AI Engineer I at CEIA-UFG, researching reliable LLM-based agents, with experience in Machine Learning, RAG, and MLOps.
Role:.............. AI Engineer I
Organization:...... Center of Excellence in AI (CEIA-UFG)
Education:......... B.S. in Computer Science @ UFG (expected Dec. 2026)
Current Research:
• Reliable LLM-based Multi-Agent Systems
• AI research for Music and Audio
• Agent Harnesses • Hierarchical Orchestration • MCP
• Context Engineering • Episodic Memory • Agentic RAG
• AgentOps • Trace-based Evaluation • Token-budget Comparisons
Selected Experience:
• ML Pipelines & Predictive Models for R&D @ CEIA
• Hybrid RAG: BM25 • Dense Embeddings • Cross-Encoder Reranking
• Unsupervised ML for Parkinson's Gait Analysis @ INF-UFG
Links:
• LinkedIn: linkedin.com/in/brenomchd
• Hugging Face: huggingface.co/brenomchd
