Developer Productivity
The Endpoint Stayed the Same: Testing an AI Model Change
Build a repeatable comparison of current and candidate behaviour, with business review, explicit release criteria and a recovery route.
Parveen KRPublished 4 min read
Insights
Practical Insights on AI, Data & Microsoft Technologies
Guidance, technical explainers and practical approaches to help your organisation adopt technology and build the skills to use it effectively.
Developer Productivity
Power Apps Search: Prove That the Expected Records Are Returned
Use known records outside a small local sample to check whether a canvas app’s search returns the records its users need.
Parveen KRPublished 4 min read
Developer Productivity
When AI Writes the Tests: Check the Business Rule
Use a hypothetical discount boundary to review whether generated tests establish the requirement or merely repeat the implementation.
Parveen KRPublished 4 min read
Developer Productivity
GitHub Copilot Governance Before You Scale Licenses
Buying GitHub Copilot seats is easy. Scaling them across an engineering organization without leaking secrets, skipping review, or creating un-auditable agent output is not. This note covers the governance work we run before license counts grow.
Parveen KRPublished 3 min read
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