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Featured image of post AGI: The Dumb Smart Thing That Might Change Everything
Tech

AGI: The Dumb Smart Thing That Might Change Everything

A pragmatic look at why AGI isn't as close as the hype suggests, and why that's probably a good thing.

Dec 27, 2024
5 minute read
Featured image of post The Real Problem with AI Today? Nobody Knows What Works Tomorrow
Tech

The Real Problem with AI Today? Nobody Knows What Works Tomorrow

After a year of juggling ChatGPT, Claude, and Gemini subscriptions, I've realized the AI arms race is creating a productivity nightmare. Here's why stability beats innovation.

Dec 24, 2024
5 minute read
Featured image of post Building a Production-Ready GenAI Framework for Document Intelligence
Tech Machine Learning

Building a Production-Ready GenAI Framework for Document Intelligence

A comprehensive technical guide to building scalable, accurate document AI systems that actually work in enterprise environments - no hallucinations, full citations, real code.

Dec 23, 2024
9 minute read
Featured image of post Building High Impact Data Science Teams
Notes Data Science Leadership

Building High Impact Data Science Teams

Lessons learned and pitfalls to avoid from over a decade of building data science teams that actually move the business forward.

Dec 13, 2024
7 minute read
Featured image of post Why Hiring Only Senior Data Scientists Will Destroy Your Team
Notes Data Science

Why Hiring Only Senior Data Scientists Will Destroy Your Team

The hidden costs of over-indexing on technical brilliance and why diversity of experience levels creates stronger data science teams.

Nov 20, 2024
7 minute read
Featured image of post Building a Robust Access Layer for Self-Hosted Services
Projects Homelab

Building a Robust Access Layer for Self-Hosted Services

A practical guide to securely exposing your self-hosted services using Cloudflared Tunnel, Traefik reverse proxy, and Authelia authentication—featuring a real-world Tandoor Recipes integration.

Nov 20, 2024
6 minute read
Featured image of post From Torrent to Library: Automating TV, Movies, and Audiobooks with Gluetun, qBittorrent, and arr
Projects

From Torrent to Library: Automating TV, Movies, and Audiobooks with Gluetun, qBittorrent, and arr

How I built a private, automated media pipeline with bulletproof VPN, container orchestration, and seamless syncing to Unraid.

Nov 19, 2024
7 minute read
Featured image of post Self-Hosted Series: Tandoor
Projects Self-Hosted Homelab

Self-Hosted Series: Tandoor

How I finally got my recipe chaos under control with a self-hosted solution that actually works

Oct 28, 2024
6 minute read
Featured image of post The 80/20 Rule of Data Science: Focus on What Actually Moves the Needle
Data Science Strategy

The 80/20 Rule of Data Science: Focus on What Actually Moves the Needle

Most data science effort gets wasted on work that sounds impressive but doesn't deliver business value - here's how to focus on what matters.

Oct 20, 2024
7 minute read
Featured image of post Building a Production-Ready Nextcloud Setup: From LXC to AI Integration
Projects Homelab Self-Hosted

Building a Production-Ready Nextcloud Setup: From LXC to AI Integration

A complete guide to deploying Nextcloud on Proxmox with proper architecture, performance optimization, and AI-powered document processing integration.

Oct 07, 2024
8 minute read
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