• Role

  • Founder & CEO of TRAIL Labs — designed, built, and launched TRAIL Studio as the sole engineer, from first prototype to production.

• What it does

  • A brand-feature-space content generation engine: from a single brand specification it produces articles, short-form video, card news, product photography, detail pages, and IR slides that stay consistent with the brand.

• Multi-agent LLM pipelines

  • Architected the generation pipelines as LangGraph state machines, with model selection across Claude, GPT, and local models, tool calling, and schema-constrained structured outputs.
  • Tuned the pipelines for prompt cost and latency, treating prompt economics as a first-class engineering constraint.

• Production surface

  • Shipped the product end to end: evaluation and quality gates, observability, and credit-metered billing with recurring payment.
  • Backend in Python/FastAPI, frontend in TypeScript/Next.js, with MongoDB/SQLite for storage.