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AI Evaluation

One customer request takes three equally presented architectural paths toward a protected approval gate and a refund receipt.
Artificial Intelligence

Does This Process Need an AI Agent? A Practical Architecture Decision Guide

Compare rules, targeted LLM steps and bounded agents on one refund process. Choose dynamic control only when evidence justifies the complexity.

By Enrico Homann, 1 day ago November 13, 2026
An agent's convincing answer is checked against a transaction ledger before a release gate opens.
Artificial Intelligence

AI Agent Evaluations: Test Business Outcomes Before You Ship

Verify AI agents through business outcomes, independent evidence and clear release criteria. Includes UML, BPMN and an optional tested Python download.

By Enrico Homann, 3 weeks ago October 24, 2026
Typed AI decisions flow from a model signal through application policy to routing or human review.
Artificial Intelligence

Typed AI Decisions in Java: Make Uncertainty an Explicit Outcome

Research date: September 27, 2026. An architecture guide with an executable Java 21 example. A customer writes: “My payment failed, and now I cannot log in.” Should that ticket go to billing or technical support? A language model can suggest a queue, but your application still has to decide whether Read more

By Enrico Homann, 2 months ago September 28, 2026
Recent Posts
  • One Human Owner, an AI Workforce: Could a Company Run Autonomously? November 15, 2026
  • Your API Change Passed Every Test—and Broke the Mobile App November 14, 2026
  • Does This Process Need an AI Agent? A Practical Architecture Decision Guide November 13, 2026
  • The Request Timed Out. Did the Order Fail? Idempotency in Java & Spring November 12, 2026
  • Concurrency vs Parallelism in Java and Spring: A Beginner’s Guide to Virtual Threads November 11, 2026
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