Profile
Luis Jaime Ledesma Pérez
Independent researcher running TwoQuarks out of Guadalajara — no lab, no cluster. The research question is whether measurable behavioral or internal changes can precede visible model failure. I study that question through black-box probes (PfV / Molecule, from API outputs) and white-box measurements (CRAD, from the residual stream), while Dopamine is the architecture branch, where representation, integration, memory, and transmission are implemented as separate mechanisms. Public preprints, an open prototype, a Python package on PyPI, an MCP tool, and a live playground make the work inspectable.
Development stack
What I build with
- Python · PyTorch · NumPy
- REST APIs · MCP servers · provider adapters
- RAG systems · tool-calling agents · multi-agent orchestration
- Azure AI Foundry · Copilot Studio
- HuggingFace · Netlify · PyPI packaging
Open to
What I can do on your team
- AI-safety research engineering roles
- LLM evaluation and red-team-adjacent work
- RAG and agentic system audits
- TwoQuarks control layer on existing pipelines — no weight modification, no retraining
- Research collaborations, fellowships, applied safety teams