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Deep dives into Quarkus, AI tooling, and the architecture decisions that actually matter for senior Java engineers.

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Latest Issues

AI Coding Still Needs Specs, Contracts, and Verification

After The Spec Trap, one pushback came back fast. A coworker said something a lot of people say right now: natural language is ambiguous, code is precise, therefore code is the only spec that matters.

This is a smart but wrong objection....

5 days ago
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Build a Local AI Jury in Quarkus with Ollama

Single-model AI demos often treat the first confident answer as if it were a decision. A local model can be fast, cheap, and still wrong in a very polished way. When the text is sarcastic, mixed, or culturally loaded, “the model answered” d...

6 days ago
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Quarkus Repository Guardrails for Agent-Generated Java Code

Better models help, but they still ship familiar mistakes.

Agentic coding tools are good at producing a diff that compiles, passes the happy path, and looks finished in review. They are less reliable with the dull rules that keep Java code...

7 days ago
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IBM Bob Cost Control Starts With Context Hygiene

Use .bobignore, narrower MCP toolsets, smaller @ mentions, and fresh chats to keep Bob useful and Bobcoins boring.

Open Bob and watch the token counter in the top-right corner before you ask it to do anything clever. That little number...

8 days ago
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Using JaCoCo and AI to Prioritize Test Coverage in Quarkus Teams

In the latest video, my co-author Alex Soto shows a test coverage workflow I actually like. I do not care about 100% coverage as a badge. I care about whether the important parts of the system are tested. Past that point, the number gets ex...

9 days ago
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Authors

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  • Markus Eisele

    I’ve spent 20+ years helping Java systems adapt without breaking. Here I share the architecture, tools, and thinking behind that work. Java Champion · Developer · IBM Research.

  • Alex Soto Bueno

    IBMer, Java Champion, Teacher, Radio Collaborator in Onda Cero, and Writer of several books for O'Reilly and Manning

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