DeepSeek-OCR: Compressing Text by 20x Using Vision
Converting text to images for 20x token compression. Interesting research or production-ready breakthrough? A critical look at the trade-offs.
Read more →Few-Shot Learning for Document Parsing: Training AI on Human Corrections
How I built a self-improving document parser that learns from corrections without fine-tuning. The pragmatic alternative to model training.
Read more →When Not to Use AI: Two Approaches to Building AI-Powered Products
Real-time AI generation vs curated libraries: lessons from building the same product twice with radically different architectures.
Read more →Building Trivista: What AI Coding Actually Solves (and What It Doesn't)
Building a multiplayer trivia app solo with AI coding tools. Here's what worked, what didn't, and the trade-offs no one talks about.
Read more →Cascading AI Pipelines: When One Model Feeds Another
Building a multi-stage AI content pipeline where each generation depends on the last. Lessons from generating thousands of hybrid creatures with resilient error handling.
Read more →Stop Speedrunning Claude Code (Master the Core Loop First)
MCPs, subagents, and automation are tempting. But the developers getting the most from Claude Code aren't rushing to advanced features - they're mastering the fundamentals.
Read more →Vibe Coding a Blog Migration: Ghost to Astro in One Night with Claude Code
Converting a Ghost blog to Astro in a single late-night session with Claude Code, reducing memory usage by 75% while learning what AI coding tools actually solve
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