Datadog’s first investigation-focused model (post-trained on GLM-5.3 Flash with RL in incident simulations) powers Bits AI SRE: medium effort matches GPT-6.1 Sol / Claude Opus 5.5 quality at ~3–8× lower estimated inference cost; closed preview for production alerts.
Agentic Reliability Center GA gives one metered telemetry+LLM door, shared operational memory, and human-in-the-loop policy gates; new MCP lets Claude Code/Cursor/Codex investigate incidents from the IDE while inheriting audit trails and approval gates.