Canva AI 2.0 can build the campaign. Run this migration test first
Canva AI 2.0 connects layered design, brand controls, connectors and scheduling. Use this five-brief test before moving a campaign workflow.

What’s new. What matters. What do you think?
Canva AI 2.0 connects layered design, brand controls, connectors and scheduling. Use this five-brief test before moving a campaign workflow.
By Abdessalam Alaoui
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Open the full discussionGoogle Pics, Canva and Adobe Express can all make AI visuals. The better choice depends on handoff, brand control, publishing, repair time and access.
By Abdessalam Alaoui
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Gemini 3.8 Flash Cyber reaches 47.2% on CWE-bench at $3.64 per rollout. Fairwind access, benchmark limits, and production controls matter more.
By Abdessalam Alaoui
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Hugging Face released 207 versioned WebGPU kernels and reports a 2.57x geometric-mean operation speedup on one M4 test. Full-model and device tests still decide the win.
By Abdessalam Alaoui
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Anthropic released shopping and merchant agent reference code under Apache 2.0. The launch thread adds company-reported conversion figures, while production teams still own identity, authorization, audit, and payment controls.
By Abdessalam Alaoui
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Gemini agentic video processing selects the moments it needs instead of encoding every frame. The savings are company-reported, and the processing trace is the audit point.
By Abdessalam Alaoui
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Google Pics brings prompt-based image creation and editing into Workspace. It is default-on for eligible users, desktop-only, and still needs a brand and export test.
By Abdessalam Alaoui
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Google will route Gemini 2.5 Pro and Flash requests to different replacement models from December 1. Review request compatibility and destination-model billing.
By Abdessalam Alaoui
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Ollama replaced GPU-time limits with token billing and monthly pools. Calculate utilization, successful-task cost, and reset waste before switching.
By Abdessalam Alaoui
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Google TimesFM-3 adds multivariate, single-pass forecasting with uncertainty bands. Its default weights carry a non-commercial license.
By Abdessalam Alaoui
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OpenClaw 2.0 changes models, plugins, credentials, approvals, workers, and configuration. Use this six-boundary migration gate before production.
By Abdessalam Alaoui
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Basis, Clay, and Exa use agents for onboarding, account triage, and tested pull requests. Only two cases report time savings, and one exposes a clear review gate.
By Abdessalam Alaoui
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