read
Managed Agent Infrastructure: What Changes When the Runtime Is Handled For You

Managed Agent Infrastructure: What Changes When the Runtime Is Handled For You

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2 min read
Before You Build an AI Agent, Know These Three Agentic Frameworks

Before You Build an AI Agent, Know These Three Agentic Frameworks

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3 min read
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