Architecture

A markdown notes file plus a vector index works for lookups, but fails on real business tasks that span entities, time, systems and decisions. Why retrieval is an attention problem, and when a context graph is worth it.

A business world model, the org chart as a routing protocol, the end of manual CRM entry, and the end of hardcoding. Read together, they describe one architecture — and one uncomfortable org change.

Every era of architecture reduced how much of the world we decide in advance. The next step is a tiny constitution humans control — and everything else negotiated by agents.

For decades we built corporate software focused on one thing: keeping a record. The next era is about reasoning over context.

Imagine a sentry, ever-watchful — what it takes to give a SaaS platform genuine memory and reasoning.

A question that touches the evolving architecture of AI systems. The short answer: yes and no.

Agentic AI is a fundamental challenge to the cloud-native, stateless paradigm that has dominated the last decade.