X Analyst: daily briefs from X
A small AI analyst that turns X sources and linked articles into a daily brief.
I build AI solutions for engineers.
A small AI analyst that turns X sources and linked articles into a daily brief.
I built X Analyst over the weekend to help me keep up with interesting AI stuff on X without spending so much time separating signal from noise.
Why filesystem-first context architectures work, where they break down, and how the same idea can be implemented with structured object spaces using small, composable primitives instead of bespoke tools.
As AI systems begin to consume documentation at runtime, documentation shifts from external reference to operational input. This article explains why in this setting runtime-coupled documentation becomes unavoidable, even more so for on-prem and regulated deployments, and why this is an architectural boundary, not a tooling choice.
In domains where every letter, number, and logic gate matters, "close enough" in semantic similarity can be dangerously wrong. This article shows why vector search often fails on engineering content and describes a hybrid, structured approach that handles technical detail far more reliably.