- ·Architecting and coding agentic AI pilots end-to-end. Jira workflow automation agents, QA testing agents, dev co-pilots. Shipping in the production codebase alongside leading product strategy.
- ·Designed LLM evaluation frameworks for agentic QA pipelines: ground-truth benchmarks, regression suites for output quality. Established OKRs tracking agentic AI adoption across engineering.
- ·Deploying market-making bot infrastructure with real-time signal processing. Coordinating a DePIN software product (15% comms efficiency boost).
- ·Driving a full crypto exchange revamp. 30% speed improvement, 25% lift in user satisfaction.
Amitesh Garg — Senior AI Product Manager. Senior PM.
AI-native operator.
I ship AI products end to end. Right now I'm architecting agentic systems, RAG pipelines, and LLM eval frameworks at LMNTO Performance. Seven years across AI, crypto, and DePIN. I spend as much time in the production codebase as the roadmap.
Looking for senior AI strategy or product roles where shipping beats slides.
Now
Updated May 2026- ·Building agentic AI pilots at LMNTO Performance. Jira workflow agents, QA testing agents, dev copilots. I write the code, not just the spec.
- ·Working on LLM evaluation frameworks. Ground-truth benchmarks, regression suites for output quality, OKRs that track real adoption.
- ·Deploying market-making bot infra with real-time signal processing. Also coordinating a DePIN software product (15% communications efficiency lift).
- ·Driving a full crypto exchange revamp. 30% faster, 25% higher user satisfaction.
- ·Reading: latest LangChain and Anthropic research on long-horizon tool use and agent memory.
Selected work
5 shippedLive products and flagship engagements. Three of these are public, you can try them today.
AI Polymarket signal-intelligence platform. Real-time pipelines tracking 1,200+ prediction markets, whale detection, 73%+ confidence-scored signals across politics, finance, crypto, sports.
AI visual-commerce platform: ad creative generation, model swapping, virtual try-on for fashion and e-commerce brands. Built end-to-end from generative pipelines to brand UI and cloud infra.
Multi-tenant AI agency platform: chatbots, voice bots, email and social automation, video creation. I led tech end-to-end (architecture, build, ship). Live in Italian and Portuguese markets. GTM costs cut 45%, timelines 30%.
Proposed, architected, and shipped a company-wide AI rollout from scratch. Voice bots (Twilio, SIP, WebSockets), RAG email automation with HITL approval, MCP infra across 3 enterprise verticals. Workforce requirements cut 35%.
AI automation for contract vetting, proposal generation, legal-term analysis. Kafka microservices cut processing 50%. Architected a CEX+DEX payment ecosystem (Ethereum, Solana, Binance, Tron) with PEP3 compliance.
Stack
Experience
7+ years · 6 roles- ·Proposed, architected, and shipped a company-wide AI transformation from scratch: voice bots (WebSockets, Twilio, SIP), chatbots with web and social integrations, RAG-powered email automation with HITL approval and evaluation checkpoints.
- ·Architected and deployed production LLM infra across client verticals: RAG with Chroma, tool-calling agents, on-prem LLMs, n8n orchestration. Cut prototype timelines 40% and workforce requirements 35%.
- ·Implemented MCP infrastructures for RFP extraction, niche AI agents, and media production automation across 3 enterprise client verticals.
- ·Drove AI vibe-coding adoption across engineering. A further 20% off dev timelines. Embedded AI tooling into media and ops from a standing start.
- ·Hands-on technical lead at a blockchain and AI SaaS company. Coding across Python, Solidity, Node.js, React, Rust.
- ·Fine-tuned LLMs with tool-calling and RAG (OpenAI, Llama). Deployed MCP infra cutting client workforce requirements 15%+ per engagement.
- ·Shipped enterprise AI end-to-end: forex bots, crypto trading systems, staking and lending platforms, smart-contract audit pipelines (20+ bugs per engagement on average).
- ·Built AI automation for contract vetting, proposal generation, and legal-term analysis. Kafka microservices cut processing time 50%.
- ·Architected a hybrid (CEX + DEX) crypto payment ecosystem with real-time tracking and PEP3 compliance. Node.js, Ethereum, Solana, Binance, Tron.
- ·Hired and led the dev team. POC delivered 3 weeks ahead of schedule. 30% lift in team productivity and ownership.
- ·Built a private-equity management platform on a private blockchain (GETH). Developed crowdfunding and token smart contracts in Solidity.
- ·AWS deployment pipelines and microservice parallelisation. Agile/Scrum biweekly cycles.
- ·Contributed to Fares Optimizer, an industry-first dynamic fare-recommendation engine. Architected fault tolerance and APIs. Lifted test coverage to 90%.
- ·Cut cloud hosting cost 10% via Lambda optimisations. Helped migrate single-tenant to multi-tenant architecture.
Education
- ·Deep Learning Specialization. deeplearning.ai
- ·Sumo Logic Fundamentals Certified (SIEM)
- ·Patent. Fingerprint-Based Duplicate Detection in Data Using Bloom Filters. Dec 2020
Bio
I'm Amitesh Garg, a senior product manager and hands-on AI builder based in Dubai. I've spent seven years designing production AI systems at the intersection of LLM engineering, agentic orchestration, and enterprise infrastructure.
I started at Sabre on the Fares Optimizer engine, then moved into blockchain at Finstreet and Gafah. From 2023 onward I've been all-in on AI: leading the LLM, RAG, and agent stack across enterprise engagements, then architecting a company-wide AI transformation at Precise Communications. Voice bots, RAG email automation with human approval, MCP across three enterprise verticals.
On the side I've shipped three live AI products: FI9D Trade (Polymarket signal intelligence, 1,200+ markets, 73%+ confidence accuracy), VisionHQ AI (visual commerce for fashion), and Khairos (multi-tenant AI agency platform live in IT and PT markets).
Today I'm at LMNTO Performance as Senior PM for AI and agentic systems, in the production codebase as much as the roadmap. I'm looking for Solutions Architect or senior AI product roles where the bias is toward shipping. Particularly LangChain Professional Services, agentic platform teams, or AI-native startups.
Get in touch
I reply to every email. Best for: Solutions Architect, AI strategy, senior AI PM roles, agentic-system consulting, and interesting builds where shipping matters more than slides.
- amiteshchd@gmail.com
- Phone
- +971 52 153 8152
- linkedin.com/in/amitesh-garg-b6934a166
- Resume
- Resume
- Site
- amiteshgarg.com
- Location
- Dubai, UAE · open to remote