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barathvelmu/README.md

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Hello! 👋🏽

My name is Barath. I am a Master's student at MIT and previously studied at the University of Waterloo.

Here is my personal portfolio: web.mit.edu/barathv/cv/ and LinkedIn.

Feel free to checkout my writing: Substack and Medium.

Featured Projects

  1. kaetram-arena: structured game-agent distillation, distilling frontier-LLM gameplay reasoning into a small open student model through a typed MCP tool API, with SFT + KTO data collection across four LLM harnesses (with Niral Patel).
  2. subliminal-learning: replication and extension of subliminal learning, an MLP that learns MNIST digits from pure noise via a shared initialization, plus token entanglement in Llama prompting, with a mechanism story the data supports.
  3. crucible: a multi-agent evaluation harness on Google ADK, a ReAct researcher, a self-reflection reviser, and an LLM-as-judge, with groundedness scoring, LLM-native metrics, and per-call tracing; runs offline with no API key.
  4. clinical-corpus-pipeline: turns messy multi-provider EHR and claims data into grounded clinical-reasoning training examples, with privacy-preserving linkage and quality gates that reject hallucinations.
  5. screenmem: local-first macOS screen memory, capture, OCR, and hybrid keyword and semantic search over your screen history, with a local-LLM grounded ask layer.
  6. attractor-lens: reusable tooling for mapping the recurring attractor states LLMs fall into when left in a self-loop.
  7. deterministic-voice-intelligence: a tap-to-talk fintech voice assistant, Whisper transcription, deterministic LangGraph intent routing, and Edge TTS.

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  1. kaetram-arena kaetram-arena Public

    Forked from patnir411/kaetram-arena

    Structured game-agent distillation: distilling frontier-LLM gameplay reasoning into a small open student model (Qwen) through a typed MCP tool API, in a persistent 2D MMORPG. SFT + KTO data collect…

    Python

  2. subliminal-learning subliminal-learning Public

    Replication and extension of subliminal learning: a network that learns MNIST from pure noise, and token entanglement in LLM prompting

    Python

  3. crucible crucible Public

    Multi-agent evaluation forge on Google ADK: ReAct researcher + self-reflection reviser + LLM-as-judge, with groundedness scoring, LLM-native metrics, and per-call tracing. Runs offline with no API …

    Python

  4. clinical-corpus-pipeline clinical-corpus-pipeline Public

    Multi-provider EHR + claims to grounded clinical-reasoning training examples: privacy-preserving linkage and quality gates. Stdlib-only, no API key, 54 tests.

    Python

  5. screenmem screenmem Public

    Local-first macOS screen memory: capture, OCR (Apple Vision), and search your screen history by keyword, meaning, or hybrid, with a local-LLM grounded ask layer. Private by design.

    Python

  6. spark-studio spark-studio Public

    Spark Studio helps young creators (ages 10+) turn ideas into playable mini-projects, remix each other’s work, and learn the coding concepts behind every AI-assisted change.

    TypeScript