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hugoagreda/README.md

Hugo Agreda

AI Automation & Systems Developer

Building automation systems, AI workflows and data infrastructures that turn operations into scalable digital systems.


What I Build

• AI automation workflows
• Python-based data systems
• API integrations and backend services
• Computer vision experimentation
• Operational infrastructure for digital businesses

My work focuses on designing systems where data, automation and AI interact to create scalable operational processes.


Selected Projects

ImageScoreAI

Computer vision system designed to evaluate the quality of real estate images using AI.

Key ideas

  • Image feature extraction using modern vision models
  • Quality scoring pipeline
  • Data-driven evaluation for visual assets

Stack Python · CLIP · Scikit-learn · FastAPI

Status: 🚧 In development


ParkVision

Experimental computer vision pipeline for real-time parking space detection.

Key ideas

  • Video frame analysis
  • Object detection pipeline
  • Real-time parking availability estimation

Stack Python · OpenCV · Computer Vision

Status: 🚧 Active experimentation


OrchestrAI

Framework exploring coordination between AI models, workflows and operational systems.

Focus

  • Capability-based task delegation
  • Modular workflow orchestration
  • Integration with operational infrastructure

Status: 🚧 Early-stage architecture


Infrastructure Work

RECOM – Operational Infrastructure (Private)

Designing the digital backbone for a real estate operation.

Components

  • Modular CRM architecture
  • Structured relational data models
  • Automation workflows
  • Operational reporting pipelines

Status: Active development (private repositories)


Core Domains

Systems Architecture
Automation Systems
AI Orchestration
Data Modeling
Operational Infrastructure


Technical Stack

Python
SQL
Supabase
n8n
REST APIs
Scikit-learn


Currently Exploring

• AI orchestration architectures
• Computer vision pipelines
• Workflow automation systems
• Infrastructure for AI-powered operations


Long-Term Direction

Developing digital infrastructures where automation, data and intelligence layers compound over time, enabling scalable and semi-autonomous operations across different business domains.

Pinned Loading

  1. magnitopic/big-data-pipeline magnitopic/big-data-pipeline Public

    Big data pipeline | Flight delays + weather analytics | Spark, Flink, NiFi, Cassandra

    Python

  2. ImageScoreAI ImageScoreAI Public

    Explainable AI system that evaluates and enhances the visual quality of real estate images through lighting, sharpness, composition, color balance, and visual clutter analysis.

    Python

  3. OrchestrAI OrchestrAI Public

    Multi-agent orchestration engine for AI-driven content infrastructure and digital avatars.

    Python 1

  4. StackPilot StackPilot Public

    StackPilot is a platform for rapidly building, launching and managing multiple micro-SaaS products using shared infrastructure such as authentication, billing, analytics and deployment.

    Python 1