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Research Notes

Technical notes, benchmarks, and source-led analysis.

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1 articles RAG, retrieval & evaluation

RAG quality, retrieval architecture, hybrid search, reranking, and monitoring for document AI systems.

2 articles Coding agents & developer workflows

Evaluation, sandboxing, code review, security, and adoption practices for AI coding agents.

1 articles Creative, multimodal & document AI

Creative production, multimodal QA, document extraction, video AI, and brand-safe asset workflows.

Research Notes Jun 30, 2026

Research brief: what agent-authored code studies say teams should measure

A source-backed research brief on AI coding agent adoption studies and the metrics teams should track before scaling developer automation.

researchcoding-agentsgithubmetrics
Research Notes Jun 30, 2026

Research brief: coding agents need security gates before broad repository access

A source-backed brief on practical security controls for AI coding agents, including sandboxing, command review, secrets handling, and dependency risk.

coding-agentssecuritysandboxesreview
Research Notes Jun 30, 2026

Multimodal evaluation guide for image, document, and video AI workflows

A framework for evaluating multimodal AI outputs with task rubrics, source evidence, human review, regression checks, and risk controls.

multimodalevaluationvisionquality
Research Notes Jun 30, 2026

A RAG quality checklist before you publish a document chatbot

A research note on retrieval quality, citation behavior, freshness, and evaluation signals for teams shipping RAG workflows.

ragretrievalevaluationdocument-ai
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