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Oct 19, 2026
AWS’s nine-stage agent evaluation loop catches failures that uptime cannot see
AWS published a production AgentCore framework spanning golden sets, merge gates, canaries, adversarial tests, drift and feedback. Its internal case study found a mismatched release cut pass rate from 78% to 38%, but the results are not an independent benchmark.
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China’s draft AI export controls cover agents and giant models — what the proposal does
China is consulting on export bans and restrictions spanning 40 technologies, including 23 AI entries. The draft could affect sensitive-data models, high-capability systems and agents, but it is not yet a final blanket ban.
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Verify side effects before retrying agent tasks after an OpenAI outage
A timeout during OpenAI’s October 13 GPT-6.1 Sol incident does not reveal whether a stateful Codex action failed before or after an external service accepted it. Teams should reconcile side effects, reuse idempotency controls and replay only the missing step.