You Bring the Idea.
I Build It and Ship It to Production.
AI products, agents, custom software, and the web apps around them - designed and shipped end to end. Enterprise RAG is my flagship: no hallucinations, full citations, your data stays yours. Any stack, no lock-in.
Expertise That Drives
Real Outcomes
AI Agents & AI Products
Agents and full AI products that plan, retrieve, reason, and act - taken from idea to a shipped, production-grade system.
Enterprise RAG & Knowledge Systems
My flagship. Production retrieval over sprawling documentation - hybrid search, reranking, citations, no hallucinations, your data stays yours.
Custom Software & Web Apps
Full-stack software and web applications, designed and built end to end. Stack-agnostic - the right tools for your problem, not a fixed toolkit.
Automations & Integrations
Workflow automation and integrations that connect your tools, remove manual busywork, and put AI where the real work happens.
Built, Launched & Scaling
NirixAI
An AI learning assistant that turns YouTube videos, documents, and study materials into instant summaries, quizzes, and clear cited answers - so students master content without rewatching lectures or rereading pages. Built as a production RAG system on Pinecone with hybrid search, multi-LLM routing, and real-time streaming.
Serves streaming answers from a 20K+ content corpus with sub-2-second first-token latency.
PiperQL
An open-source AI tool that lets anyone query a database in plain English instead of SQL - ops, finance, and HR teams ask a question and get the data plus the right chart, no analyst needed. Built as a LangGraph + OpenAI agent that turns natural language into SQL, holds conversation context, and runs in three deployment modes.
Open-sourced under AGPL v3. Architecture scales to enterprise-grade query workloads.
Tim Edge
A trading platform for testing strategies and fixing bad habits: backtest on four years of broker-exact data, auto-journal every trade with its emotional context, and execute one-click through your own broker. Built full-stack with MetaAPI + Fyers integration, WebSocket streaming, Celery workers, and AWS.
Tim Academy
A trading-education program teaching rule-based ("mechanical") systems through self-paced courses, live monthly execution labs, and a performance-based certification. Built full-stack with live streaming, auth, and payments on Firebase.
Engineering the
Agentic Shift
I'm an AI Systems Architect. I build complete AI products - agents, RAG systems, and the full-stack software and web apps around them - taking ideas from concept all the way to production.
Enterprise RAG is my flagship specialty: hybrid search, reranking, citation-backed answers, and multi-step agent workflows, deployed with access control and audit logs. But I'm stack-agnostic - I choose the right tools to fit your problem, not a fixed toolkit.
I work independently through my own practice, NirixAI, partnering directly with teams that need AI products and software built and shipped right.
Standards I Ship To
Six non-negotiables every engagement holds to - whether it's a 2-week audit or a 4-month platform build.
Architecture-first over prompt hacking
Every engagement starts with a retrieval architecture, not a prompt. Prompts are the last mile, not the first one.
Hybrid retrieval, never pure vector
BM25 + dense vectors + reranking, tuned to your corpus. Pure vector search ships demo-grade answers, not production ones.
Citations on every answer
Every response links back to the exact document and section. "I don’t know" is a valid answer. Hallucinations are a bug, not a quirk.
Production infrastructure, not notebooks
Monitoring, logging, alerting, auto-scaling, audit trails, and runbooks. Every deliverable is something your on-call can operate.
Your data stays in your cloud
Self-hosted, enterprise-API with zero data retention, or hybrid - chosen during the audit based on your compliance posture.
Handover, not dependency
Every engagement ends with your team able to operate and extend the system without me. No seat-licensing, no vendor lock.
Stack-agnostic by design. I choose the right tools to fit your problem - not a fixed toolkit, and never lock-in.
Ready to Build
What You Have in Mind?
Bring your idea or a stuck project. We'll scope the architecture, map the build, and set a concrete plan. No sales pitch - just honest, actionable direction.