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Nate Voss

Indie dev building tools for AI workflows. writing about what I learn.

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I wrote a rule after Claude got "is X built?" wrong 4 times. Looking for failure modes.

I wrote a rule after Claude got "is X built?" wrong 4 times. Looking for failure modes.

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4 min read

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Pre-Build Existence Audit Rule : looking for the failure modes I'm still missing

Pre-Build Existence Audit Rule : looking for the failure modes I'm still missing

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4 min read
4 rules I added to my CLAUDE.md after a week of weird CLI bugs

4 rules I added to my CLAUDE.md after a week of weird CLI bugs

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3 min read
Model Routing: 3 Things I Learned Sending Tasks to the Cheapest Model That Actually Works

Model Routing: 3 Things I Learned Sending Tasks to the Cheapest Model That Actually Works

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4 min read
3 Things I Learned Auditing My LLM App's Token Spend (And Why Your Benchmarks Are Lying)

3 Things I Learned Auditing My LLM App's Token Spend (And Why Your Benchmarks Are Lying)

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3 min read
3 Things I Learned Auditing My LLM App's Token Spend (And Why Your Benchmarks Are Lying)

3 Things I Learned Auditing My LLM App's Token Spend (And Why Your Benchmarks Are Lying)

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3 min read
3 Things I Learned Auditing My LLM App's Token Spend (And Why Your Benchmarks Are Lying)

3 Things I Learned Auditing My LLM App's Token Spend (And Why Your Benchmarks Are Lying)

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3 min read
How I Accidentally Spent $800/Month on LLM Tokens I Didn't Need (And How to Fix It)

How I Accidentally Spent $800/Month on LLM Tokens I Didn't Need (And How to Fix It)

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4 min read
3 Things I Learned Benchmarking Claude, GPT-4o, and Gemini on Real Dev Work

3 Things I Learned Benchmarking Claude, GPT-4o, and Gemini on Real Dev Work

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4 min read
3 Things I Learned Benchmarking Claude, GPT-4o, and Gemini on Real Dev Work

3 Things I Learned Benchmarking Claude, GPT-4o, and Gemini on Real Dev Work

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4 min read
I Tested Claude Haiku, GPT-4o Mini, and Gemini Flash on Real Tasks. Here's What Actually Happened.

I Tested Claude Haiku, GPT-4o Mini, and Gemini Flash on Real Tasks. Here's What Actually Happened.

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3 min read
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