résumé

Osmar Alejandro Liera Gómez

Applied AI Engineer · Backend / Full-Stack

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Professional summary

Software engineer focused on putting AI to work inside real business systems, with 4 years of professional experience building, integrating and running applications in production for warehousing, retail, insurance and healthcare.

I design and ship LLM agents with tool calling, structured outputs and human-in-the-loop approval, and integrate them with enterprise data and APIs. At ELROI Labs I built the AI layer of our CRM: an MCP server exposing 23 tools that lets AI assistants query the pipeline, plan follow-ups and act on records under the user’s own permissions, with every action audited.

At Nuts Marketing I build integration middleware between Shopify stores and Microsoft Dynamics 365 ERPs and look after the Shasa (Mexico and US) and Hypsters platforms. At Tangramx I work in Python (FastAPI), where I shipped LLM-based OCR to production and evaluated it against ground truth before rollout. At the Instituto Tecnológico de La Paz I program the institutional systems and teach the final semester of the software development programs.

Professional experience

Full-Stack Developer

Nuts Marketing

2024 — Present

Integration middleware between Shopify stores and Microsoft Dynamics 365 ERPs, plus the Shasa (Mexico and US) and Hypsters platforms. Stack: Laravel, Laravel Nova, Filament, Shopify Admin API (GraphQL and webhooks), SOAP and Azure App Service with WebJobs.

Macadamia (internal project) — Shopify ↔ Dynamics 365 Finance & Operations

Middleware for a retailer running Dynamics 365

  • Order and customer sync, store pickup by location and payment-method mapping.
  • Reconciliation reports across Shopify ↔ middleware ↔ Finance & Operations.

El Asturiano — Shopify ↔ Dynamics 365 Business Central + LS Central

Integration over SOAP/XML

  • Receives Shopify webhooks and sends the data to the ERP over SOAP/XML.
  • Inventory sync with scheduled jobs.

Maratón

Digital development for the classic Maratón trivia game

Coco (internal project)

New Laravel + Nova application on Azure App Service, getting started

  • Bootstrapping the application with Laravel and Laravel Nova, deployed on Azure App Service.

Shasa (Mexico and US) and Hypsters

Fashion retail with large catalogs in Mexico and the US

  • Backend development and Shopify and Magento integrations syncing catalogs, inventory, orders and customers.
  • Apple Wallet passes and gift cards for Shasa.
  • Work delivered as part of the Nuts Marketing team. Shasa retains brand and product ownership.

Founder & Technical Lead

ELROI Labs(opens in a new tab) · La Paz, BCS

Present

Software, integration and applied-AI studio. I lead technical operations and deliver projects end to end: design, development, deployment and support.

OS CRM — AI agent layer

Internal CRM for leads, pipeline, multichannel follow-up, clients and projects (Laravel, React), in production

  • Built an MCP server with 23 tools, 3 prompts and a playbook resource so AI assistants (Claude and others) can search leads, plan the day, log follow-ups, schedule tasks, import leads and generate pipeline and activity reports.
  • Agents run with the token owner’s permissions, every change is written to the audit log, and outbound WhatsApp messages require explicit human approval before sending.
  • Developed LLM agents with structured outputs (JSON Schema): a lead-contact assistant that drafts messages, call scripts and next tasks; a project planner that breaks scope into tasks with acceptance criteria and estimates; and a WhatsApp writer grounded in the real conversation and an editable business context.
  • Designed guardrails against hallucination: answer only from supplied data, ask instead of assuming, no prices or commitments, per-agent temperature and token limits.
  • Wrote a custom OpenAI-compatible model gateway with model-catalog discovery, caching and fallback; multi-provider setup (OpenAI, Anthropic, Gemini, Azure and others).
  • WhatsApp integration for sending text and media from the CRM, logged to each lead’s history; queued notifications and task reminders.
  • Built with an AI-assisted workflow (Claude Code) and covered by automated feature tests on the MCP server, the AI assistant and the WhatsApp flows.

Client work

Applied AI

  • Applied AI for customer service, lead prequalification and follow-up automation.

Full-Stack Developer

Tangramx

Present

Enterprise applications for logistics operators, insurers and healthcare institutions. Primary stack: Python / FastAPI.

Vitase / Paciente Integral — LLM-based document OCR

Medical records and claims management for insurers (Jalisco Health Services)

  • Integrated OpenAI Vision for OCR of Mexican national ID cards (INE), replacing the previous engine.
  • Built a deterministic validation layer on top of the model output for CURP: check-digit reconstruction, homoclave recovery and edge cases (Ñ, MARÍA/JOSÉ compound names).
  • Evaluated against ground truth: 25 real ID cards with 100% name accuracy; documented the data-quality findings that guided rollout.

Compass WMS — warehouse management system

Warehouse operations and client portal (internal e-commerce)

  • Built the Administrator preview mode for the Client Portal and fixed folio assignment in the order flow.
  • Removed a hidden pagination ceiling by implementing true server-side pagination for large datasets.
  • Implemented the product gallery with image reordering and fixed a race condition in multi-file upload; resolved session and authentication bugs.

ATC · ATCSMART

Medical account-statement processing and insurance-claims systems (FastAPI)

  • Fixed incorrect discount detection and an off-by-one date shift in the statement parser.
  • Added Excel exports segmented by insurer and hospital and wrote the local setup guides.

Systems & teaching

Institutional Systems Programmer & Teacher

Instituto Tecnológico de La Paz

Present

  • Programmer of the Tec’s institutional systems.
  • Teacher in the final semester of the software development programs.
  • As part of teaching, training on applied AI for business: process automation, operational productivity and AI tool adoption, plus AI for social media and content.

Previous experience

  • Giro26 · Full-Stack Developer (2023 — 2024): Financial ERP, hexagonal architecture and SQL optimization.
  • Hi-G · Web & Mobile Developer (2024 — 2025): Hi-G, Karol G’s app: Flutter, Firebase, TypeScript and Web3 integrations.

Education

B.S. in Computer Systems Engineering (Ingeniería en Sistemas Computacionales), Instituto Tecnológico de La Paz. Software Development specialization: web development, mobile apps and video games.

Personal products

PMCRM(opens in a new tab)
Workspace for managing projects, files, notes, clients and collaboration from a single platform.
AVT(opens in a new tab)
My own multitenant SaaS for land sales: users, plots, zones, maps and commercial operations.
NopalGreen(opens in a new tab)
Operations platform for tortilla producers: POS, production, inventory, delivery and reporting.