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Teaching an AI Skill to Learn from Its Own Mistakes

Teaching an AI Skill to Learn from Its Own Mistakes

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4 min read
Anthropic Claude Mythos Escape: How a Sandbox-Breaking AI Exposed Decades-Old Security Debt

Anthropic Claude Mythos Escape: How a Sandbox-Breaking AI Exposed Decades-Old Security Debt

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7 min read
🦜 LangChain From Scratch — A Complete Beginner's Guide (with Diagrams)

🦜 LangChain From Scratch — A Complete Beginner's Guide (with Diagrams)

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8 min read
Not Everything Needs MCP, Part 2: The 2026 Phase Transition — When Three Independent Roads Led to the Same Conclusion

Not Everything Needs MCP, Part 2: The 2026 Phase Transition — When Three Independent Roads Led to the Same Conclusion

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16 min read
Defluffer promises -45% tokens. I measured the semantic cost of that savings and it's uncomfortable

Defluffer promises -45% tokens. I measured the semantic cost of that savings and it's uncomfortable

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8 min read
I Wrote a Python Interpreter in Python. What I Learned Has Nothing to Do With Python

I Wrote a Python Interpreter in Python. What I Learned Has Nothing to Do With Python

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8 min read
AI Agents That Pass Your Tests. That's the Problem.

AI Agents That Pass Your Tests. That's the Problem.

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9 min read
Solving Tool Integration and Orchestration in AI Agents with MCP

Solving Tool Integration and Orchestration in AI Agents with MCP

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3 min read
numasec Wants to Be the Claude Code of Penetration Testing

numasec Wants to Be the Claude Code of Penetration Testing

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5 min read
I Was Paying Anthropic to Read CSS Class Names

I Was Paying Anthropic to Read CSS Class Names

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8 min read
RAG vs. Agent Memory vs. LLM Wiki: A Practical Comparison

RAG vs. Agent Memory vs. LLM Wiki: A Practical Comparison

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8 min read
The Rise of Inference Optimization: The Real LLM Infra Trend Shaping 2026

The Rise of Inference Optimization: The Real LLM Infra Trend Shaping 2026

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3 min read
Aprenda avaliar a qualidade do seu agente de AI, RAG e LLM

Aprenda avaliar a qualidade do seu agente de AI, RAG e LLM

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22 min read
Stop Sending Raw PII to Your LLM

Stop Sending Raw PII to Your LLM

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2 min read
Xoul - Building a Local AI Agent Platform with Small LLMs: The Walls of Tool Calling and Practical Solutions

Xoul - Building a Local AI Agent Platform with Small LLMs: The Walls of Tool Calling and Practical Solutions

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3 min read
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