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An always-on agent needs durable state and a stopping rule

OpenRouter published an always-on agent example built around scheduled checks, persistent memory, and spending limits. The design highlights the operational details that determine whether a background assistant remains useful after its first successful run.

Gemini Computer Use reaches general availability

Google made Computer Use generally available across two Gemini API surfaces. Broader availability gives developers a clearer integration path, while screen-driven actions still need state checks and carefully bounded execution.

Figma trains an editing model around the existing canvas

Figma described specialized training for an agent that edits existing designs. The work emphasizes native structure, instruction fulfillment, and preservation of surrounding content, offering a different challenge from generating a fresh mockup.

Factory Droid 1.0 reorganizes how agents call tools

Factory introduced Droid 1.0 with a programmatic tool-calling engine and a model-independent harness. Executing larger workflows per model request could improve efficiency, provided failures and permissions remain understandable at each step.

Microsoft offers a shared Copilot harness through Foundry

Microsoft announced a common Copilot harness available through Foundry. A managed orchestration layer could reduce duplicated engineering, but teams still need to understand how context, controls, and model changes affect their agents.