TRAMIA: agentic AI video production system
Carlos Cruz
AI-assisted audiovisual pipeline (additional vertical) — product view
What it does. Agentic system for AI audiovisual production: projects, scenes, assets, providers, costs and renders, coordinating image, video, voice and editing.
Problem. Producing short-form video in volume with consistent quality is slow and expensive by hand.
My role. The whole product and its platform.
AI-assisted audiovisual pipeline (additional vertical) — architecture
How it works. Workers orchestrate 8 generative-AI providers from a central queue, separate from the web app. Automatic QA checks every output; weak attempts are rejected and regenerated, and selection keeps the best attempt per scene with its cost. A person validates scenes and the final delivery. Heavy rendering bursts to Azure Container Instances.
Result. Own reproducible, auditable pipeline with per-call cost accounting, used for documentary and short-form pieces.
Stack. AI generation pipeline · PostgreSQL · queue workers · Azure
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Posted Oct 5, 2026
Agentic AI video pipeline: multi-provider generation, automatic QA and regeneration, cost per call, and human validation of every scene and the final cut.
