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Stop Building Monolithic AI Agents, Trees Work Better
AI & Machine Learning • 5 min read

Stop Building Monolithic AI Agents, Trees Work Better

I spent three weeks last month debugging a system where one Claude instance was supposed to handle research, planning, and code review simultaneously. The prompt ballooned to 4000 tokens. The latency grew. The model kept hallucinating because it was trying to context-switch betwe...

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Claude LLM
Why Your Startup Doesn't Need a Full-Time DevRel Hire (Yet)
Tech News • 4 min read

Why Your Startup Doesn't Need a Full-Time DevRel Hire (Yet)

I spent three years watching a founder I know struggle with a specific problem: his API was genuinely good, but developers kept bouncing off the onboarding experience. He'd patch the docs himself between releases, write scattered blog posts when he had time, and answer GitHub iss...

Why I Finally Stopped Shipping Code and Started Owning Problems
Web Development • 4 min read

Why I Finally Stopped Shipping Code and Started Owning Problems

Last year, I handed off a major feature to a client and considered it "done." The code was merged, tests passed, deployment went smooth. Three weeks later, they called me at 2 AM because the feature was creating duplicate records under specific network conditions. I'd shipped cod...

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Career Growth Enterprise Software
Why I'm Finally Taking RAG Seriously (And Why You Should Too)
AI & Machine Learning • 4 min read

Why I'm Finally Taking RAG Seriously (And Why You Should Too)

I spent three months last year building a chatbot that just... didn't work. We threw everything at it, fine-tuned models, prompt engineering, the works, and it still hallucinated like crazy when users asked it about our proprietary documentation. Then a colleague whispered the magi...

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LLM ChatGPT

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