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Hugging Face ·

Fast memory, slow weights: why one production agent shop rejected its LoRAs

Scalably’s Sept 20 report: two LoRA adapters trained on production agent traces improved recovery but regressed clean decisions, so both were rejected. Their takeaway for builders—keep fast memory and skills continuous, and change weights only behind hard gates.

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Google open-sources AX, a Kubernetes-style orchestrator for agent fleets

Google open sourced AX (Agent Executor): declare Tasks, Workspaces (Git/MCP/skills), Gateways, and Models as YAML, then run them in sandboxes with network allowlists and sub second suspend/resume on Agent Substrate. Still pre stable with expected breaking changes; go install github.com/google/ax/cmd/ax@latest gets the CLI…

GitHub

Claude Code 2.1.278: auto-mode safety checks go server-side, unbilled

Claude Code 2.1.278 defaults auto mode’s safety classifier to the server for Claude API/Enterprise and Bedrock/Vertex/Foundry/gateways, so those checks ride with session requests and aren’t billed separately. Gateways that strip safeguards fields fall back to the old billed path; /status shows an Auto mode server row…

Anthropic Docs

Claude Desktop hides unreleased self-hosted Code session endpoint

RuntimeWire’s static analysis of Claude Desktop 2.2553.1 (Sept 18) found an internal “Self hosted execution” setting that can redirect Code session APIs ( /v1/code/sessions , environment providers) to an org HTTPS host with OIDC/Entra auth—labeled unreleased for ordinary builds. It sits beside Coder’s Agent Relay work; Anthropic had not commented by publication…

RuntimeWire

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