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Intrinsical-AI/README.md

πŸ‘‹ Hi, welcome!

I build robust AI & LLM retrieval systems β€” from research prototypes to production-ready pipelines.

  • Software Engineer & Applied AI, focused on language models, vector search & information retrieval.
  • Passionate about making reliable, reproducible ML pipelines: containerization, monitoring, logging, guardrails & fallbacks.
  • Always exploring the frontier between theory and practice: from differential geometry & topology to explainable AI, RL, and game theory.

(Also up for a chess or poker game!)


Expertise

  • Legal/Healthcare Search & Re-Ranking Hybrid & Dense Embeddings. Elasticsearch, Solr, Vespa. RRE & Quepid
  • Retrieval-Augmented Generation (RAG): built rag-prototype β€” agents & LLM apps.
  • Infrastructure: deliver production-ready APIs & services with Docker, FastAPI, CI/CD, and reproducible pipelines.
  • OpenSource: OS Search, OSINT. Tools, Prompting & Docs: LM-Stacks, RepoGPT
  • LLM-consensous, query expansion, and synthetic-data generation
  • Game-Theory RL: apply MCTS, CFR/DeepCFR, and Regret Matching to games research.

Contact

β€œGravity explains the motions of the planets, but it cannot explain who set the planets in motion.”

Pinned Loading

  1. rag-prototype rag-prototype Public

    A ports-adapters scalable architecture for a prototype RAG-backend. Local usage, pluggins and add-ons. Flexible, powerful & private.

    Python 1 1

  2. LM-Stacks LM-Stacks Public

    Structured repository to document patterns, experiments, and learnings about Language Models

    Python 1

  3. MCP-local-agent MCP-local-agent Public

    A MCP local agent with custom tools

    Python

  4. geometric-aware-retrieval-v2 geometric-aware-retrieval-v2 Public

    A Python library for geometric-aware information retrieval using differentiable graph-based re-ranking.

    Python 1 1