> be me, 3rd year Computer Science undergrad at Guru Gobind Singh Indraprastha University (GGSIPU)> maintaining a 9.0 / 10.0 CGPA while shipping real-world systems> engineered 100% offline edge RAG & SITREP diagnostic pipelines as intern at Indian Army (Delhi Cantt.)> built FrameIQ: zero-copy multimodal Video-RAG search engine with LanceDB, Groq LPU & Gemini Flash> built ScaleGuard: distributed auth & atomic token-bucket rate limiter via Redis Lua scripting> secured 1st Runner-Up at AzinHack 2026 (2nd out of 250+ teams) building Tinyfah autonomous security agent> solved 486 DSA problems (308 Medium, 45 Hard) on LeetCode with 1815 Max Rating> daily driver: Linux, Neovim, Python, FastAPI, Docker, C++, Redis> ready to build resilient, ultra-fast software
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> stationed at Delhi Cantt. engineering division> mission: combat units in forward defense lines operate with zero external WAN connectivity> mechanics needed immediate semantic querying of hundreds of dense tank maintenance manuals> engineered 100% offline local RAG pipeline using FAISS vector indexing & HuggingFace all-MiniLM-L6-v2 embeddings> reduced diagnostic manual lookup time by 90% without risking any data leakage or network dependency> architected AI diagnostic pipeline via LangChain bridging edge-deployed predictive maintenance models (XGBoost & Random Forest)> integrated local LLMs (Gemini / Ollama) to translate raw mechanical sensor error codes into concise, plain-English Situation Reports (SITREPs)> operators received actionable maintenance directives in seconds instead of flipping pages under battlefield pressure
> problem: millions of short-form videos uploaded every hour with garbage titles, misleading tags, or zero captions> traditional keyword search completely fails to locate exact moments inside video files> built FrameIQ: cross-modal Video-RAG search engine for moment-level semantic retrieval> architected dual-stream ingestion pipeline:> Stream A: Groq Whisper API for high-speed audio tokenization and timestamp alignment> Stream B: Gemini Flash for visual scene decomposition, strictly validated with Pydantic schemas to prevent hallucinations> implemented zero-copy columnar indexing with LanceDB + Gemini multimodal embeddings> sub-millisecond cosine similarity search over vector stores> dynamic FFmpeg thumbnail generator creates precision preview frames at exact second marks
> needed a battle-tested rate limiter and auth gateway that doesn't collapse under sudden traffic bursts> developed a distributed backend system using FastAPI and Nginx reverse proxy> scaled horizontal replicas behind round-robin load balancing to absorb high concurrency> engineered atomic Token Bucket Rate Limiter using custom Redis Lua scripting> executed atomic token refills and withdrawals directly in Redis memory to eliminate race conditions between cluster nodes> designed stateless JWT authentication pipeline with PostgreSQL and Alembic database migrations> fully containerized 4-service stack orchestrated via Docker Compose> stress-tested with Locust to simulate DDoS load spikes; verified zero request leakage beyond configured quotas
> entered 24-hour national hackathon AzinHack 2026 with 250+ teams across the country> built Tinyfah: an autonomous agent for web application vulnerability discovery and compliance auditing> engineered stateful agent orchestration using LangGraph cyclical graphs and TinyFish API> automated 345 distinct OWASP ASVS v5.0.0 (Application Security Verification Standard) checks> generated comprehensive security flaw matrices with automated reproduction steps> evaluated by industry judges; took 1st Runner-Up out of 250+ teams>> also ranked in Diamond League (3337+ points) on Google Cloud Skills Boost> earned production badges in Monitoring in Google Cloud, Cloud Speech API, App Engine, and Cloud Run Functions
> grinding algorithms since day one to master data structures, dynamic programming, and computational geometry> solved 486 DSA problems on LeetCode (308 Medium, 45 Hard)> achieved a Max Rating of 1815 on LeetCode> completed 56 rated algorithmic programming contests across platforms> Max Rating of 927 on AtCoder> competitive handle: anonusetux (anon use tux)
