A source-backed OpenMAIC series, from multi-agent classroom concepts to deployment and architecture.
Latest article
Trace OpenMAIC's documented architecture from Next.js workbench and LangGraph orchestration to provider adapters, persistence, artifacts, and exports.
By publication date
01 → 09
Trace OpenMAIC's documented architecture from Next.js workbench and LangGraph orchestration to provider adapters, persistence, artifacts, and exports.
A decision guide comparing OpenMAIC with slide generators, LMS tools, generic chat, and custom agent applications across interaction, control, cost, and review.
A source-backed OpenMAIC deployment guide for Vercel or self-hosting, provider secrets, Postgres persistence, exports, and recovery.
A practical, source-backed OpenMAIC walkthrough for materials, agents, artifacts, providers, and a safe first lesson.
A practical OpenMAIC roadmap and capstone for replayable lesson sessions, provider capability manifests, evaluation, accessibility, and governed exports.
A source-backed OpenMAIC overview: what the multi-agent classroom does, how its workbench fits together, and how to run a safe first experiment.
Build a reproducible OpenMAIC benchmark that separates model tokens, material parsing, tool calls, media generation, storage, export time, and human review.
A practical OpenMAIC security guide for untrusted uploads, provider credentials, SSRF, durable sessions, generated HTML, media, and incident recovery.
A source-oriented method for reading OpenMAIC without inventing internals: follow the workbench request, LangGraph state, tool registry, persistence events, and artifact exporters.
