Articles

Compare hosted and self-hosted deployment, capacity, caching effects and model routing through cost per successful task, rather than headline token prices.

Build evaluation evidence that grows with the system: retrieval, supported answers, tool actions, calibrated judges, failure costs and release decisions.

Compare parsing, OCR and vision-assisted extraction, with original document examples, table structure, schema validation and page-level evidence.

Trace context limits, larger windows, retrieval, preloading, caching and persistent memory. Understand which problems each approach solves, what it cannot solve, and how to choose today.