Wilmar Florez Samudio

Full-Stack & Applied AI Engineer

I build AI-powered products, automations, and software

Software engineer with experience across product, frontend, backend, and integrations. I combine TypeScript, React, Python, and FastAPI to turn complex processes into tools that can be operated and maintained.

TypeScript + ReactPython + FastAPIPostgreSQLLLM WorkflowsIntegrations

La IA puede leer, clasificar, redactar y conectar sistemas

La oportunidad está en diseñar el flujo completo: entradas, reglas, excepciones y una salida que el equipo pueda confiar.

Support and sales

Respond without leaving conversations behind

An assistant can classify questions, answer frequent requests, and hand off cases that need commercial judgment to a person.

Input
WhatsApp, web, or email messages.
AI handles
It identifies intent, checks approved information, and proposes the next action.
Control
Sensitive replies and sales opportunities go through human review.
Operations and documents

Turn files into actionable tasks

Quotes, invoices, or requests stop living as loose text and become data a team can review and process.

Input
PDFs, forms, emails, or free-form text.
AI handles
It extracts fields, spots missing details, and organizes information in the right system.
Control
Rules validate data and a person decides when information is ambiguous.
Marketing and content

Turn one idea into several pieces

A brief can become drafts adapted for different channels without losing the team’s voice or review process.

Input
Briefs, product notes, or recordings.
AI handles
It summarizes, suggests angles, and adapts content to defined formats.
Control
The team approves facts, tone, and publishing before anything goes live.

Experience building products

I have worked in product teams and on self-initiated projects, with responsibilities spanning frontend, backend, architecture, and integrations.

  1. Feb 2025 - present

    Roomly

    AI Product Engineer

    End-to-end construction of a conversational product, including architecture, backend, integrations, AI workflows, and deployment for validation.

  2. Jan 2022 - Jun 2024

    Elenas

    Senior Frontend Engineer

    Frontend product development and evolution within an engineering team, focused on interfaces, architecture, and implementation quality.

  3. Nov 2020 - Dec 2021

    Elenas

    Mid Frontend Developer

    Product feature implementation and frontend application maintenance in collaboration with design, product, and backend teams.

  4. Jan 2020 - Oct 2020

    Easy Case Legal

    Mid Frontend Developer

    Frontend product development, service integration, and interface implementation for a legal platform.

  5. Feb 2017 - Jan 2020

    Freelance

    Software Developer

    Web solution design and development for independent projects, from technical definition through delivery.

Applied technical project

A deployed demo showing how I turn messy operational information into a traceable workflow by combining AI, rules, and human review.

Current status

Deployed demo

Freight Pilot

A deployed demo for structuring ground transportation quote requests and surfacing the information that needs review.

Problem addressed

Requests arrive as free-form text and may omit key details or combine ambiguous information. The demo structures them without losing the original text or correction history.

Technical decisions

  • AI-powered structured extraction
  • Deterministic field validation
  • Human review of exceptions
  • Traceability for text, issues, and corrections

Technologies

Next.js, FastAPI, and PostgreSQL.

Explore Freight Pilot (opens in a new tab)

Professional capabilities

A product-oriented full-stack profile, applying AI when it supports the workflow rather than treating it as an isolated layer.

01

Applied AI and LLM workflows

I design workflows where models interpret information or suggest actions within explicit boundaries, supported by deterministic rules and human escalation when the process requires it.

02

Backend with Python

I build APIs and services with Python, FastAPI, and PostgreSQL, structured so business logic, data, and integrations can evolve independently.

03

Product frontend

I develop interfaces with TypeScript and React/Next.js that turn complex processes into clear, accessible, and maintainable tools.

04

Integrations and events

I connect APIs, webhooks, messaging channels, and existing systems to preserve context and move information across an operation.

Roles and collaborations

I want to discuss a role or collaboration

If you are looking to add a Full-Stack & Applied AI Engineer to a team, fill a contract, or explore a professional collaboration, use this form to reach me.

Tell me about the role or collaboration.

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