Gustavo Valente
Research Intern @ University of Illinois Urbana-Champaign
About
Software Engineer with experience in production LLM systems — design, deployment, observability, and cost/latency optimization at scale.Over the past two years I helped grow an AI startup (Nero.AI) from its early days into a company serving 2M+ users across 20+ enterprise clients, with R$1M+ in AI services delivered. Selected work: - Designed and deployed high-scale LLM systems, focused on observability, reliability, and reducing inference cost and latency. - Telus Digital (AI Engineer, consulting): built a text-to-SQL + voice-to-voice system letting field agronomists safely query enterprise data, plus an internal tool that automated much of internal data-compliance workflow. - Research: combined eye-tracking with lightweight LLMs to improve assistive typing for people with motor disabilities — awarded best project in my college's 2024–25 research cycle (funded by Brazil's national research council).Background: full-ride scholarship at Insper; gold medalist, Brazilian Physics Olympiad. Currently completing a 2-month CS research program at UIUC.Core skills: LLM application development, RAG, agentic systems, text-to-SQL, voice AI, observability, cost & latency optimization, Python, TypeScript/Next.js, AWS (EKS, ECR), GCP, Kubernetes.
United States
Greater Chicago Area
Education Management
Desenvolvimento de software, Agentes de IA, Software Infrastructure, Software Design, Kubernetes, Google Cloud Platform (GCP), Research Skills, Large Language Model Operations (LLMOps), Retrieval-Augmented Generation (RAG), Amazon Web Services, Natural Language Processing, FastAPI, Docker, OCR Agents, Agents Orchestration, LLMs Observability, LangGraph, LangChain, PyTorch, Educação
Experience

Platform AI Engineer
- Developed a system to expose internal databases through natural language queries (text to sql) using LLMs and agentic workflows. Designed and implemented guardrails against prompt injection - Designed an LLM-powered solution for data compliance and security workflows, made to optimize data compliance analysis, and support secure use of internal enterprise data
Gustavo Valente's Contact Information
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