Live TV production automation
Audio-aware direction for live production.
Live production tools that help a human operator direct a show with audio cues and clear studio status.
Who it helps: Studio operators get an assistive layer for shot direction, show setup, and live status. The final call on every live decision stays with the human in the chair.
At a glance
- system
- vMix auto-producer + studio toolchain
- signals
- mic levels, meters, show state, operator context
- controls
- follow speaker, avoid ping-pong, mute under rolls, return wide
- ownership
- Sole engineer: design, build, deployment, and operation
- maintained
- TV-signage control systems in production since 2019
- repo
- Public production-system source
The problem
Live TV production depends on fast, repeatable decisions while a human operator manages the room. Audio cues, show definitions, studio status, and signage control used to live across separate operational surfaces.
How it’s built
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Assistive shot direction
The auto-producer watches mic levels and vMix meters, follows the active speaker, avoids ping-pong cuts, mutes under video rolls, and returns to the wide shot when the scene needs a stable reset.
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Deployable show definitions
A preset compiler turns JSON show definitions into deployable vMix bundles so the operator starts from an explicit, reviewable studio configuration instead of hand-editing a live project.
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Visible studio state
The supporting studio map exposes live versus setup status across four broadcast studios, giving operators a shared read on what is ready before a production begins.
By the numbers
- broadcast studios represented in the studio map
- 4
- TV-signage systems maintained in production since
- 2019
- operator remains in control of live decisions
- human-in-the-loop
Where this stands today
Shipped and maintained as live production tooling. The system is designed to assist the operator with explicit shot-direction rules, recovery behavior, and a visible studio state rather than replace human judgment.