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Stop Treating Your LLM Provider Like It's Forever
Web Development • 5 min read

Stop Treating Your LLM Provider Like It's Forever

I spent three weeks last month ripping out Anthropic-specific code from a review automation system we built for a logistics company. Three weeks. The work itself took maybe two days, the rest was tracking down subtle differences in how we'd structured prompts, handled errors, and...

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Claude AWS
The NULL Bug That Haunted My First Production Query
Programming • 4 min read

The NULL Bug That Haunted My First Production Query

I still remember the moment I discovered this one. It was 3 AM, the night before a client demo, and I was staring at a query that was supposed to pull all customers missing phone numbers. The table had 500 customers. My query returned zero. I could *see* the NULLs sitting right t...

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Python JavaScript
Stop Treating LLMs Like Magic: Here's What Actually Happens Inside
AI & Machine Learning • 4 min read

Stop Treating LLMs Like Magic: Here's What Actually Happens Inside

I spent three hours debugging why Claude was giving inconsistent responses to structurally identical prompts last month. Same input, different outputs. My first instinct? Blame randomness. My second instinct? Blame the API. My actual problem? I had no mental model for what was ac...

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Claude LLM

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