In early 2025, Andrej Karpathy described a simple but powerful pattern for autonomous software improvement he called "autoresearch." The core idea: give an LLM agent a frozen evaluation harness, a bounded editable artifact, a natural-language specification of what "better" means, and a ratchet that commits on improvement and reverts on regression. Run it overnight. Collect improvements.

Local‑first AI is not just an architectural choice. For me, it’s the foundation for something I’ve been thinking about since childhood: a persistent virtual companion that feels present, remembers the bigger story of a life, and isn’t trapped in someone else’s cloud. In this essay I describe why I’m building AICO as a local‑first, memory‑centric companion – and what it means to treat an AI as a confidante rather than a disposable tool.

The year is 2025, and artificial intelligence has become the defining force in cybersecurity—a double-edged sword sharper than any technology we’ve seen before.

Digital Dynamo? You want to be one! A Digital Dynamo is an individual, team, or organization that employs a carefully selected and well-integrated technology stack, automation, new work methodologies and a digital transformation culture to 10x their impact.

Collective Intelligence: Smarter solutions through thinking in groups. Now, add AI to the equation and see creativity take off…

In 2024, AI is fundamentally changing how businesses operate, requiring careful strategy and implementation to be truly effective. By prioritizing data quality, ethical practices, and employee training, companies can better harness AI's capabilities and improve their overall operations.