The Handoff Is Part of the Build
A production system needs ownership, monitoring, and operational clarity alongside a successful deployment. This article describes the handoff practices behind client-owned systems.
ai
3 Blog posts: ai
From Silence to Symphony: How We Built an AI-Powered Audio Mixing Engine with FFmpeg 8 and Intelligent Agents
An FFmpeg workflow pairs voice and music, retrieves earlier successful mixes, and applies bounded audio settings. The article explains the agent flow and its review safeguards without asserting an unverified model release.
Orchestrating Multimedia Magic: How I Built Content Generation with Vizra ADK Workflows
Vizra ADK workflows coordinate content generation across text, audio, and image tasks. This article shows how sequential and parallel steps support that process.