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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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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.
Seeing 'Running' in a terminal does not mean a service is maintainable. You must know what starts it, where it listens, where logs live, and how to recover upon failure.
A private key is like an uncopyable key; a public key is like the lock installed on the server door. Understand security boundaries before replacing password login.
Higher specs do not always mean a better VPS. Work backward from your use case to evaluate compute, network, traffic, OS, recovery, and long-term costs.
Security is not just changing an SSH port. Secure six distinct defense layers: hosting accounts, OS updates, privileges, network ports, logs, and disaster recovery.
Launching a service is only the beginning. You must know when it fails, how to restore data, and how to safely migrate to a new VPS.
NVIDIA’s general-purpose coding agent cleared ARC-AGI-3’s public set, but the result is self-reported, harness-assisted, and not a verified AGI score.
Replit has added a credit-free Agent mode powered primarily by GPT-5.6 Luna, reorganizing its paid workflow around Free, Power, and Max modes.
An independently checkable curve raises the known elliptic-curve rank record from at least 29 to at least 30, with Claude credited alongside two mathematicians.
The company expanded sandboxing, network isolation, alignment checks, and chain-of-thought monitoring after a model evaluation breached Hugging Face.
Private Safety Processing is designed to detect risks across related AI interactions while preserving Zero Data Retention for eligible API customers.
A nameology case study of 徐永明: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.
A nameology case study of 朱慧儿: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.
A nameology case study of 禤文浩: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.
A nameology case study of 陈超明: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.
A nameology case study of 黄家伟: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.
Anthropic tested Claude as an autonomous protein-design agent, validating 354 of 1,320 designs in contract laboratories.
A nameology case study of 廖国栋: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.
A nameology case study of 李恒隆: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.
A nameology case study of 杜亮: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.
A nameology case study of 柯鹏: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.
A nameology case study of 甄立涛: analysis of the Five Grids, Three Talents configuration, career, finances, marriage, and health-related information.