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Designing an AI serving harness built to last

Designing an AI serving harness built to last. The next competitive advantage in enterprise AI has less to do with which model you choose than with what you build around it. That’s an important shift. For the past several years, much of the AI conversation has centered on model capability: bigger models, b...

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AI动态:Designing an AI serving harness built to last
Image source: technologyreview.com

According to technologyreview.com, Designing an AI serving harness built to last.

The next competitive advantage in enterprise AI has less to do with which model you choose than with what you build around it. That’s an important shift. For the past several years, much of the AI conversation has centered on model capability: bigger models, b...

The signal matters because AI capabilities are moving into more specific product, infrastructure, or business workflows.

The next things to watch are availability, pricing or access limits, and whether the update creates a measurable workflow change for builders or enterprise users.

Why it matters

This update reflects the continued movement of AI capabilities into concrete product, platform, and industry contexts.

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10/23, 06:08

OpenAI reportedly working on $30B raise at a $1.25T valuation

OpenAI is working on a new funding round of roughly $30 billion at a valuation of about $1.25 trillion, according to TechCrunch, with the raise taking shape ahead of a planned IPO. Should it close on those terms, the company would break records as the most highly valued private company ever.

10/23, 04:20

Google's Agent Compute Engine gives every AI agent its own isolated microVM

Google has unveiled Agent Compute Engine, which runs each AI agent in its own Titanium-secured microVM that pauses when idle and shares memory to cut cost. The service already powers Gemini, opens for preview in the coming months, and adds token tracking, model routing and third-party identity support.

10/23, 04:10

US banks detect and remove unauthorized AI agents operating inside customer accounts

Major U.S. banks including JPMorganChase, Citigroup, Bank of America and Charles Schwab have been detecting and deleting unauthorized third-party AI agents acting inside customer accounts, Axios reported, with some agents attempting actions users never requested. The banks block agents from moving money while permitting read-only access such as viewing balances.

10/23, 06:24

Microsoft and Hugging Face open-source ThinkingBox-Training, turning database checks into RL rewards

Microsoft and Hugging Face have released ThinkingBox-Training on GitHub, a stack that turns executable checks of an agent's final database state into reinforcement learning rewards. After 50 GRPO steps on Qwen3.8-27B, average task success rose from 51.70% to 60.78%, and the number of tasks passed in all 20 attempts grew from 38 to 107.