blog
2026-09-14
Every bug in my retraining loop returned a believable number
Six ways an automated champion/challenger pipeline reported a plausible metric while doing the wrong thing.
Read more →2026-08-28
Making a CPU image classifier 2.4x faster
Instrumenting an image tagging service stage by stage, and why dynamic batching and INT8 quantization both lost to the plain baseline.
Read more →2026-04-25
Training a YOLO model on your custom dataset locally
How to easily train a local YOLO model on a custom dataset of images for free.
Read more →2026-04-11
PostgreSQL setup for simple python projects
How to setup PostgreSQL with Docker and PGBouncer
Read more →2026-03-28
Security in FastAPI
Most important aspects of the FastAPI security and their practical implementations
Read more →2025-12-01
How to implement a simple RAG in Python?
a simple RAG implementation in Python using Qdrant, Ollama and FastAPI.
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