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swarnika-cmd/README.md

🔮 About Me

name: Swarnika Somvanshi
identity: CS Undergrad @ BITS Pilani (2024 – 2028)
location: Bengaluru, India
mantra: "Building intelligent systems that help people make sense of information."
current_focus:
  - "Developing Mem1 (AI memory layer optimizing DSA for context retention & retrieval)"
  - "Contributing to open source @ freeCodeCamp (NHCarrigan Cohort)"
  - "Designing privacy-first vector search engines, voice agents & high-throughput LLM gateways"
  • 🔬 Researcher in Residence at Scaler School of Technology Incubation — Architecting Mem1, an AI memory layer that optimizes Data Structures & Algorithms (DSA) to enhance context retention and intelligent retrieval.
  • 🌐 Open Source Contributor at freeCodeCamp — NHCarrigan Summer 2026 Cohort; resolved edge-cases in pandas data pipelines and conflict-detection systems.
  • 🏛️ Core Organizer at Meta x OpenEnv Hackathon 2026 — Managed on-ground operations & logistics for 5,000+ developers.

🛠️ Tech Stack & Toolbox

🧠 AI, Vectors & Cognitive Systems

Python FastAPI LangChain pgvector Pinecone ChromaDB Groq Gemini Deepgram ElevenLabs

⚡ Full-Stack & Systems Engineering

TypeScript JavaScript React Node.js Express Java 17 PostgreSQL Redis Prisma Celery

🔒 Security, Infrastructure & Browser Extensions

Docker Manifest V3 Web Crypto API IndexedDB Git Vercel


🚀 Featured Projects

Enterprise LLM Security & Telemetry Control Room

  • High-throughput LLM reverse proxy and real-time PII redaction engine with <15ms overhead.
  • Asynchronous Celery + Redis workers for analytics, token spend rankings, and NLP evaluation.
  • Glassmorphic telemetry cockpit with live threat tables and Redis TTL diagnostics.

FastAPI Celery Redis PostgreSQL Docker

Privacy-Preserving Intelligent Second Brain

  • Local-first Chrome Extension with client-side AES-256-GCM zero-knowledge sync.
  • Hybrid Search: 384-dim semantic vector search (pgvector) + client-side TF-IDF via Reciprocal Rank Fusion.
  • SuperMemo-2 spaced repetition scheduler for long-term memory consolidation.

TypeScript React FastAPI pgvector Manifest V3

Voice Companion with Persistent Conversational Memory

  • End-to-end voice pipeline: Deepgram STT → Gemini 2.5 Flash → ElevenLabs natural TTS.
  • Raw SQL pgvector cosine similarity search (<=>) to recall user journal history.
  • Asynchronous GPT-4o-mini emotional arc extraction rendered on a calendar heatmap.

TypeScript React 19 Express Prisma pgvector Redis

Production-Ready RAG Document Intelligence

  • Dual-chunking Parent Document Retrieval (3000-char parent / 400-char child) across ChromaDB & Pinecone.
  • LLM-as-a-Judge faithfulness evaluator generating real-time groundedness confidence badges.
  • Conversational memory routing & OCR fallback for scanned PDFs.

Python FastAPI LangChain ChromaDB Groq API

AI Content & Misinformation Intelligence Engine

  • Chrome Extension orchestrating a 6-way parallel inference pipeline (Promise.all) in <5 seconds.
  • Extracts YouTube transcripts, calculates clickbait scores, and replaces manipulative titles in real-time DOM.
  • 100% on-device local privacy with zero external telemetry.

JavaScript Manifest V3 Groq API (Llama 3.3 70B) Service Workers

High-Concurrency Java TCP Server — Zero Frameworks

  • RFC 2616-compliant HTTP/1.1 server built on raw java.net.ServerSocket.
  • Benchmarked at ~3,200 req/sec at 100 concurrent connections (31ms latency, 40% gain).
  • 8KB chunked streaming, keep-alive pooling, and zero-dependency test suite.

Java 17 TCP Sockets ThreadPoolExecutor Concurreny


📊 GitHub Activity & Real-Time Stats

Profile Views   Followers   Stars   Status

Swarnika's Contribution Activity Graph

🤝 Connect & Collaborate

LinkedIn   Email   GitHub



Pinned Loading

  1. HTTP-1.1-Server HTTP-1.1-Server Public

    RFC 2616-compliant HTTP/1.1 server built from raw Java TCP sockets. No frameworks.

    Java

  2. Smarana-PrivacyFirstBrain Smarana-PrivacyFirstBrain Public

    TypeScript

  3. CLI_AgentGenAi CLI_AgentGenAi Public

    JavaScript

  4. DeHype-Unveiling-the-truth-behind- DeHype-Unveiling-the-truth-behind- Public

    JavaScript

  5. AskMyDoc-2.O AskMyDoc-2.O Public

    About Retrieval-Augmented Generation app — upload PDFs, ask questions, get grounded answers with source citations. No hallucinations.

    Python

  6. ShieldWall-Gateway ShieldWall-Gateway Public

    Python