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Author: Rahuul Kalappatt Jul 14, 2026 9 min read

Multi-agent media orchestration with Whisper, Ollama & FFmpeg

Designing an automated, multi-stage media pipeline (SHIKRAHQ) for local speech transcription, video cutting, and automated asset generation.

AI MediaFastAPIFFmpegDocker

This research paper by Rahuul Kalappatt investigates technical boundary separation, latency controls, state recovery, and system resilience.

High-performance architecture requires deterministic behavior under load, zero unhandled side-effects, and formal fault isolation.

“Build systems in silence. Reveal results, not intentions.” — Rahuul Kalappatt