Rephrase.ai

Turn a convincing demo into numbers: evaluate multimodal RAG over figure heavy PDFs

Describe the four configurable categories in AWS Bedrock Guardrails

An uploaded 300 page manual: the assistant answers well about early pages but ignores later ones

Late interaction retrieval with ColBERT, in plain terms

Does a model that can describe an image necessarily know how to generate one?

Why smolagents bets on code as action and what changes in a multi-agent setup

Contrast a council pattern with a debate pattern as multi-agent coordination shapes

Why PII redaction lives at the trace persistence boundary, not at the application input

Why OpenAI Evals matters as a pattern even if you do not use it directly

Why teams reach for Inspect AI when their evaluation work shades toward agents and safety