[ Machine-Learning ]

Discover insights, tutorials, and thoughts on technology, homelab, and development.

Dec 16, 2025 9 min read

Self-Improving Models Without Labels: What I Just Proved and Why It Matters

A 7B model taught itself to generate better security commands using only its own understanding signals. No human labels, no external reward. Here's how and why it matters.

ai machine-learning self-improvement

Dec 11, 2025 11 min read

Building an Options Trading Platform with Temporal Workflows

How I use Temporal to orchestrate backtesting pipelines that process years of market data across multiple ML experts in parallel.

homelab temporal trading