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ราคา cache hit 0.003 ดอลลาร์ ที่เปลี่ยนวิธีเทียบโมเดลทั้งตลาด 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 เวลาคนเทียบราคาโมเดล สิ่งที่ดูกันคือ ราคาต่อโทเคน แต่มีตัวเลขอีกตัวที่คนส่วนใหญ่ไม่ดู และมันต่างกันมากกว่าที่คิด ตัวเลขนั้นคือ ราคา cache hit ตัวเลขที่ต่างกันเกิน 100 เท่า DeepSeek ตั้งราคา V4.1-Flash ที่ 0.003 ดอลลาร์ต่...

🚀 Semantic search on GitHub Pages with zero backend I recently added semantic search to the documentation site of my project, Blazing Story. The interesting part is that the site is a Blazor WebAssembly standalone app hosted on GitHub Pages. There is no server-side code, no API, and no database. Yet users can search documentation by meaning rather than exact keywords. Here's how I built it. 🔰 What is vector search? Vector search turns data such as text or images into...

Introduction Before you move furniture into a new house, you install the locks, the cameras, and the gates. Kubernetes is no different, yet engineers constantly build clusters inside-out, treating security as a cosmetic bolt-on to be handled "later." Not this time. The order here is entirely deliberate. You don't move into a finished house and then start wondering about the security system—you wire the alarms while the building is still empty. With my 29-node RKE2 infrastructure full...

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9/13/2026: Trending stories on Hackernoon today!

Everyone says AI made trust the new moat. Shutterstock lost $155.9M, book revenue fell for human authors, and Wiley has four AI customers. The data disagrees.

A boundary-first benchmark of a crypto trading framework’s local order loop, with clear exclusions, run-level latency numbers, and reproducibility caveats.

YouTube erased 4.7B views of "AI slop" in January 2026, but the algorithm's proxy for slop is a missing human face, and that catches directed AI films too.

Article URL: https://twitter.com/TechEmails/status/2099214399840059428 Comments URL: https://news.ycombinator.com/item?id=49688157 Points: 245 # Comments: 98

Article URL: https://pages.cs.wisc.edu/~plonka/netgear-sntp/ Comments URL: https://news.ycombinator.com/item?id=49688391 Points: 41 # Comments: 5

Article URL: https://www.vals.ai/blogs/fable-solves-cyphral-distich Comments URL: https://news.ycombinator.com/item?id=49688695 Points: 325 # Comments: 118

Article URL: https://cacm.acm.org/blogcacm/why-is-privacy-so-hard/ Comments URL: https://news.ycombinator.com/item?id=49688766 Points: 8 # Comments: 7

Article URL: https://community.signalusers.org/t/registration-without-a-phone-number/2222?page=10 Comments URL: https://news.ycombinator.com/item?id=49689048 Points: 20 # Comments: 2

Article URL: https://bcantrill.dtrace.org/2026/09/13/the-contagion-of-fear/ Comments URL: https://news.ycombinator.com/item?id=49689460 Points: 61 # Comments: 37

Article URL: https://openai.com/index/better-language-models/ Comments URL: https://news.ycombinator.com/item?id=49689706 Points: 30 # Comments: 10

The Units are a band I discovered in part thanks to No Dogs in Space. During their miniseries on The Screamers (another incredible band worth checking out), they mention synthpunk.org as one of their sources. And there's no better way to get my attention than to combine two of my favorite things - punk rock […]

Bloomberg's Mark Gurman says Apple is developing two game controllers for the iPhone and will likely sell them under the Beats brand. Rumors that Apple might enter the game controller business have circulated for some time. But last week, MacRumors reported finding two references in macOS 26.7's code to two game controllers identified as first-party […]

Yesterday, Anthropic CEO Dario Amodei published a lengthy open letter saying it was time to "pace the frontier" and slow down AI development. OpenAI's Sam Altman and Elon Musk both agreed, publicly voicing their support on X. Even Alphabet's Demis Hassabis offered tentative support for Amodei's proposal. Donald Trump and House Speaker Mike Johnson, however, […]

Welcome back to TechCrunch Mobility, your hub for the future of transportation, and now, more than ever, the role AI is playing in it.

Obama recently said that Democrats need to make artificial intelligence one of their “central agendas” and “have a very clear plan” to address concerns around the technology’s economic impact and safety.

On Equity, we discussed the AI industry's latest debate about whether it poses an existential threat to humanity.

Integrating the official Telegram Login Widget allows users to authenticate on a web application using their Telegram account. When a user authorizes via the widget, Telegram passes authentication parameters (such as id , first_name , username , auth_date , and hash ) back to your specified redirect URL or JavaScript callback. In this tutorial, we will construct a backend validation mechanism in PHP and implement it inside a Yii2 application controller. We will compute the expected HMAC-...

Designing a plugin architecture for third-party database providers in a TypeScript application Cevheri Cevheri ...

If you're building MCP servers in .NET with instance-based tool classes — the kind that take ILogger<T> , HttpClient , or a repository through constructor injection — there's a good chance you've already hit this at runtime: System.Reflection.TargetException: Non-static method requires a target. No warning at startup. No compile-time error. Just a crash the moment an AI model calls your tool in production. This post explains why it happens, shows the two-line fix in ...

This article is a beginner friendly guide that gets you started into learning SQL as a programming language. Introduction Relational databases store data in tabular form, often referred to as structured data. The alternative is Unrelational databases. Now SQL is simply the programming language that enables you to do so. SQL stands for Structured Querry Language Basics To understand a Structured Querry Language , these 4 concepts should come in mind: Tabl...

You sit down Saturday with one failing test file. The stack trace is ugly and long. You want a tiny helper that groups those failures. Ninety minutes later you are still retrying a model. The helper never became a demo. The weekend dissolved into another chat. This log cuts that loop. You freeze three files. You wrap the run in a timeout. You write a receipt. Then you stop. The Saturday trap You do not lack ideas on Saturday morning. You lack a stop rule. Chat tools invite ...

Damn, I like standards! I'm so happy to live in a world where we can finally use USB-C for almost everything... Oh, the article is not about USB-C, but about JSON Schema finally getting a "Standard" in 2026! Well, I'm kidding here... JSON Schema is a standard itself, which has existed for a long time already- multiple standards, actually: first proposal 2007, draft-04, draft-07, draft-2020-12, openapi-3.0, and they don't stop. Describing JSON with JSON - what can be better? This is what JS...

The project keeps derived claims from rotting with freshness pins. A pin is a row that cites another file and records the hash of the bytes it was derived from. A small device recomputes those hashes and re-keys the rows. If a pin cannot be reproduced, the check that depends on it goes red instead of quietly lying. It went red. The cause was not the pin it named. One bad row, 29 failing tests verdict-check, before the fix tests 59 total, 30 passed, 29 failed OK_READ...