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Geeking out over AI and Robotics
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Geeking out over AI and Robotics

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manumezog/README.md

Hey, I am Manuel (Manu) 👋

Aerospace and Mechanical Engineer (UC3M · TU Delft) turned Applied AI Builder

Moving bits to move atoms.

8+ years solving multi-million-dollar operational problems at Amazon and McKinsey. Now independently shipping production AI systems and robotics projects. I bring operational instinct for what AI needs to do for real users, plus hands-on engineering across the full stack.


What I build

AI and Agents: End-to-end RAG pipelines, autonomous LLM agents, multi-agent systems, LangChain, ChromaDB, prompt engineering, Langfuse observability
Voice AI: Retell.ai, Voiceflow, ElevenLabs, low-latency multi-turn voice agents with live backend data retrieval
Computer Vision and ML: YOLOv8 fine-tuning (97% mAP@50), ByteTrack, OpenCV, PyTorch, Weights and Biases
Robotics: ROS2, Arduino hardware, PID control, IMU filtering, LIDAR navigation, VLA models
Backend and Cloud: FastAPI, Next.js, Docker, GCP, AWS, Neon Postgres, Vercel serverless
Languages: Python, TypeScript, C++, SQL


Featured projects

Applied AI

Project What it is
Portfolio Chat Agent Production RAG agent built with LangChain, ChromaDB, and FastAPI. Knowledge base redesigned around semantic story-level chunking for optimal retrieval. Deployed via Docker to Hugging Face Spaces with conversational memory, rate limiting, and Langfuse observability
FastPay AI Autonomous 3-way invoice matching agent (Next.js, TypeScript, Neon Postgres). Extracts data from messy vendor PDFs with Gemini 2.5 Flash, cross-references POs and WMS receipts, and autonomously approves or flags discrepancies. 7 custom tools, deterministic decision rules, real-time tracing UI, and a full eval suite via Langfuse
AI Voice Customer Service Agent Production voice agent using Retell.ai and Voiceflow, integrated with real-time order lookup via Vercel serverless functions. Low-latency multi-turn conversation with live backend data retrieval

Computer Vision and Robotics

Project What it is
Custom YOLOv8 Tracking and Spatial Logic Custom detection pipeline annotated in Roboflow. Fine-tuned YOLOv8n (~97% mAP@50) with real-time multi-object tracking via ByteTrack and OpenCV. Advanced spatial logic for moving conveyor belts with point-in-polygon pick zones
VLA AI Model in 3D Printed Robotic Arm Physical 4-axis robotic arm integrated with a cloud-based Vision-Language-Action reasoning engine. Uses Gemini 1.5 Pro to translate natural language voice commands into precise mechanical actuations

Currently looking for

AI Engineer or Robotics Engineer roles at ambitious startups, or Technical PM positions where engineering depth is an asset.

Based in Madrid. Open to remote.


📬 manumezog@gmail.com · Portfolio and projects · LinkedIn

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  1. self-balancing-robot-ros2-real self-balancing-robot-ros2-real Public

    Real-world deployment of a ROS2-based Self-Balancing Robot. A hardware implementation of the control algorithms developed in simulation, featuring Arduino Mega board, MPU6050 inertial sensor, PID c…

    C++

  2. ROS2-course-wall-follower-robot ROS2-course-wall-follower-robot Public

    Autonomous Wall-Following robot with PD-Control for smooth wall-following and a recovery logic for automated handling of clashes and deadlocks.

    Python

  3. VisionAI VisionAI Public

    Real-time video analysis application powered by Gemini 2.5 Flash model. It transforms standard video feeds into intelligent data streams, capable of detecting, labeling and tracking objects, unders…

    TypeScript

  4. WMS WMS Public

    Mobile-first inventory system leveraging on-device Camera Vision for barcode scanning and real-time cloud synchronization.

    JavaScript 1

  5. SupplyChain-Swarm-Sim SupplyChain-Swarm-Sim Public

    An adversarial multi-agent supply chain simulation using Claude Code swarms to stress-test logistics resilience against synthetic 'Black Swan' disruptions. This project utilizes a turn-based, share…

    Python

  6. CoffeeCustomerService CoffeeCustomerService Public

    Premium voice-first customer service agent featuring real-time Vercel order lookups via Retell.ai, integrated with Voiceflow and Resend for a unified multi-channel support experience.

    TypeScript 1