Denial, Then Admission: Why LLM Quality Drops Are Real
Anthropic denied issues for weeks, then published a postmortem admitting three bugs degraded 16% of Claude requests. The pattern keeps repeating.
Read more →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 →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 →When Cloudflare Thinks Your Cloud Function is a Bot: The Case for API Aggregators
A production outage caused by Cloudflare's anti-bot systems flagging Google Cloud datacenter IPs, and why API aggregation layers matter more than you think
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