AI Engineer & Full Stack Developer · Generative AI · LLM Apps · AI Agents
I build intelligent systems that actually ship: LLM apps, AI agents, NLP pipelines and full-stack products.
Founder @ OpenWave India  |  Co-founder @ Nailed It Bro  |  Ex-Research Intern @ IIT Bombay (FOSSEE)

class AdityaWagh:
    role       = "AI Engineer & Full Stack Developer"
    focus      = ["LLM applications", "RAG pipelines", "AI agents & tool calling",
                  "LLM evaluation", "AI developer tools"]
    ai_stack   = ["Embeddings & semantic search", "Vector databases", "Reranking",
                  "Prompt engineering", "Structured outputs", "Document AI & OCR",
                  "NLP with Transformers", "Hugging Face"]
    eng_stack  = ["Python", "FastAPI", "React", "REST APIs", "pytest", "Docker", "Git"]
    building   = ["RAGBench", "Veriflow", "NeuroCode AI"]
    research   = "4 papers: 3 published in IEEE Xplore, 1 accepted for publication"
    education  = "B.Tech CSE (AI & ML), VIIT Pune"
    learning   = "Deutsch (A2 → B1) 🇩🇪"
    philosophy = "If it isn't tested, it isn't done."

I take AI from research to working software: LLM-powered applications, developer tools for AI coding agents, document-automation pipelines, and full-stack products used by real people. Lately I've been focused on the hard parts of production AI: verifying what AI agents produce and making LLM apps reliable.

• 📄 3 research papers published in IEEE Xplore (NLP, AI agents, computer vision)
• 🔀 Merged PR to openapi/gknowledge: local Ollama model discovery, with mocked tests and privacy-safe defaults
• 🌐 Open-source contributor to Osdag Bridge at IIT Bombay (FOSSEE)
• 🚀 Founded OpenWave India, an open-source AI community
• 🤝 Co-founded Nailed It Bro, a studio building websites, apps, AI automations and QR systems for growing businesses
• ⚙️ Shipped an OCR + LLM automation that cut manual document processing by ~70%
• 🎓 B.Tech CSE (AI & ML), VIIT Pune, CGPA 8.42

Co-founder — Nailed It Bro · May 2026 – Present Co-founded a digital solutions studio that builds websites, apps, AI automations and QR-based systems for businesses.

Research Intern — IIT Bombay, FOSSEE Project · Dec 2025 – Feb 2026 Contributed to Osdag Bridge, an open-source structural engineering platform used by institutions across India. Built and improved Python (PySide6) modules for functionality, usability and maintainability.

Project Developer Intern — BigBuddy Foundation · Jan 2025 – Jun 2025 Built an OCR-to-Excel automation with Tesseract and OpenAI LLMs that cut manual document processing by ~70%. Built the A to Z Education platform (see below): a full product with payments, auth and an admin dashboard.

AI agents often claim "done" when tests are broken. Veriflow makes them check. It finds a project's real test, lint, type-check and build commands, runs them only on opt-in, turns failures into structured diagnostics, caps repairs at 3 attempts, and reports PASS / FAIL / BLOCKED / UNKNOWN honestly. It also includes static security rules, dependency checks for hallucinated packages, and secret redaction.

Python Claude Code AI Agents Testing Security

Most RAG pipelines are tuned by gut feeling. RAGBench is meant to replace that with measurements: run chunking strategies, embedding models, rerankers and retrieval setups against the same fixed dataset, then compare retrieval precision/recall, ranking quality, context relevance and faithfulness in reproducible reports. It's designed local-first, so core evaluation runs without paid model APIs.

Python Sentence Transformers FAISS / ChromaDB FastAPI pytest LLM Evaluation

Reads GST invoices (PDF or photo) and extracts vendor, GSTIN, line items and tax totals. It validates GSTIN checksums and tax maths, adds a human review step, and exports to Excel, CSV or Tally XML. Invoices can also arrive via WhatsApp. LLM values not found in the source text are flagged rather than trusted.

Python Flask React OpenAI Structured Outputs PaddleOCR Docker

Live at atozeducation.study

A production EdTech platform built for real students, with a complete admin dashboard, video lesson player, PDF test system, and payment integration. Features Google OAuth, Razorpay payments, a distraction-free custom video player, drag-and-drop content uploads, and dynamic class/subject management.

React (Vite) Node.js Express Supabase (PostgreSQL) Razorpay Google OAuth TailwindCSS

Converts plain-English or voice questions into SQL queries, making databases accessible without SQL knowledge. Reached 96% intent-classification accuracy in its reported evaluation.

Python Scikit-learn Flask React

Parses repositories with Tree-sitter and ASTs to extract code structure, as the foundation for semantic code search and repository-aware Q&A.

Python Tree-sitter uv

Summarizes news with BART and recommends articles based on user interests through content-based recommendations.

Python Hugging Face (BART) Flask React

Python GTK 4 / Libadwaita Ollama Threading pytest + mocks PySide6

RAG pipelines · AI coding agents · LLM evaluation · Document automation · FastAPI + React products · Open source in India

Open to AI engineering roles and collaborations on open-source AI. Let's build something.