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US, UK warn of exploited Citrix NetScaler zero-day bugs

Incident responders began warning of potential vulnerabilities in NetScaler Gateway products on Saturday before cybersecurity agencies in the Netherlands, U.S. and U.K. released advisories on Sunday confirming vulnerabilities. Citrix itself confirmed eight new vulnerabilities.

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Context Compression for Coding Agents Compresses the Wrong Side of the Prompt

Most engineering teams working on long-context agents hit the same billing wall around turn twenty. A coding agent runs twenty shell commands, reads twelve files, and runs pytest three times.

  • Traditional teams compress agent transcripts, but study shows this degrades coding agents.
  • LOHA and ACD techniques preserve agent's own decisions and tool outputs.
  • LOHA reduces token count by 43%-57% and improves task completion rates.

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