Cobnex blogs / Australia

Cobnex blog

AI implementation, software architecture, cloud operations and Australian technology policy.

512 articles

Page 7 of 29


Retrieval freshness3 min read

Delete a source that has already produced an answer

Test withdrawal after the system has created passages, caches and conversation history. An empty search result alone does not prove removal is complete.

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Modular monolith boundaries2 min read

Try to bypass a module's business rule

Test the paths most likely to avoid the public contract: direct repository imports, background jobs and administrative updates. The same invariant should hold for each supported caller.

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