AI systems that turn bold ideas into real-world advantage.

A Small Model Taught to Use 40+ Tools

A LangGraph ReAct agent over a custom MCP backend exposing 40+ tools, with the decision model replaced by a fine-tuned Gemma 3 4B. Successful multi-turn tool trajectories from production were filtered and reformatted into an SFT dataset, then used to train Gemma 3 4B with QLoRA — cutting cost and latency while making tool-call formatting far more reliable.

Turn Documents into Structured Data with AI

A production-ready FastAPI service that extracts structured data from PDFs and images using OCR and LLM technology. Features async processing, JWT authentication, and support for multiple document types including invoices, legal documents, and ESG reports.

Production-Ready AI Agent with Specialized Skills

A FastAPI service powering a LangChain DeepAgent backed by Ollama llama3.2:3b. Features four specialized skills for complex reasoning tasks, SSE streaming for real-time responses, Redis rate limiting, and multi-turn session memory.

AI-Powered Cricket Scoring for Gully Cricket

A Next.js 14 mobile-optimized cricket scoring application for box cricket and gully cricket matches. Features ball-by-ball scoring, intelligent rules engine, live statistics, and smart undo functionality.

Self-Hosted Conversational Voice AI Assistant

A fully self-hosted, open-source conversational voice AI assistant powered by LiveKit Agents. Features real-time WebRTC audio transport, a configurable AI pipeline with VAD, STT, LLM, and TTS, a polished Next.js web UI, and Apple Silicon Metal GPU acceleration — all running locally with zero cloud dependencies.