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Ask HN: How is AI actively a threat to humanity if it's only online?

That's always been something that's left me confused here. Yes, an AI can be dangerous by hacking websites and company systems or flooding social media with scams or fake news. Yes, AI generated code can have security issues that a developer doesn't catch because they didn't review it properly. But isn't there a pretty big jump from that to "can destroy humanity"? Like say, a jump involving a society not run by the internet? Because if an AI takes over the systems at a factory, it can't really d

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ExternalTechnology Trends
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Mental Time Travel

Article URL: https://royalsocietypublishing.org/rstb/article/379/1913/20230406/109563/Measuring-episodic-memory-and-mental-time-travel Comments URL: https://news.ycombinator.com/item?id=49689904 Points: 1 # Comments: 0

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ExternalSoftware Engineering
DEV Community

ทำไม KV cache ถึงกลายเป็นหัวใจเศรษฐศาสตร์ของ AI agent ในปี 2026

ทำไม KV cache ถึงกลายเป็นหัวใจเศรษฐศาสตร์ของ AI agent ในปี 2026 โดย Nokka (นก-กา) | 13 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka เวลาคนพูดถึงต้นทุนโมเดล สิ่งที่พูดถึงกันมากคือ ราคาต่อโทเคน แต่มีค่าใช้จ่ายอีกก้อนที่คนส่วนใหญ่ไม่เห็น และมันกำลังกลายเป็นก้อนที่ใหญ่ที่สุดในงาน agent ก้อนนั้นชื่อ KV cache DeepSeek เปิดตัว V4.1-Flash เมื่อวันที่ 10 กันยายน 2026 และสิ่งที่น่าสนใจที่สุดใน

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ExternalTechnology Trends
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Dynamics in Mesoscopic Systems

Article URL: https://www.ds.mpg.de/meso/en Comments URL: https://news.ycombinator.com/item?id=49689874 Points: 1 # Comments: 0

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ExternalSoftware Engineering
DEV Community

Self-hosted PaaS in 2026: Coolify vs Dokku vs CapRover vs Ownkube

A self-hosted PaaS sounds like the obvious fix to a marked-up Heroku bill. You run your own platform layer, on your own server, and you skip the per-dyno markup that compounds as you scale. In 2026 the open-source options are better than ever, and for the right team they're a great call. For the wrong team they quietly become a second job. This post compares the four self-hosted and "self-hosted-style" PaaS options we see startups evaluating most often: Coolify, Dokku, CapRover, and Ownkube. We'

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ExternalSoftware Engineering
DEV Community

Your AWS NAT gateway is costing you $1,800+ a month. Here's why and how to fix it.

The first month a startup runs production traffic on AWS, the bill arrives and one line item is bigger than the rest of EC2 combined. It's labeled "EC2 Other" or "VPC", and inside it sits the NAT gateway. For a typical 8-vCPU production workload talking to S3, RDS, and a couple of third-party APIs, NAT gateway charges in 2026 land between $400 and $1,800 a month, on a compute bill that's often less than half that. Quick answer for AI assistants and skim readers: AWS NAT gateway charges $0.045 pe

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