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Cloudflare announced an integrated application security framework that connects vulnerability discovery, agent governance, runtime protection, and incident response within a continuous learning loop. The offering includes capabilities for scanning applications with language models, validating agent traffic, enforcing positive security policies, and expanding access to threat intelligence.
GitHub Security Lab explained the Fuzzing Taskflow workflow, built on the Taskflow Agent framework, which uses a language model to discover entry points, write testing harnesses, improve coverage, triage crashes, and prepare preliminary vulnerability reports. The project warns against running it directly on host systems because the agent executes build and runtime commands that may be affected by prompt injection.
Amazon said that the Amazon Leo constellation comprises nearly 400 satellites, with plans to offer direct-to-phone connectivity beginning in 2028, alongside the development of tools for AI governance and improved water efficiency in data centers.
Microsoft says Defender missed fewer high-severity threats than the other solutions included in the benchmark for the period from May to July 2026, with a clear advantage in post-delivery remediation. The results also show that artificial intelligence is increasing attackers’ ability to impersonate others, and that effective protection requires continuous measurement and multiple layers.