Real-time voice · agent systems · Los Angeles

I build AI that runs in production, not in demos.

Real-time voice and agent orchestration that survive real users. KOTA answers restaurant calls live and turns them into kitchen-ready orders. ARCHON routes Claude, GPT, and Gemini and delegates to coding agents.

See the systems →Start a conversation

Open to founding-engineer, applied-AI, and real-time-voice work, plus KOTA partnerships. Usually replies within a day.

I build systems where intelligence becomes action, not just output.

  • AI systems
  • real-time voice
  • product engineering
  • agent orchestration
  • markets
  • visual practice

Selected work

The systems I am building.

01

KOTA

Turns restaurant phone calls into structured, actionable orders without requiring the restaurant to replace or deeply integrate its POS.

  • real-time voice
  • LLM orchestration
  • menu grounding
Live demo
deployed
Real-time
speech to order
POS-independent
no replacement
Enter chapter →
01 / KOTA
callaudiotokensintent · menuorder ticketOrange chickenx2Chow meinx1confidencehigh
02

ARCHON

Unifies multiple AI models and coding agents into one orchestration layer for real development workflows.

  • orchestration
  • coding workers
  • active R&D
3
models orchestrated
3
coding agents delegated
Open
source, self-hostable
Enter chapter →
02 / ARCHON
workerstoolsmemorymodelschannelssafetycoordinatorroute, trace, recover
03

Market Systems

Converts discretionary market reading into a rules-based MNQ/MES execution framework designed to prioritize process, risk control, and repeatability over daily P&L.

  • research
  • risk
  • execution
MNQ · MES
futures studied
Decisions
scored over PnL
Rule-based
execution framework
Enter chapter →
03 / Market Systems
calmvolatilerisk
04

Experiments & Visual

Interactive web, 3D, photography, and writing. Visual and written research that feeds how I design systems.

  • 3D
  • photography
  • essays
  • interface
View studies →Read essays →
  • Structure over willpower.Reliable outcomes come from architecture and feedback loops, not motivation.
  • Autonomy.Building toward control over what I work on and how.
  • Systems before labels.The work is studying complex systems and building tools to operate inside them.

Building something difficult? Let's examine the system.

For founders, technical leaders, and collaborators. Tell me the problem and the constraint.

Emaildev@kumma.me
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A short brief is enough to start.

agent protocol