Personal projects that are keeping me busy
An automated pipeline that ingests niche community discussions, filters for product relevancy using LLMs, and structures the data for sentiment analysis.
Successfully processing live data streams from 5+ subreddits with automated noise filtering and sentiment scoring.
From the 10X promise of autonomous agency to the hard pivot of strategic realism. A deep dive into Moltbot orchestration, security hardening, and economic constraints.
Prototyped a high-autonomy assistant before pivoting to a hardened 'human-in-the-loop' model to solve for unit economics, security vulnerabilities, and data privacy.
A multi-agent autonomous system using n8n, LangChain, and Model Context Protocol (MCP) to manage, heal, and interact with a complex Unraid & Home Assistant environment.
Production-ready AI Supervisor capable of natural language interaction, autonomous container recovery, and human-in-the-loop approval flows.