Topic · … essays
Adaptive Software
For 30 years, software has told people how to work. Adaptive Software flips the arrow: it watches how people actually work, learns from it, and compiles what it learns into deterministic code.
This path starts with the core idea, then moves into how a system remembers, and ends with how it acts safely in the real world.

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In order- 1 Code Over Config For 30 years, software has told users how to work. Adaptive Software flips that. It watches how users actually work and rewrites itself around them. Here's the architecture behind software that learns, compiles, and evolves without a product roadmap. Apr 05, 2026
- 2 Layered Context: An Adaptive Memory Architecture for Agents Once you're past isolated sessions, memory moves from a feature you bolt on, to the medium the agent runs on. May 20, 2026
- 3 Action Architecture: How Agents Act Safely We've explored on this blog, systems that have a memory architecture, and how we can update that memory architecture to effectively "learn". Now, we explore how we can let agents run unsupervised safely. This is the final piece in the adaptive software architecture. Jul 22, 2026