AI Systems
LLM applications, agents, retrieval pipelines, fine-tuned models — and the evaluation harnesses that keep them honest once real users arrive.
- Agent and tool-use architectures
- Retrieval over your own corpus
- Fine-tuning and custom model serving
- Evals, guardrails and cost control
Fine-tuned and served a custom MusicGen model on AudioCraft + Flask; first place at the AudioCraft 24-hour hackathon and third at the Autonomous Agents AI hackathon.

