📍 Belo Horizonte, Brazil | Bilingual EN / ES

Bridging Complex Business Contexts with Production AI.

I am an AI Engineer and Solution Architect with over 20 years of global experience. I turn ambiguous, high-stakes operational challenges into reliable agentic workflows, autonomous systems, and enterprise data architectures.

20+ Years Global IT & AI
50+ Enterprise LLM PoCs
1,500 Cloud Data Jobs Migrated
4 Languages (EN, ES, PT, DE)
Architectural Philosophy

The Forward-Deployed Approach: Operational Context First

Artificial intelligence creates value when it integrates directly into operational workflows. Rather than treating AI as an isolated research exercise, I embed directly within client environments to co-design, build, and deploy production software backed by deterministic validation and human-in-the-loop oversight.

Agentic AI & Multi-Agent Workflows

Pioneering stateful multi-agent systems using LangGraph and Pydantic AI. Building deterministic guardrails, structured output validation, and seamless human intervention layers.

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Scalable Event-Driven Systems

20+ years of distributed systems engineering. Designing resilient microservices, asynchronous message streaming with Kafka, and modern Snowflake data cloud architectures.

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Enterprise Leadership & Governance

Former Accenture Senior Manager & Regional LLM CoE Leader. Directed cross-functional engineering teams of 85+ professionals while enforcing GDPR, HIPAA, and SOC 2 compliance.

Technical Stack

Engineered Capabilities Matrix

Filter capabilities by technical domain.

Practical Execution

Featured AI Systems & Agentic Builds

Selection of recent production systems, autonomous tools, and proof-of-concept deployments.

Computer Vision & Safety Consulting Build

Manufacturing Hazard Detection AI Agent

Engineered an automated, safety-focused hazard detection agent combining real-time computer vision streams with LLMs to monitor compliance and operational risk in manufacturing plants.

Python, CV, LLM APIs, LangChain Active Build
Agentic Workflow Conversational AI

WhatsApp Multi-Party Calendar Agent

Designed a conversational agentic workflow integrated directly with WhatsApp, automating complex multi-party calendar negotiation and scheduling via stateful graph execution.

LangGraph, Pydantic AI, WhatsApp API Production Ready
Augmented Reality Industrial IoT

Industrial AR Maintenance Assistance PoC

Led end-to-end product design and Technical Proof of Concept of an augmented reality application delivering digital step-by-step instructions to field maintenance technicians.

AR Platforms, Spatial Data, Integration PoC Verified
Local LLM Diagnostics Infrastructure AI

Linux Local Troubleshooting Agents

Built and deployed locally hosted LLM-driven diagnostic agents optimized for automated Linux system troubleshooting, log analysis, and incident resolution without external network egress.

DeepSeek, Local LLMs, Bash, Python Self-Hosted
Technical Publications & Insights

Blog & Architecture Deep Dives

Interactive visual explanations and production design specifications for modern AI systems.

Read First Article (Inside an LLM)
Visual Journey Interactive

Inside an LLM: How Large Language Models Work

An interactive visual walkthrough explaining tokenization, embedding spaces, billion-parameter transformer weights, and stochastic decoding.

Visual Engine & Guide Read Article
Agentic Harness LangGraph

Hermes Agent Harness - LangGraph + Pydantic Architecture

Deep dive into stateful graph execution loops, Pydantic guardrails, and robust tool orchestration for production autonomous agents.

Architecture Spec Read Article
Framework Spec v3.0 Complete

Hermes Agent & Agentic Framework Architecture

Complete version 3.0 technical specification for autonomous agent loops, memory management, and multi-agent coordination.

System Spec Read Article
Proven Track Record

Career History & Operational Impact

Independent AI Consultant

Jul 2024 – Present

Belo Horizonte, MG, Brazil

  • Architecting agentic AI systems, local diagnostic tools, and AR technical PoCs.
  • Advising executives on AI-native tooling (LangGraph, Pydantic AI) and operational playbooks.

Accenture - Senior Manager & Solution Architect

Mar 2015 – Apr 2024

LATAM & Global Accounts

  • LLM Center of Excellence Leader (2023–2024): Led 18 engineers/PMs delivering 50+ LLM PoCs across LATAM enterprise accounts.
  • AI Solution Architect, Bank Brazil: Designed orchestrated biometric authentication platform with international UN and DHS teams.
  • Cloud Migration Program Manager, Walmart: Led 85 cross-functional engineers migrating 1,500 data jobs to GCP Dataproc.
  • Big Data Manager, BAT: Supervised extraction of 14TB data into Snowflake HUB-SPOKE architecture.

GAPSO Computer Services - IT Manager

Mar 2008 – Mar 2015

Software Engineering Leadership

Managed 25 professionals implementing CMMI / MPS.br quality models. Architected Java EE 3-tier analytical platforms, SOA services, and REST APIs.

Quantified Industry Metrics

Key achievements across global engagements.

60% Out-of-stock reduction at YPF Argentina
20% Cost savings on enterprise cloud migrations
Academic & International

Credentials & Multilingual Fluency

Academic Background & Certifications

PhD Student in Real-Time Control Systems Universität Ulm, Germany (2004)
Bachelor’s Degree in Information Systems Engineering Universidad Tecnológica Nacional, Argentina (2002)
Certifications & Training

AWS Certified Cloud Practitioner | AWS Partner Accreditation | Executive Management Coaching

Multilingual Capability

Spanish Native
English Fluent / Professional Working
Portuguese Fluent
German Advanced
Global Visas & Mobility: Argentine Citizen | US B1/B2 Visa | Resident in Belo Horizonte, Brazil.
Initiate Engagement

Let's Discuss Your AI Architecture

Whether you need strategic advisory on agentic workflows, hands-on forward-deployed engineering, or leadership for enterprise cloud data modernizations, reach out directly.

✉️ Direct Email contact@bruno-aguirre.com Primary response channel
📱 Phone & WhatsApp +55 31 997431267 Brazil / International
🔗 Professional Networks
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