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PPA constraints need to be paired with real workloads, but they also need to be flexible to account for future changes.

Google DeepMind has added Agentic Vision to Gemini 3 Flash, enabling active image exploration through Python code execution with 5-10% quality improvements.

Anthropic is quietly testing new Claude updates, including a Plugins section, Sketch attachments, and Cowork tasks in Projects.

Microsoft has patched 112 vulnerabilities in January 2026, including CVE-2026-20805, a Desktop Window Manager zero-day that ...

Two fake spellchecker packages on PyPI hid a Python RAT in dictionary files, activating malware on import in version 1.2.0.