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Check your website's PHP version today, because two remote code execution flaws now have patches

The PHP team patched two remote code execution flaws on October 21. Five steps to learn which version your site runs and to ask your provider about the patch.

What Changed

PHP's patch, Muse's reopened links and an agent score each leave a job with you

PHP added one config line worth turning off after the patch, Muse link titles remain in DNS, and Self-Direction lets agents learn from mistakes. Each story comes with one task for the week.

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Five steps to recheck every AI assistant share link you have sent, after Muse put chat titles in DNS

Claroc found 6,800+ Muse share pages through DNS. Five steps to review and revoke the share links from your AI assistant.

Build with AI

OpenAI opens the Decisions API for small classification and routing steps inside apps

OpenAI says the Decisions API chooses up to 10x faster. Run it next to your current method on 30 cases with real answers, and set a confidence threshold to hand hard cases to a person.

Build with AI

Before swapping XGBoost for NVIDIA's Kumo Relational, run it on one prediction you already know the answer to

NVIDIA says Kumo Relational beats XGBoost with no task-specific training. Four steps to test it on a live prediction, with the same customers and cutoff date.

AI at Work

AWS and Keyfactor give three AI agents their own certificates, so revoking one certificate cuts the whole chain

AWS and Keyfactor give each AI agent its own certificate, and revoking the user's certificate cuts the whole chain. Three questions to test your own system.

English edition

Small on purpose, reviewed independently.

The English edition begins with selected evergreen and practical stories. A Vietnamese approval never automatically approves an English version; every English revision has its own review.