Tools

GLM-5.2: Open 1M-Context Model for Long-Horizon Agent Tasks

GLM-5.2 is the first open-source model to make 1M-context genuinely usable for long-horizon coding agents, trailing only Opus 4.8 on FrontierSWE and Terminal-Bench 2.1 while beating GPT-5.5 and Gemini 3.1 Pro. Its IndexShare architecture cuts per-token FLOPs by 2.9× at 1M context, and the anti-hack RL training stops reward hacking without crashing rollouts.

Read MoreGLM-5.2: Open 1M-Context Model for Long-Horizon Agent Tasks

UK’s shift from AI potential to agentic enterprise production

This article tracks the UK's shift from AI experimentation to agentic enterprise production, anchored by Google Cloud's partnerships with HSBC, Ineffable Intelligence (record $1.1B seed), and public sector tools reducing document processing from two hours to two minutes. For builders, the key insight is that agentic systems require the full integrated stack—silicon, models, and infrastructure—not just frontier models.

Read MoreUK’s shift from AI potential to agentic enterprise production

Google’s New Data Agents and Tools for the Agentic Data Cloud

Google's Agentic Data Cloud announcement tackles the core problem of grounding AI agents in enterprise data with near-100% accuracy, shipping a suite of new data agents, conversational analytics across multiple databases, and managed MCP servers—making it easier to build secure, context-aware agents without hosting your own infrastructure.

Read MoreGoogle’s New Data Agents and Tools for the Agentic Data Cloud

Looker Dashboard Agents 预览:对话式 BI 直接嵌入仪表板

Traditional dashboards provide static views that break down when users need to ask follow-up questions or explore beyond pre-built metrics. This forces business users to either interrupt their workflow or queue requests for data analysts, creating a bottleneck in agile decision-making. Looker dashboard agents tackle this tension by embedding an intelligent conversational layer directly inside the dashboard interface, letting users ask natural-language questions without leaving the tool.

Read MoreLooker Dashboard Agents 预览:对话式 BI 直接嵌入仪表板

OpenAI acquires Ona to give Codex agents persistent cloud execution

OpenAI is acquiring Ona to give Codex agents persistent, secure cloud environments where they can work for hours or days, not just minutes. For organizations moving agents into production, this means agents operate inside the org's own cloud with controlled credential scoping, logging, and review, while OpenAI provides the orchestration.

Read MoreOpenAI acquires Ona to give Codex agents persistent cloud execution