Media-production decisions involve different specialists, historical signals, and moments when people should remain in control.
A competition build / 05
Orkestra
Complex creative work needs a way for intelligence, systems, and human judgment to meet.
a work in progress
the story so far
Could six specialist agents coordinate through a deterministic workflow without removing human authorization?
Built a multi-agent orchestration platform with a NestJS backend, Next.js 14 frontend, live DAG visualizer, human-in-the-loop decision gate, PostgreSQL/Prisma, ClickHouse, Google ADK/Gemini 2.0, and FastMCP.
Automation becomes more trustworthy when people can see the system thinking and still keep the final decision in human hands.
a few things inside the build
Six specialist AI agents
Human decision-review gate
Operational and historical data stores
A working record of the question, the build, and what it taught me.
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