Independent AI-safety research.

TwoQuarks is an independent research and tooling portfolio focused on inference-time stability, LLM evaluation, and operational AI-safety systems.

Profile

Luis Jaime Ledesma Pérez

Independent AI-safety researcher building research-grade tooling for model-behavior evaluation, instability detection, and applied safety instrumentation — black-box probing with Molecule/PfV that surfaces pre-collapse signals before they reach production. Working with research teams on inference-time safety.

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
Contact

Let's talk