// projects

All projects

Problem, architecture, stack, and engineering highlights.

Long streams need automated transcription, LLM clip discovery, and vertical renders without blocking HTTP or duplicating work across retries.

User-generated profile media must be validated, moderated, and transformed without blocking HTTP or overloading the API tier.

Teams needed multi-step agents with tool use, retries, and audit trails — without a spaghetti of cron jobs.

Building conversational AI systems that maintain continuity and personalization across long-running interactions.

Product needed sub-100ms fan-out to thousands of concurrent WebSocket clients from a single write path.

Small teams shipping fast need repeatable deploy patterns, not copy-paste Terraform per service.