Azahid García
Applied AI Engineer · LLM Product Development · TypeScript · Python · React
Mexico City, MX (Remote)
Download PDFApplied AI Engineer with production experience shipping LLM-powered features, agentic workflows, and multi-agent orchestration systems in Python and TypeScript/Next.js. I build AI products users actually rely on — not demos — with eval loops, structured output contracts, and observability infrastructure that makes quality degradation visible before it reaches users. Four years of enterprise consulting (WMS/ERP across LATAM and EMEA) means I sit comfortably at the boundary between an ambiguous business problem and the engineering decision that resolves it. Currently building Strivark, a full-stack AI consulting platform with active enterprise clients, and doing adversarial evaluation work on frontier AI models at Outlier.
AI & Agents
- LLM integration (Claude API, OpenAI SDK, Ollama)
- MCP (Model Context Protocol)
- Pydantic AI v1.85+ · FallbackModel orchestration
- Tool schema design · Structured output contracts
- Eval loop design · Guardrails · Output quality gates
Frontend & Full-Stack
- TypeScript / JavaScript (ES modules)
- Next.js 14 · React · Tailwind CSS · Radix UI
- Framer Motion · production UIs at scale
- WordPress API · WooCommerce
Backend & Data
- Python (primary)
- PostgreSQL (RLS, partitioning, schema design)
- Supabase (Edge Functions, Auth, Realtime)
- pgvector for RAG · n8n automation pipelines
- REST API design · ETL/ELT
Agentic Workflows
- Multi-agent orchestration
- Tool registration & discovery
- Eval loops · Per-channel instrumentation
- Fallback chain design
Infrastructure
- Docker · Vercel (production) · GitHub Actions (CI/CD)
- Azure Fundamentals certified · Git
Enterprise Context
- Blue Yonder WMS/ERP (dual certified)
- Cross-regional LATAM/EMEA async delivery
- Client-facing technical communication
Founder & AI Engineering Lead
Strivark
Jan 2026 – Present
- Designed and deployed LLM-powered agent workflows for enterprise clients using Claude API; architected system prompts and multi-turn orchestration for a complete client-facing product suite.
- Implemented real-user evaluation and output scoring across active client engagements — measuring quality against concrete criteria, not synthetic benchmarks.
- Built and shipped full-stack consulting platform (Next.js 14 + Supabase + Stripe + SPEI + Mifiel + n8n) from zero to paying clients; own the entire stack.
AI Training Specialist (Freelance)
Outlier
Sep 2025 – Present
- Adversarial evaluation: designed tasks to stress-test reasoning limits in frontier AI models (Terminal Bench 3.0); developed reusable framework improving consistency and coverage across technical evaluation domains.
Senior Software Consultant
Netlogistik by Argano — LATAM + EMEA
Jan 2025 – Sep 2025
- Worked with client engineering teams across LATAM and EMEA on enterprise system implementation and automation; collaborated on ML projects for warehouse optimization impacting multi-regional teams.
- Operated across UTC-6/EMEA continuously — consistent significant overlap with US and European business hours.
Software Consultant
Netlogistik by Argano — LATAM + EMEA
Jun 2022 – Dec 2024
- Automated production WMS/ERP environments with Python and SQL; implemented Blue Yonder WMS/ERP systems, earning dual Technical and Functional Consultant certifications.
- Managed multiple concurrent client projects across LATAM and EMEA, translating complex technical behaviors into actionable specifications for non-technical stakeholders.
Junior Developer
DocSolutions
Jan 2022 – Jun 2022
- Backend scripting, SQL optimization, cloud platform training, enterprise system troubleshooting, and machine learning trainer.
OpenClaw — MCP Agent-to-Tool Bridge
Personal Project
Jan 2026 – Present
- Schema-driven tool infrastructure: socket-based MCP bridge exposing 15 tool categories to AI agents; tool registration, discovery protocol, and schema validation that surfaced description-level ambiguity as the primary failure mode.
- Eval-first instrumentation: tracked per-tool success/failure and response time across 100+ agent interactions; iterated on schema descriptions based on misfire patterns until agents used tools correctly without added context.
- Core insight shipped: every systematic tool misuse mapped to ambiguous schema descriptions, not broken code — reshaped how I write all tool contracts, system prompts, and structured output specs.
Revenue Engine — Multi-Agent Orchestration System
Personal Project
Mar 2026 – Present
- Resilient LLM infrastructure: Pydantic AI v1.85+ FallbackModel chain (Ollama → cloud); model latency and fallback frequency instrumented so quality degradation is visible before it affects output.
- Structured output as quality gate: Pydantic model schemas fail loudly with structured error output when model output is malformed — no silent data corruption propagating downstream across 6 channels.
- Eval-first development: each agent channel has explicit task-success criteria; failed outputs logged with triggering input for prompt iteration — not silently discarded.
Strivark — B2B AI Consulting Platform
Founder · Lead Engineer
Jan 2026 – Present
- Production Supabase architecture: PostgreSQL with RLS for multi-tenant isolation, Supabase Auth (OAuth2/JWT), Edge Functions, Realtime for live proposal status — serving active enterprise clients.
- AI agent workflows in production: Claude API integrations with n8n automation pipelines, structured failure alerts, and output logging; surfacing degraded agent behavior before clients notice via observability layer.
- Full-stack platform shipped: Next.js 14 + Supabase + Stripe + SPEI + Mifiel (digital signatures) + n8n — from zero to paying enterprise clients.
img2blend — Python CLI Developer Tool
Personal Project
Nov 2025 – Present
- Pipeline reliability: subprocess; each stage fails explicitly — no silent corruption, no partial renders downstream.
B.Sc. Systems Engineering (in progress)
TecNM — Instituto Tecnológico Nacional de México
2021 – Present
Partial B.Sc. BQF
UNAM
2019 – 2021
Technical Degree in Programming
CECyTEM Tultitlán
Graduated with highest academic achievement of the generation.
2015 – 2018
Spanish
Native (Mexican Spanish, CDMX)
English
C1 Advanced (Cambridge certified)
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