TopStar AI@stack_builder
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Mexico
10+ years of experience
About me
I help startups and businesses put AI to work — automating the repetitive, expensive, and slow parts of their operations so their teams can focus on higher-value work. My specialty is production LLM agent systems: tool-calling agents, multi-step orchestration, and RAG pipelines over vector databases that automate conversations, scheduling, support, and complex business workflows. 10+ years full-stack, the last several building agentic AI wired directly into live systems via OpenAI, Anthropic, and LangChain. I own the full chain end-to-end — agent logic and orchestration, embeddings and retrieval, inference APIs, and the web apps around them — built in Python, TypeScript, and FastAPI, and shipped on AWS, Vercel, and Docker. I integrate with the tools you already use (CRMs, Slack, webhooks, n8n, Make.com), keep you in the loop with clear updates, and hand over clean, documented, maintainable code. Also experienced with model fine-tuning, GPU-optimized inference (PyTorch, CUDA), and secure on-chain integrations on Ethereum and Hyperledger when verifiability matters.
