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CliffCompaction: up to 50% cheaper long-horizon coding agents

CMU’s CliffCompaction (arXiv 2609.26779) is a drop-in autocompactor that truncates tool I/O instead of summarizing, never rephrases, and discards prior compactions blocks so drift doesn’t stack—cutting cost up to ~50% on Terminal-Bench while matching or beating full-context runs. An open-source API-proxy works with Claude Code, Codex, and other harnesses; with parallel rollouts, compacted Kimi K2.6 matches Opus 4.7 for less than one GPT-5.3 Codex run.

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Darktrace MCP Server now generally available

Announced Nov 13, the server lets AI assistants query security alerts, pull Cyber AI Analyst findings, and run triage actions across licensed Darktrace products. A read only mode hides tools that change data…

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