Creuto: AI Technology & Product Insights
Stay informed with practical insights from the Creuto team on artificial intelligence, custom software, mobile applications, SaaS development, product engineering, technology trends, and digital transformation.
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AI generated unit tests raise coverage. Mutation testing shows what they miss.
AI agents wrote 16.4% of test-adding commits in one study, with coverage gains comparable to humans. Coverage does not measure fault detection; mutation testing does, and it should be the bar AI tests must clear.
Akash Mohapatra
Sep 19, 2026
Android 17 QPR1 APIs are Pixel-only until December: check the minor version
Android 17 QPR1 added developer APIs on Pixels that other manufacturers get only with QPR2 in December. Guard them with SDK_INT_FULL, write the fallback first, and test beyond Pixels.
Akash Mohapatra
Sep 19, 2026
AGENTS.md vs CLAUDE.md: Claude Code now falls back to AGENTS.md
Claude Code 2.1.277 reads AGENTS.md when a project has no CLAUDE.md. Teams running several coding agents can now keep one instruction file, if they understand the fallback rules.
Akash Mohapatra
Sep 19, 2026
Oracle to MariaDB migration: MariaDB 13 helps, but target the LTS
MariaDB 13 adds Oracle-style REF CURSOR and RECORD support that removes real migration blockers. But it is a rolling release without bug-fix updates, so plan production on an LTS.
Akash Mohapatra
Sep 19, 2026
Salesforce Core pricing: $195 a user, and when a custom CRM wins
Salesforce replaced Enterprise at $175 with Core at $195 on 3 September, bundling Slack, Tableau Next, Premier Success and agent credits. Who that helps, what it costs over five years, and when a custom CRM wins.
Akash Mohapatra
Sep 19, 2026
Magento 2.4.6 end of support: upgrade or replatform before PHP 8.2 ends
Adobe Commerce 2.4.6 left standard support on 11 August, and Adobe warns that 2.4.6 on PHP 8.2 puts PCI compliance at risk from the end of 2026. The dates, and how to choose between upgrading and replatforming.
Akash Mohapatra
Sep 19, 2026
The GPU utilization Kubernetes clusters can reach: one bank went from 35% to 60%
China Merchants Bank unified training and inference on one Kubernetes control plane, lifting accelerator utilisation from 35% to over 60% and cutting cost per million tokens by more than 60%.
Akash Mohapatra
Sep 19, 2026
UAE child digital safety law: why 'enter your birthday' no longer counts
The UAE's child digital safety law applies to apps, games and e-commerce platforms targeting UAE users, wherever they are built. Its rules rule out self-declared age checks, and the grace period ends in 2027.
Akash Mohapatra
Sep 19, 2026
Feature flag cleanup with AI agents: DoorDash's $4.79 per flag
DoorDash's agents turned 50 stale feature flags into 45 usable pull requests at an average of $4.79 and 13.8 minutes each. Why flag removal is an ideal first job for coding agents.
Akash Mohapatra
Sep 19, 2026
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