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A Practical Multi-Stage Docker Build for Python APIs

A Practical Multi-Stage Docker Build for Python APIs

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2 min read
Designing an Idempotent Transaction API: Preventing Duplicate Financial Operations

Designing an Idempotent Transaction API: Preventing Duplicate Financial Operations

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2 min read
Your ML Model Died in Production. Here's Why.

Your ML Model Died in Production. Here's Why.

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4 min read
Serverless ML Deployment: From Jupyter Notebook to Global API in 10 Minutes (No MLOps Expert Needed!)

Serverless ML Deployment: From Jupyter Notebook to Global API in 10 Minutes (No MLOps Expert Needed!)

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6 min read
"Your cache hit rate is low" — true, and worth $0.16

"Your cache hit rate is low" — true, and worth $0.16

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7 min read
Why I run speech-to-text locally instead of calling a cloud API

Why I run speech-to-text locally instead of calling a cloud API

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3 min read
A local RAG retriever in pure Python — no vector DB, no API key (with Whoosh)

A local RAG retriever in pure Python — no vector DB, no API key (with Whoosh)

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3 min read
I Trained a 6.4M-Parameter Transformer From Scratch to Talk About Recipes

I Trained a 6.4M-Parameter Transformer From Scratch to Talk About Recipes

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5 min read
I built an ML tool to catch technical debt. It immediately learned the wrong lesson.

I built an ML tool to catch technical debt. It immediately learned the wrong lesson.

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4 min read
PixelBatch — your entire image toolbox in one app, 14 tools for free, so you don't have to edit images one by one anymore

PixelBatch — your entire image toolbox in one app, 14 tools for free, so you don't have to edit images one by one anymore

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2 min read
I built a production AI agent as a Honda service advisor. Then I read the textbook.

I built a production AI agent as a Honda service advisor. Then I read the textbook.

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7 min read
Self-Hosting vLLM on Cloud GPUs in 2026: Sub-180ms LLM Inference for Autonomous AI Agents (Full Production Guide)

Self-Hosting vLLM on Cloud GPUs in 2026: Sub-180ms LLM Inference for Autonomous AI Agents (Full Production Guide)

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5 min read
I replicated the vision-only Pokémon run Anthropic showcased on the Fable 5 launch page — then I read its thinking chains

I replicated the vision-only Pokémon run Anthropic showcased on the Fable 5 launch page — then I read its thinking chains

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22 min read
1,377 frames in, 60 out, and none of them knew what time it was

1,377 frames in, 60 out, and none of them knew what time it was

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3 min read
OpenAlex vs Valyu: A Feature-by-Feature Research Platform Comparison

OpenAlex vs Valyu: A Feature-by-Feature Research Platform Comparison

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9 min read
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