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AMANSINGH1674/README.md
Aman Singh
Typing SVG
   


> IDENTITY.exe ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

  NAME   ›  Aman Singh
  NODE   ›  Bangalore, India 🇮🇳
  CLASS  ›  Final-year CS  ·  AI/ML Engineer  ·  Full-Stack Dev

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

  STACK MATRIX

  frontend  ▸  React  ·  TypeScript  ·  Next.js  ·  JavaScript
   backend  ▸  FastAPI  ·  Node.js  ·  PostgreSQL  ·  REST APIs
    ai/ml   ▸  LangGraph  ·  LangChain  ·  PyTorch  ·  RAG
     infra  ▸  Docker  ·  Kubernetes  ·  AWS  ·  CI/CD

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

  CORE COMPETENCIES

  ◈  Scalable web apps & AI-powered systems
  ◈  Production features · end-to-end delivery · API integration
  ◈  Performance · usability · clean architecture

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

  ●  STATUS  [████████████████░░░░]  SHIPPING RELENTLESSLY

🔬 Research Trilogy






A code agent that teaches itself to write better code — zero human input. Generator plays against a Claude-powered Critic. The winner pair trains the next generation via DPO + LoRA.





o1-style test-time compute scaling.

Runs Monte Carlo Tree Search over candidate reasoning chains. A Process Reward Model scores each step — not just the final answer — so compute is spent on paths that are actually going somewhere.





Federated RAG with differential privacy.

Distributed knowledge retrieval across isolated nodes. Each client contributes to a shared embedding space — with DP noise injected before aggregation so raw data never leaves its origin.



🧬 Tech Stack

Languages



AI / ML



Infrastructure



Data & Storage


📊 GitHub Stats

 




🌊 Activity

contribution snake
3D contribution calendar

"The best code is the code that doesn't need to exist — and the second best is the code that's too elegant to delete."


Pinned Loading

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  3. SwiftVisa-AI-Based-Visa-Eligibility-Screening-Agent SwiftVisa-AI-Based-Visa-Eligibility-Screening-Agent Public

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  4. DermaSenseAI DermaSenseAI Public

    TypeScript

  5. Orchestrix Orchestrix Public

    TypeScript

  6. TensorTonic-Solutions TensorTonic-Solutions Public

    My solutions to TensorTonic problems

    Python