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NAME › Aman Singh
NODE › Bangalore, India 🇮🇳
CLASS › Final-year CS · AI/ML Engineer · Full-Stack Dev
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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
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CORE COMPETENCIES
◈ Scalable web apps & AI-powered systems
◈ Production features · end-to-end delivery · API integration
◈ Performance · usability · clean architecture
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● STATUS [████████████████░░░░] SHIPPING RELENTLESSLY
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. 
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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. 
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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. 
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Languages
AI / ML
Infrastructure
Data & Storage
"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."