Selected work
Anonymized systems we have designed and built. No invented clients or metrics.
Multi-agent operations
Problem: Specialists were repeating the same coordination work across tools.
Solution: A supervisor agent plus domain agents with shared memory and human approval.
Architecture: Orchestrator, MCP tools, workflows, audit log.
Result: Work moves across systems without a single brittle chatbot.
Voice AI / contact center
Problem: Calls needed coverage outside business hours without losing context.
Solution: Inbound/outbound voice agents with CRM lookup and warm transfer.
Architecture: Telephony streaming, STT/TTS, RAG, CRM APIs.
Result: Conversations stay connected to the same business systems.
BMS and telemetry automation
Problem: Alarms arrived faster than operators could correlate them.
Solution: Event processing with classification, tickets and remote diagnosis support.
Architecture: Telemetry ingest, rules + agents, work orders.
Result: Operations get a prioritized, traceable path from event to action.
Virtual influencer pipeline
Problem: Campaigns depended on photoshoots and inconsistent visual identity.
Solution: A generative pipeline from product to scenes, assets and channels.
Architecture: ComfyUI workflows, identity consistency, automation.
Result: Content can be produced at scale with a stable character.
Enterprise knowledge
Problem: Policies and manuals lived in files nobody could query reliably.
Solution: RAG over private documents with permissions and citations.
Architecture: Ingest, hybrid search, rerank, access control.
Result: People and agents can use company knowledge without dumping it into a public model.
Legacy modernization
Problem: A core system still ran the business but blocked new capabilities.
Solution: APIs and a copilot layer on top of the existing stack.
Architecture: Integration layer, event hooks, progressive replacement.
Result: New features ship without a risky rewrite.