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• Data URLs versus rotating presigned HTTPS: latency and cache in multimodal chat APIs 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. May 2026
• 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. May 2026
• Hello world Why this blog exists, the evidence-first mindset, disclaimers, and what to expect. May 2026

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