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  • AI Research
  • 02:50 (UTC +02:00)

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heyyatheworld/README.md

Mathematician · AI Engineer

Mathematical rigor applied to retrieval, LLM orchestration, agent automation, and production Python.

Focus

  • Analytical modeling for ML systems and data structures
  • Data engineering for retrieval- and training-ready corpora
  • Orchestration with LangChain and LlamaIndex
  • RAG and graph-augmented retrieval
  • Agentic and multi-agent automation
  • Telegram and Discord integrations on Python stacks
  • FastAPI and maintainable backend code

Stack

Python · NumPy · FastAPI · LangChain · LlamaIndex · Qdrant · Aiogram

Contact

Telegram

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    🏛️ AI Debate Arena: Socrates vs. Machiavelli. Multi-agent LLM orchestration via Ollama. Features Streamlit Web UI, Rich CLI, YAML configs, automated Markdown logging, and Pytest coverage. ⚖️

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    🤖 BugHunter — An educational project showcasing LLM capabilities in automated code analysis. Uses Python and Rich to visualize how AI detects, logs, and proposes fixes for bugs in real-time.

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  3. silicon-waves silicon-waves Public

    ⚡ The digital ghost in the machine. A fully autonomous AI Radio Host broadcasting from the neon-lit depths of the net. Built with Python and Neural Networks.

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    A minimal RAG pipeline that indexes Markdown documents and answers questions using **Ollama** and **ChromaDB**. No API keys required.

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    Lightweight macOS menu bar app to track global trading sessions (NYSE, LSE, HKEX, etc.) in real-time. Minimalist, fast, and unobtrusive.

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  6. watson watson Public

    🤖 Discord bot that records voice channels and transcribes audio in real-time using Faster-Whisper. Features auto-stop and timestamped transcripts.

    Python