Why modularity matters

Large agentic systems become difficult to test when every responsibility is mixed together. A capsule narrows scope, defines inputs and outputs, limits tools and creates a clear evaluation boundary.

Anatomy of a capsule

A production capsule includes source boundaries, operational rules, permissions, tools, escalation paths, test cases, monitoring and version history. The language model is only one component.

From capability to vertical

A document-validation capsule can support admissions, procurement or public services. Reusable components create speed, but each implementation still requires local rules, data and governance.

LaCitty point of view

This article presents LaCitty’s operational framework. It does not claim verified client metrics unless explicitly stated.

Editorial basis and sources

This edition is based on LaCitty’s approved strategy, glossary, implementation architecture and responsible-AI principles. It contains no third-party quantitative claims. Verified case evidence and primary external sources will be cited when introduced.