Hugo Parreão · AI Forward Deployed Engineer

AI Engineering
in practice.

I work on agents and AI systems from context to production, combining architecture, evals, hardening, and integration with real problems.

View projects Explore skills Open glossary

Choose one to take.

Backend & API HardeningAudits and strengthens APIs with security and performance controls. Mac Developer CleanupReclaims macOS space through a safe, reviewable workflow. MCP Security HardeningModels threats and remediates flaws in MCP servers. LGPD EngineeringTurns LGPD duties into technical requirements, controls, and evidence. Ultra WritingRevises writing for concision, natural tone, and precision.

Download all as a pack

What you can explore

The card opens a concise view of my technical work and the materials I maintain publicly.

ProjectsSystems, tools, and implementations with documented technical decisions. BlogWriting on applied AI, evaluation, RAG, production, and context. GlossaryAI Engineering concepts explained through practical operational boundaries. ResourcesSkills, downloads, references, and public discussion through comments.

Who I am

AI Engineering for systems that must work, explain their decisions, and remain auditable.

Education

Hugo Parreão is an AI Engineer with an MSc in Artificial Intelligence Engineering from ISEP, the Porto School of Engineering.

Responsible engineering

He works with techniques and metrics for ethical, auditable, and traceable AI systems, with attention to sound engineering practice and regulatory compliance.

Structured knowledge

He has worked with inference and ontology systems, structuring knowledge through graphs that connect entities and support automated reasoning over complex domains.

Agentic AI

He has delivered projects for different clients, including a long-term memory system for conversational agents with information extraction and persistence through Amazon Bedrock AgentCore Memory in a Python and FastAPI architecture.