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API deprecation used to mean an endpoint would change shape. For AI models it means the thing that answers your requests stops existing. OpenAI's deprecations page lists about fifty model snapshots with a shutdown date between September 24 and December 11, 2026, GPT-4 among them. Anthropic retired nine Claude models in twelve months. This is how model deprecation works under the hood: the lifecycle, what breaks in your code on the morning after, what "weights preservation" actually preserves, an...

Confused about managing cloud costs? We talk a lot about the technical side of cloud engineering. But when you are first starting out or even when you've been in the industry for years there is this quiet hesitation every time you hit launch on an expensive service. You want to experiment, you want to build wild architectures, and you want to push your skills to the absolute limit. But in the back of your mind, there is always that nagging fear: What if I misconfigure something? ...

The Quest Begins (The "Why") I still remember the first time I got a job offer after months of leetcode grinding. The recruiter slid over a PDF with a number that felt… okay, but not great. I was excited to finally have a foot in the door, yet a tiny voice whispered, “You could be leaving money on the table.” I’d heard the horror stories of engineers accepting the first number and regretting it months later when they saw a peer with similar experience pulling in $20k more. That feeling—like ...

AI ขายของบน WhatsApp: ดูคลิปแล้วทำตามได้ แต่อย่าลืมถามเรื่องโควตาก่อน โดย Nokka (นก-กา) | 3 ตุลาคม 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka TL;DR คลิปสาธิตของ Pabbly สอนสร้าง AI ตอบลูกค้าบน WhatsApp ได้ครบใน 8 นาที 46 วินาที และทำตามได้จริง แต่คลิปไม่บอกว่าคุณต้องมี OpenAI API key ของตัวเอง ต้องจ่ายค่า Meta ต่อข้อความ และมีระบบโควตาซึ่งเป็นตัวกำหนดต้นทุนจริง บทคว...

Hello, I’m Arthur. I want to share something I learned while working with websites and applications. When something breaks on a server, we usually look for a big reason. A server crashed. The application has too much traffic. The database is overloaded. But sometimes the problem starts with something very small. A forgotten process. A full disk. An old log file. A wrong cron job. These little things can slowly turn into bigger problems. A Full Disk Can B...

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content What I Built Fine Print reads contest rules so you don't miss the clause that disqualifies you. I enter a lot of hackathons and bounties. The rules for one contest are never on one page. There's a landing page, an FAQ, a contest-rules page, and the platform's general Official Rules, and they drift apart. This very challenge is a good example. Its own pages disagree in ways tha...

Why n8n Workflows Drop Idealista Data When Runs Exceed 300 Seconds When orchestrating web scrapers inside a production data pipeline, developers often default to synchronous webhook patterns. You configure an HTTP request node in n8n, point it to the Apify API run-sync endpoint, and wait for the payload to return. This simple pattern breaks down when scraping real estate listings from platforms like Idealista. The idealista-scraper is designed to handle pagination, mirror-first routing,...

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Article URL: https://underdog.ai/ Comments URL: https://news.ycombinator.com/item?id=49940411 Points: 3 # Comments: 0

Article URL: https://www.wsj.com/tech/ai/alexandr-wang-muse-meta-efae7659 Comments URL: https://news.ycombinator.com/item?id=49940469 Points: 2 # Comments: 0

Article URL: https://www.nature.com/articles/d41586-026-03005-2 Comments URL: https://news.ycombinator.com/item?id=49940517 Points: 6 # Comments: 1

Article URL: https://www.theregister.com/ai-and-ml/2026/10/02/arxiv-imposes-rate-limit-on-paper-submissions-to-stem-the-ai-slop-tide/5300899 Comments URL: https://news.ycombinator.com/item?id=49940745 Points: 5 # Comments: 2

Article URL: https://www.nature.com/articles/d41586-026-02930-6 Comments URL: https://news.ycombinator.com/item?id=49940931 Points: 1 # Comments: 1

Article URL: https://twitter.com/swc_rs/status/2105505428893544847 Comments URL: https://news.ycombinator.com/item?id=49941208 Points: 5 # Comments: 1

Article URL: https://www.echohive.ai/one-million-tokens-per-second Comments URL: https://news.ycombinator.com/item?id=49941327 Points: 5 # Comments: 9

Article URL: https://labelbox.com/ Comments URL: https://news.ycombinator.com/item?id=49941395 Points: 2 # Comments: 0

Article URL: https://twitter.com/koopuluri/status/2106244337814364332 Comments URL: https://news.ycombinator.com/item?id=49941419 Points: 2 # Comments: 3

Article URL: https://www.wsj.com/tech/ai/will-america-spend-9-of-its-gdp-on-ai-the-industry-is-counting-on-it-3501bb4f Comments URL: https://news.ycombinator.com/item?id=49941522 Points: 3 # Comments: 3

Article URL: https://slop-sense.labtoagi.com/ Comments URL: https://news.ycombinator.com/item?id=49941537 Points: 2 # Comments: 1

Article URL: https://github.com/hedgerow-dev/rowan Comments URL: https://news.ycombinator.com/item?id=49941569 Points: 3 # Comments: 0

Article URL: https://twitter.com/randal_olson/status/2105298222562582591 Comments URL: https://news.ycombinator.com/item?id=49941918 Points: 2 # Comments: 0

Article URL: https://codecapsule.com/2026/09/03/what-i-worry-about-with-ai/ Comments URL: https://news.ycombinator.com/item?id=49941927 Points: 1 # Comments: 0

We're building Hive — AI agents that are simpler and cheaper than existing solutions. Current problem: Existing platforms are too expensive and complex for small teams. Hive: Simple API. Actually works. Would you use this? Feedback appreciated. Comments URL: https://news.ycombinator.com/item?id=49941972 Points: 2 # Comments: 0

Article URL: https://www.reuters.com/world/europe/french-supercomputer-maker-bull-doubles-output-boost-europes-ai-ambitions-2026-10-01/ Comments URL: https://news.ycombinator.com/item?id=49942023 Points: 2 # Comments: 0

Article URL: https://arstechnica.com/security/2026/10/apple-changes-full-disk-access-permissions-to-curb-abuse-from-ai-agents/ Comments URL: https://news.ycombinator.com/item?id=49942045 Points: 2 # Comments: 0

Article URL: https://en.wikipedia.org/wiki/AI_effect Comments URL: https://news.ycombinator.com/item?id=49942086 Points: 2 # Comments: 0

Article URL: https://openengine.cc/blog/ai-skeptic-to-ai-pilled/ Comments URL: https://news.ycombinator.com/item?id=49942107 Points: 1 # Comments: 0

Chamath's argument (https://research.socialcapital.com/p/open-vs-closed): companies give away the thing they dont sell for free, so the thing they do sell is worth more. Meta makes money though ads, Google and Microsoft from cloud. The losers are companies whose business is selling access to closed models. But still companies are paying more and mroe for closed models anyway! Does this theory hold up? Comments URL: https://news.ycombinator.com/item?id=49942208 Points: 1 # Comments: 1