• VOC Precursors:
  
• Photochemical Smog & Criteria Pollutants:
  
• Particulate Matter:
  

• Satellite Instruments:
  
• Geospatial Covariates & Surface Indexes:
  
• Spatial Cross-Validation & Imbalance:
  

🦾 Edge Intelligence & Hardware Interfacing

• Sensory Telemetry Arrays: Direct serial & $I^2C$ interfacing with multi-gas environmental sensors (VOC, NOx, laser PM optical counters) for real-time edge telemetry.
• Quantized Execution: Model quantization (INT8/FP16) profiling for sub-15ms inference latency on low-power microcomputers and neural edge accelerators.
• Robotics Simulation: ROS 2 (Robot Operating System) nodes, digital twins, and simulated sensor validation for autonomous mobile nodes.

🏛️ Research Lab & Institutional Direction

• ACM India Summer School 2026: Selected for Edge AI & Robotics at the Indian Institute of Science (IISc Bengaluru).
• IISc Research Focus: Edge AI acceleration, embedded environmental telemetry, and hardware-in-the-loop validation.
• QuanRobotics Shortlist: Technical evaluation in ROS 2 architecture, robot perception pipelines, and physical simulator benchmarks.

• Problem: Heavy JavaScript animation packages introduce layout thrashing, performance bottlenecks, and bloated bundle sizes for modern web applications.
• Architecture: Zero-dependency, GPU-accelerated 60fps CSS animation utility framework and accessible UI component architecture distributed globally on npm with 12,000+ PRs merged and 500+ contributors.
• Stack: CSS3 · Vanilla JavaScript · PostCSS · npm · GitHub Actions CI/CD
• Links: npm Package · Source Code

• Problem: Portfolios force a tradeoff between visually heavy 3D experiences and lightweight, fast-loading pages for recruiters.
• Engineering: Framework-less dual-mode gateway featuring an interactive 3D workstation rendered with Google's <model-viewer>, orbital physics with dust trails, and an ultra-fast static editorial branch.
• Stack: Pure Vanilla JavaScript · HTML5 · CSS3 · WebGL · Zero Bundlers
• Links: Live Portfolio · Source Code

• Problem: Fragile weather frontends break when third-party upstream providers hit unexpected rate limits or HTTP 429 timeouts.
• Architecture: SkyGlass multi-source weather intelligence engine fusing real-time telemetry from multiple weather APIs into a unified dashboard, featuring automatic failover cascade, RainViewer radar caching, and real-time AQI analytics.
• Stack: Python · FastAPI · JavaScript (ES6+) · REST APIs · Glassmorphism UI
• Links: Live Engine · Source Code

• Problem: Conventional web storytelling lacks interactive engagement, spatial immersion, and creative asset tools for users.
• Architecture: Cinematic scrollytelling web experience and GTA-inspired heist mission creator powered by @unlayer/react-image-editor, HTML5 Canvas API, dynamic audio synthesis with Web Audio API, and custom mission card creation.
• Stack: React · TypeScript · Vite · Tailwind CSS · Canvas API · Web Audio API · Unlayer Editor
• Links: Live Experience · Source Code

• Problem: Confusing administrative documents (notices, certificates, ration cards, land records) exclude citizens due to complex bureaucratic jargon and unclear eligibility rules.
• Architecture: AI public service assistant that translates complex government paperwork into plain-language explanations, audits scheme eligibility, flags missing documents, and answers follow-up inquiries via voice or text.
• Stack: Python · Google Gemini API · NLP · FastAPI · Document AI
• Links: Source Code

• Problem: Look-Alike Sound-Alike (LASA) pharmaceutical brand names cause hazardous dispensing mistakes and adverse drug events in clinical environments.
• Architecture: AI classification pipeline detecting confusable drug names using orthographic similarity, phonetic hashing (Metaphone/Soundex), and clinical context validation to flag high-risk pairs.
• Stack: Python · Scikit-Learn · NLP · Phonetic Algorithms · Pandas
• Links: Source Code

Building production-grade multi-step workflows. Automating data ingestion, JSON payload validation, rate-limited egress, and state machine routing without writing fragile glue code.

Indexing structured domain datasets and geospatial coordinate arrays into vector stores for deterministic retrieval before prompting LLM reasoning layers.

Benchmarking parameter-quantized local LLMs via Ollama for zero-cloud dependency, offline edge inference, and guaranteed data sovereignty.