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Low-Cost Intelligence vs. Expensive Ambitions: DeepInfer, DSX POD, and AI Investment Expansion

Issue 958 of “The Sequence Radar” examines inference software, modular AI factories, and enterprise AI investments side by side: cheaper per-inference does not necessarily mean lower overall industry spending. This article is compiled from the original publication and supplemented with technical scope and delivery terms based on DeepSeek and NVIDIA’s official materials.

推理软件效率与模块化AI基础设施投入的编辑示意,非实际产品照片
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Open WebUI v0.12.4 Released: On-Demand Skill Loading, Context Compression Visualization, and Hundreds of Accessibility Improvements and Bug Fixes

Open WebUI v0.12.4 is a major maintenance release of the open-source large language model frontend, published before the trusted metadata date of 2026-10-25. Key updates include on-demand skill loading (requires enabling the built-in Skills tool and is disabled by default), explicit marking of the context compression process during chat, accessibility enhancements that address over one hundred WCAG compliance issues, and 26 feature fixes and behavioral adjustments verified through GitHub PRs/issues—covering strengthened permission controls and bug fixes for scenarios such as Safari, RTL, and multi-folder support. No new models, APIs, or third-party services were introduced, nor were any performance benchmarks, user data, or regulatory information included.

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OpenAI is pursuing $30 billion in new funding, aiming for a pre-money valuation of $1.25 trillion, while its IPO process has been put on hold.

According to TechCrunch, citing CNBC, OpenAI is in talks with Coatue and UAE investors for a new round of private financing worth approximately $30 billion, with a pre-money valuation of $1.25 trillion; if finalized, this would set a new record for the highest valuation among unlisted companies worldwide. Earlier, Bloomberg reported a target valuation of $1.4 trillion, though the terms have not yet been finalized. OpenAI filed confidential IPO documents in June 2026, following a previous funding round in March 2026 that valued the company at $852 billion.

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