Building secure, local-first AI systems — agentic intelligence with deterministic math, OSINT forensics, and scam-detection at the edge.
B.Tech CSE (2028) · Hackathon competitor · Actively seeking AI/ML + Security internships
- 🎓 B.Tech CSE (Class of 2028) — focused on AI/ML, RAG architectures, and Cybersecurity.
- 🔬 Researching two AI papers —
Startum, a hardware-aware architecture for accelerating model inference; and a secret project on running any model on any GPU without the CUDA fragmentation problem. - 🏆 Hackathon competitor — 3 podium finishes including a national Top 2% out of 40,000+ (India AI Impact Buildathon).
- 🚀 Currently shipping
ARGUS(ET AI Hackathon 2026 — agentic energy-supply-chain resilience),semi-workbench(UniHack 2026 — self-evolving manufacturer intelligence with adversarial audits),Trinetra(government hackathon — intelligence-officer portal), andCLIRAG(100% offline Edge RAG). - 🧪 Competing in Kaggle CAFA 6 (bioinformatics) + Nemotron Challenge (LLMs).
- 🤝 Open to internships where I can ship AI + security work in impactful environments.
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Deterministic Energy Supply-Chain Resilience Engine & Multi-Agent Intelligence Platform. Agentic-to-deterministic pipeline: extracts unstructured threat signals, converts to immutable math (SPR drawdown, tanker lead times, price elasticity), and synthesizes a strategic intelligence briefing — under 6 seconds. Live AIS vessel tracking + D-SHIELD adversarial audit on every claim.
Next.js · FastAPI · NVIDIA NIM (Llama 3.1 70B) · Groq failover · AISstream.io · EIA API |
Self-Evolving Manufacturer Intelligence — autonomous discovery + adversarial audit + refusal gate. Given a minimal Excel input, autonomously discovers sources, extracts multi-format evidence, runs 5 adversarial audits per value with split-conformal 95% CI, and emits schema-bound output — or refuses with
React 19 · FastAPI · Playwright · BGE-M3 · Gemma 4 12B (local 4-bit) |
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100% offline, hardware-agnostic Edge RAG for confidential documents. Air-gapped CLI that runs entirely on an 8 GB RAM laptop — Qwen2.5-7B (3-bit quantized) + adaptive routing across BM25 / LightRAG / ColBERT, with KùzuDB graph storage and DuckDB vectors. No cloud, no data leakage, no hallucination by design. Available globally as
Python · llama.cpp · KùzuDB · DuckDB · Tesseract OCR · GLiNER/spaCy |
Intelligence Officer Portal — "Eyes of the Law, Mind of a Machine." A high-clearance cyberpunk/glassmorphism portal integrating generative AI for log analysis and legal auto-drafting, with an Iron Dome security layer (certificate binding + IP-locking), biometric-ready auth, and role-based access for commanders vs field officers. Built for a government hackathon.
Django 5 · PostgreSQL (Neon) · Gradio · Hugging Face Spaces · Azure |
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AI-powered scam honeypot that wastes scammers' time and harvests their intelligence. Classifies inbound scam messages, deploys a persona (Confused Grandma / Skeptical IT Guy / …) powered by Gemini 2.5 Pro to keep scammers talking, extracts phone numbers, bank accounts, UPI IDs, and triggers IP-tracking traps — producing structured cybercrime reports for law enforcement.
FastAPI · Gemini 2.5 Pro · scikit-learn · TF-IDF classifier · Railway |
Curated portfolio of Kaggle competitions and global AI hackathon notebooks. Active tracks on CAFA 6 (protein function prediction — bioinformatics, PyTorch, multi-label) and the Nemotron Challenge (LLMs, prompt engineering). Each folder ships its own data processing, feature engineering, and model training pipeline.
Python · Jupyter · PyTorch · scikit-learn · Bioinformatics |
| Event | Result | |
|---|---|---|
| 🥇 | RagXthon by Neoteche | Winner |
| 🥉 | InlightX Global Hackathon | 2nd Runner Up |
| ⭐ | India AI Impact Buildathon | Top 2% (out of 40,000+) |
🔬 Researching: Startum — hardware-aware LLM inference acceleration (paper in progress)
🤫 Stealth AI: Run-any-model-on-any-GPU without CUDA fragmentation (paper in progress)
🛠️ Building: ARGUS · semi-workbench · Trinetra v3
🧪 Competing: Kaggle CAFA 6 · Nemotron Challenge
📖 Reading: Retrieval eval · adversarial prompts · agentic math pipelines
🤝 Open to: AI/ML + Security internships (Summer 2026)
"""""""""""""""""""""""""""""""""""""""\n#### ⚡ Recent GitHub Activity\n\n- 🚀 VarshneysvAI/BridgeLabz-Training-3YSV — pushed 0 commits (2026-08-17)\n- 🚀 VarshneysvAI/semi-workbench — pushed 0 commits (2026-08-17)\n- 👀 VarshneysvAI/semi-workbench — made public (2026-08-08)\n- 🚀 VarshneysvAI/VarshneysvAI — pushed 0 commits (2026-08-08)\n- 🚀 VarshneysvAI/Kaggle-Competitions — pushed 0 commits (2026-08-08)\n- 🌱 VarshneysvAI/semi-workbench — created branch master (2026-08-08)\n"""""""""""""""""""""""""""""""""""""""
Email · LinkedIn · GitHub · Kaggle · LeetCode · CodeChef
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