Professional Overview
AI agent developer & founder of UMR Forge. I help businesses deploy autonomous AI systems, RAG chatbots, and workflow automation. Shipped KCv1 — a fully autonomous outreach agent with zero human intervention. Python, LangChain, Gemini API. Self-taught, remote-first, async-native. I turn AI ideas into production reality.
Experience
AI Expertise
Skills
Employment Type
Description of Responsibilities
- Built KCv1, a fully autonomous AI outreach agent with zero human intervention
- Designed failure-handling: backoff, retry limits, atomic writes, timeout recover
- Shipped production Flask dashboard with live logs, controls, and A/B analytics
- Delivered client RAG chatbots with LangChain, Chroma, FAISS, and REST APIs
- Shipped full-stack PWAs with React, Firebase, and Cloudflare Pages
Key Achievements / KPIs
- Shipped KCv1: end-to-end autonomous agent in production
- Built sovereign AI infra using local LLMs via LM Studio
- Zero downtime on client RAG deployments
- Managed full project lifecycle for international clients
Areas of Expertise
Automation & AI Workflows
Build intelligent automation pipelines, integrate AI APIs into existing tools, and replace manual workflows with agentic AI systems.
AI Product & Strategy
Translate AI capabilities into product roadmaps, define success metrics, and drive adoption across engineering and business teams.
NLP & Prompt Engineering
Build natural language processing systems, fine-tune large language models, and craft reliable production prompts for AI-powered products.
