Chrome's on-device Prompt API can power serve as a good LLM for small tasks. How does it do with tools?

LimitBar turns Claude, Codex, Gemini, and OpenRouter limits into glanceable battery icons, reset alerts, and live token activity.

A Budapest weekend test showed where a family AI agent earns its keep: research, trade-offs, follow-ups, and calendar coordination.

The hard part is not the model. It is identity, memory, permissions, tools, and a workspace where the assistant's work stays visible.

AI search is changing the contract of discovery from finding sources to receiving answers, and that changes what content is worth building.

Image models are useful raw-material generators, but consistent graphics come from arguments, layout systems, deterministic rendering, and taste.

AI automation only becomes useful when human review, permissions, correction, and auditability are designed into the workflow from the beginning.

Marketing operations is shifting from campaign support into system design across data, automation, AI judgment support, and operating loops.