Benchmarks whether sending PNG bytes inline as Base64 data URLs or as Cloudflare R2 presigned HTTPS URLs changes multimodal completion latency. Three LLMs on synthetic OCR.
Posts
3 articles on machine learning, deep learning, and software engineering.
May 2026
Data URLs versus rotating presigned HTTPS: latency and cache in multimodal chat APIs
Cobjectric: Measuring Parsing Quality for Structured Data
A Python library for fill rate, fill-rate accuracy, and fuzzy similarity on structured payloads such as CV parses or LLM JSON.
Hello world
Why this blog exists, the evidence-first mindset, disclaimers, and what to expect.