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I Ported a Python Library to Rust. All 1,059 Original Tests Passed — and It Was Still Broken.

I Ported a Python Library to Rust. All 1,059 Original Tests Passed — and It Was Still Broken.

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9 min read
Phase 7b — Bolting On the AI: An LLMCategorizer Behind the Same Door (with Caching, a Fallback, and Six Model Names)

Phase 7b — Bolting On the AI: An LLMCategorizer Behind the Same Door (with Caching, a Fallback, and Six Model Names)

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12 min read
Hello DEV, I build ops for AI agent fleets

Hello DEV, I build ops for AI agent fleets

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2 min read
You saved $80K self-hosting Spark. It cost you $400K.

You saved $80K self-hosting Spark. It cost you $400K.

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6 min read
Lessons from building a free transcription tool that actually handles long videos

Lessons from building a free transcription tool that actually handles long videos

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1 min read
How I Cut My LLM API Bill by 40x: A Freelancer's Migration Story

How I Cut My LLM API Bill by 40x: A Freelancer's Migration Story

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8 min read
UCE-8: fitting the world's living scripts into two bytes

UCE-8: fitting the world's living scripts into two bytes

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11 min read
Prototype a DIY Solid‑State Intelligence Module for Home Automation

Prototype a DIY Solid‑State Intelligence Module for Home Automation

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3 min read
We Built a Laser Displacement Sensor Test Rig for Stepper Motor QC

We Built a Laser Displacement Sensor Test Rig for Stepper Motor QC

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4 min read
I graded my own ML option forecasts. Here's the Brier score.

I graded my own ML option forecasts. Here's the Brier score.

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2 min read
Splitting Planning and Execution in a Claude Code and DeepSeek Pipeline

Splitting Planning and Execution in a Claude Code and DeepSeek Pipeline

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5 min read
I Cut My OpenAI Bill by 97.5% — Here's My Migration Data

I Cut My OpenAI Bill by 97.5% — Here's My Migration Data

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9 min read
AI CLI Tools Are Eating Each Other's Lunch

AI CLI Tools Are Eating Each Other's Lunch

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3 min read
"My MCP Server's Two Credential Checks Were Flagged Missing Five Days Ago. Nobody Fixed Them."

"My MCP Server's Two Credential Checks Were Flagged Missing Five Days Ago. Nobody Fixed Them."

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4 min read
When AI Agents Ship Code: A Protocol for Verifiable Execution

When AI Agents Ship Code: A Protocol for Verifiable Execution

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5 min read
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