📰 Dev.to · Nate Voss
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⚡ AI Lessons

Dev.to · Nate Voss
2w ago
Structured Prompts Cut Token Waste 35-40%. Here's Where It Actually Matters.
One structured prompt format. Two identical reasoning tasks. Same model. Unstructured: 1,240 tokens....

Dev.to · Nate Voss
4w ago
When Code Is Free, Intention Is the Craft
I spent a week last month trying to decide whether to reach for a component library or build...

Dev.to · Nate Voss
1mo ago
I wrote a rule after Claude got "is X built?" wrong 4 times. Looking for failure modes.
I wrote a rule for AI coding agents two days ago. It is untested in production sessions. I am posting...

Dev.to · Nate Voss
1mo ago
Pre-Build Existence Audit Rule : looking for the failure modes I'm still missing
I wrote a rule for AI coding agents two days ago. It is untested in production sessions. I am posting...

Dev.to · Nate Voss
1mo ago
4 rules I added to my CLAUDE.md after a week of weird CLI bugs
I shipped a small CLI tool last week and ran it for the first time on my own machine. The output had...

Dev.to · Nate Voss
1mo ago
3 Things I Learned Auditing My LLM App's Token Spend (And Why Your Benchmarks Are Lying)
You know that feeling when you ship an AI feature and realize your token bill is 3x what you...

Dev.to · Nate Voss
1mo ago
3 Things I Learned Auditing My LLM App's Token Spend (And Why Your Benchmarks Are Lying)
You know that feeling when you ship an AI feature and realize your token bill is 3x what you...

Dev.to · Nate Voss
1mo ago
3 Things I Learned Auditing My LLM App's Token Spend (And Why Your Benchmarks Are Lying)
You know that feeling when you ship an AI feature and realize your token bill is 3x what you...

Dev.to · Nate Voss
🧠 Large Language Models
⚡ AI Lesson
1mo ago
How I Accidentally Spent $800/Month on LLM Tokens I Didn't Need (And How to Fix It)
I spent six weeks shipping the wrong thing. I built PromptFuel because I was hemorrhaging money on...

Dev.to · Nate Voss
1mo ago
3 Things I Learned Benchmarking Claude, GPT-4o, and Gemini on Real Dev Work
If you're still picking LLM providers by gut feeling, you're leaving money on the table. I ran 5...

Dev.to · Nate Voss
1mo ago
3 Things I Learned Benchmarking Claude, GPT-4o, and Gemini on Real Dev Work
If you're still picking LLM providers by gut feeling, you're leaving money on the table. I ran 5...

Dev.to · Nate Voss
1mo ago
3 Things I Learned Benchmarking Claude, GPT-4o, and Gemini on Real Dev Work
If you're still picking LLM providers by gut feeling, you're leaving money on the table. I ran 5...
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