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Public notes on AI learning, social observation, finance, programming, religion and spiritual practice, divination, and case studies.
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OpenAI plans to wind down its model-supply agreement with Cursor after SpaceX’s acquisition, leaving developers with a proposed November cutoff and limited alternatives.
Anthropic has opened a limited research preview of MHS, a planned open standard for connecting AI agents to laboratory instruments and industrial hardware.
Google’s production-ready Gemini Omni update gives developers finer control over AI video generation and editing, including 10-second context for extensions.
Researchers analyzed nearly 250,000 Claude conversations to measure task stakes, human control, learning, and collaboration failures.
Future Claude models will embed statistical watermarks in generated text and attach signed provenance metadata to supported files.
Google’s new transcription model separates real-time streaming from recorded-audio processing while adding automatic cleanup and formatting.
ChatGPT and Codex can now discover and use structured tools supplied by compatible websites, although access remains limited by model, workspace, and browser.
A new secure sign-in flow lets ChatGPT Work operate authenticated websites while isolating credentials from the AI model.
OpenAI has published the first measured results for Jalapeño, its custom inference chip, alongside deployment plans and important benchmark caveats.
OpenAI has launched a higher-capacity ChatGPT Business seat that teams can mix with Standard seats inside one managed workspace.
A nameology case study of 郑坚克: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.
A nameology case study of 黄瑞: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.
Grok 4.6 combines additional agent training with stronger knowledge-work results, fewer benchmark turns, and lower task costs.
Groq will deploy NVIDIA’s new low-latency LPX inference racks alongside Vera Rubin NVL72, but has not announced a launch date or pricing.
Marin’s largest training run will use 11 GB200 NVL72 systems for roughly three months while exposing its architecture, experiments, telemetry, and failures.
GPT-5.6 Sol now costs $4 per million input tokens and $20 per million output tokens, with lower rates also reaching eligible Codex and ChatGPT Work credit usage.
A nameology case study of 刘穗娥: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.
A nameology case study of 朴伟: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.
A nameology case study of 陈雪生: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.
A domain is not a server, and DNS does not transfer web pages. Understand the complete chain from domain resolution to HTTPS encryption and backend application delivery.
SSH is your primary front door; the web console is your emergency rescue key. Save recovery access and verify host fingerprints before logging in.
Instead of starting with proxy node configuration, start from a single VPS to understand networking, SSH, Linux services, DNS, HTTPS, and disaster recovery.
Your traffic does not travel across the globe in a straight line. Understanding AS, BGP, and asymmetric routing is essential to evaluating VPS network quality.
1 Gbps is only a theoretical ceiling. Real-world user experience depends heavily on latency, jitter, packet loss, actual throughput, and application response time.