https://theplainsignal.com/article/github-agentic-workflows-timelines-spend-sandbox-audit The Plain Signal en 2026-10-12 GitHub's agent workflows gained timelines, spend and sandboxes. The audit trail is becoming the product https://theplainsignal.com/article/hcltech-anthropic-business-unit-governed-agent-exit-doors The Plain Signal en 2026-10-12 HCLTech gave Anthropic its own business unit. Governed agents need exit doors https://theplainsignal.com/article/microsoft-ai-emergency-brake-owner-incident-disclosure The Plain Signal en 2026-10-12 Microsoft wants an emergency brake for AI. Somebody has to own the handle https://theplainsignal.com/article/uk-ai-national-defences-verification-plan-numbers The Plain Signal en 2026-10-12 Britain is strengthening its AI defenses. The verification plan still needs numbers https://theplainsignal.com/article/mcp-reference-servers-1-0-0-permission-map The Plain Signal en 2026-10-12 MCP gave four reference servers a 1.0.0 badge. Permissions still decide the risk https://theplainsignal.com/article/australia-epistemic-safety-posterior-steering-oversight The Plain Signal en 2026-10-11 Australia asked if an AI can bend the overseer while finishing the job https://theplainsignal.com/article/brazil-pepe-mujica-regional-science-funding-ai-map The Plain Signal en 2026-10-11 Brazil added R$160 million to a regional science call. AI cannot swallow the map https://theplainsignal.com/article/china-ai-employment-action-worker-outcome-ledger The Plain Signal en 2026-10-11 China announced an AI jobs action. Workers need the outcome ledger https://theplainsignal.com/article/microsoft-decision-1-calibrated-choice-audit The Plain Signal en 2026-10-11 Microsoft built a model that only chooses. Its confidence needs an audit https://theplainsignal.com/article/mistral-managed-deployments-github-worker-egress-control The Plain Signal en 2026-10-11 Mistral will run workflow workers from GitHub. The egress switch matters https://theplainsignal.com/article/codex-composer-predictions-review-before-send The Plain Signal en 2026-10-11 Codex now predicts your next prompt. The useful default is still review https://theplainsignal.com/article/github-copilot-jetbrains-model-default-mcp-off-switch The Plain Signal en 2026-10-11 GitHub let JetBrains admins choose the default model. MCP finally got an off switch https://theplainsignal.com/article/shiksha-copilot-karnataka-teacher-time-kannada-review The Plain Signal en 2026-10-11 Shiksha Copilot saved teachers time. Kannada still needed the humans