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Applied machine learning project

Streamlit-Based Recommender System

An interactive recommender application combining collaborative and content-based filtering in a Streamlit interface, with Python and SQL data workflows and AWS deployment.

Public project

Project overview

An interactive recommender application combining collaborative and content-based filtering in a Streamlit interface, with Python and SQL data workflows and AWS deployment.

Technology stack

Technology stack
  • Python
  • SQL
  • Streamlit
  • AWS

Public scope

This focused overview is paired with the public repository, where the code and project context can be reviewed directly.

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Professional system AI context and governance system

MetaPOS Mind

Role: Primary developer, AI context and governance engineering

A Python and MCP-compatible context system that turns permission-scoped company knowledge into reliable working context for employees and AI assistants.

Technology stack
  • Python
  • MCP
  • JSON Schema
  • YAML
  • PyYAML
  • GitHub Projects
  • AI-assistant integration
Professional system Governed AI systems

OmniMind

Role: System design and AI-assisted implementation

A local AI-work control plane that compiles bounded, task-specific context and coordinates evidence, provider handoffs and human-approved capabilities without duplicating project data.

Technology stack
  • Python
  • MCP
  • Context engineering
  • Evidence gates
  • Capability routing