Domain depth before model novelty
A newer model cannot replace missing process knowledge. Builders need access to experts, documents, systems, exceptions and decision history to understand the real operating environment.
Evaluate the whole work cycle
Accuracy on a single answer is insufficient. Teams should test retrieval, decisions, tool calls, state transitions, escalation, latency, cost and final outcomes across realistic cases.
Build reusable infrastructure carefully
Shared integrations, identity, observability and governance can accelerate multiple verticals. Reuse should never erase local regulation, terminology, risks or human responsibilities.
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.
- Principles
- Glossary
- Verified evidence status: awaiting approved quantitative case data.
