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Liang Wenfeng: 'I'm Willing to Pay a Premium for GPUs, Afraid I Can't Get Them' — Computing Power Shortage Becomes Industry Consensus
Published Jul 23, 2026DeepSeek founder Liang Wenfeng stated in an investor meeting that he is willing to pay a premium for NVIDIA GPUs, as the cards pay for themselves in 10 months, better than bank interest. He currently has about 20,000 H-equivalent GPUs, but training larger models would require 50,000 GB300 or 200,000 Huawei cards. The article also cites Anthropic, TSMC, Google, etc., highlighting surging demand and tight supply, with the market recalibrating valuations.
- DeepSeek
- AI市场
- 算力
- 梁文峰
- GPU采购
- News
Kimi K3 achieves zero-click arbitrary command execution in Telegram Desktop and iOS (one gadget away from full RCE)
Published Jul 23, 2026Security researchers found that Kimi K3 achieved a zero-click arbitrary command execution in Telegram Desktop and iOS apps, with ASLR pinned, just one gadget away from full RCE.
- Telegram
- 安全
- 漏洞
- Kimi K3
- 0day
Kimi K3 discovered 19 zero-day vulnerabilities in the latest Redis 8.8.0 within 1.5 hours, and also provided an RCE exploit. This demonstrates the model's powerful capability in security vulnerability discovery.
- 安全
- Redis
- Kimi K3
- RCE
- 0day
Wispro is a voice-to-text tool that uses AI to turn speech into accurate written text, letting you work faster without typing.
- Productivity
- dictation
- AI writing
- voice typing
OpenCode Superapp combines the power of OpenAI Codex with local self-hosted models and voice control for flexible coding.
- codex
- local models
- OpenCode
- developer tools
- voice
Quaso is a no-code AI automation agent that performs tasks across apps and browsers, boosting productivity.
- AI agent
- automation
- no-code
- Browser Automation
Cosyra 2.0 is a cloud workspace for coding agents, accessible from your phone, enabling coding on the go.
- mobile
- coding agent
- developer tools
- cloud workspace
Blaxel Agent Drive offers a shared filesystem tailored for AI agents, facilitating collaboration and data sharing among multiple agents.
- AI agents
- developer tools
- collaboration
- shared filesystem
Basedash is a developer platform that lets you easily integrate AI-powered analytics into your product, accelerating data intelligence.
- no-code
- business-intelligence
- developer platform
- AI analytics
Megaphone is an open-source Mac dictation app that runs entirely on-device, ensuring privacy with accurate speech-to-text.
- open-source
- macOS
- on-device AI
- dictation