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Reflection previews Beam, a 501B open-weight MoE coding model with Apache 2.0 weights due this month

Beam activates 23B of its 501B parameters per token, has 1M-token context, and Reflection reports 80.9 on SWE-bench Verified and 80.1 on Terminal Bench 2.1, roughly level with GLM 5.2 at 3–4x less inference compute but behind Kimi K3 and GLM 5.3. It's waitlist-only for now, with weights, a technical report, and fine-tuning tooling promised later in October.

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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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