[ 00 — AI DEVELOPER ]

I build AI systems that talk, reason and ship.

Agentic AI, RAG and voice automation — designed, containerized and deployed on AWS and Azure. Microsoft Certified AI Developer.

Based in México · --:-- local · Open to opportunities

Miguel Terrones
FIG. 00 — MIGUEL T.

[ 01 — ABOUT ]

I care about the details that turn a working demo into a reliable product.

I'm an AI Developer who builds conversational and agentic systems end to end: voicebots that handle outbound calls, RAG assistants on WhatsApp, local-model pipelines for sensitive data, and the FastAPI services, Docker images and CI/CD that keep them running. I hold the Microsoft Azure AI Apps and Agents Developer Associate (AI-103) certification, and I also ship full-stack apps with .NET and SQL Server.

Specialty
Agentic & Conversational AI
Core stack
Python · FastAPI · Docker · AWS Bedrock · Azure AI
Also
C# · .NET MVC · SQL Server · PostgreSQL
Location
México
Languages
Spanish (native) · English (advanced, TOEFL 93)
Availability
Open to opportunities

[ 02 — SELECTED WORK ]

Selected work

Aurora Electro AI support agent: chat interface with test data and suggested questions

01 — AURORA ELECTRO SUPPORT AGENT

A support agent that answers from company docs and looks up orders with tools, running on local models.

Role
Design, backend, frontend, deployment
Stack
Python · FastAPI · Next.js · PostgreSQL + pgvector · Docker · Ollama (gemma4:e2b + embeddinggemma) · Tailscale · Coolify VPS
RAG
Hybrid search (vector + full-text, RRF) with a relevance threshold and cited sources
Guardrails
Deterministic input/output rules: prompt injection, PII masking, ungrounded figures; HMAC-signed, user-confirmed actions
Quality
101 tests · 37-case model evaluation · EN/ES
Watch demo ↗

[ 03 — EXPERIENCE ]

What I bring to the table

  1. 01

    Agentic & conversational AI

    Voicebots, RAG chatbots and autonomous agents on AWS Bedrock, Azure AI, Claude Code and local models.

  2. 02

    Backend & APIs

    FastAPI services, PostgreSQL and Supabase vector stores, orchestration with n8n.

  3. 03

    Cloud & delivery

    Docker on AWS ECS and VPS, GitHub Actions CI/CD, controlled environments for sensitive data.

  4. 04

    Collaboration

    Research with the University of Toronto, workshops with Microsoft staff, international teams.

CERTIFICATIONS

  • Azure AI Apps & Agents Developer (AI-103)
  • Azure Fundamentals (AZ-900)
  • Claude Code 101
  • Intro to Model Context Protocol
  • MCP: Advanced Topics
  • Deep Learning with PyTorch
  • Generative AI — Microsoft

EDUCATION

  • B.S. Computer Systems EngineeringVirtual University of the State of Guanajuato · 2021–2025 · GPA 96/100
  • AWS Solutions ArchitectureSmartData · 2025–2026

[ 04 — CONTACT ]

Let's build something meaningful.

I'm looking for AI engineering roles where I can build and ship conversational and agentic products. Say hello.