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cuddle-dev/README.md

Full Stack & AI Engineer

I build end-to-end products — database schema to React component to the LLM pipeline behind it. My work sits at the seam between conventional software engineering and applied AI: where a model has to survive real traffic, real latency budgets, and users who don't care what a token is.

Currently: RAG and agent infrastructure for production workloads  ·  Interested in: distributed inference, eval-driven development


Tech Stack

AI / ML Python PyTorch LangChain OpenAI Anthropic pgvector
Frontend TypeScript React Next.js Tailwind
Backend Node.js FastAPI PostgreSQL Redis GraphQL
Infra AWS Docker Kubernetes Terraform

How I Work

  • Ship the boring version first. A working v1 with a dumb heuristic beats a clever pipeline that never lands.
  • Evals before prompts. If you can't measure the output, you're not engineering it.
  • Optimize the p95, not the demo. Users experience the slow path far more than the happy path.

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