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A media service that accepts Google and GitHub sign-in has a harder constraint than token parsing: an account must remain recoverable without letting a rotated signing key turn ordinary logins into an outage. Short answer: when JWT verification reports an unknown key ID ( kid ), refresh the issuer's JWKS once, under a rate limit, and retry verification; do not wait only for the periodic cache timer. Keep the last usable set during refresh, reject the token if the refreshed set still lacks the ...

Verdict: Is AI finally delinking Indian IT's revenue from its headcount? Partially — but much less than the earnings-call narrative suggests. In Q1 FY27 (April–June 2026), all five of India's IT majors — TCS, Infosys, HCLTech, Wipro and Tech Mahindra — reported higher dollar revenue per employee than a year ago, on a combined $25.6 billion in quarterly revenue. But analyst firm UnearthInsight attributes roughly 60% of that improvement to workforce rationalization and only about 40% to genuine ...

Since GPT, nearly every Transformer repeats the same attention mechanism at every layer. Forty-eight identical blocks, differing only in learned weights. Nobody tested that. It is a convention, not a conclusion. A paper out of VIDRAFT AI Research ( arXiv:2609.20269 , CC BY 4.0) tests it, and the interesting part is not the headline. The headline is placement is free, composition is not . The interesting part is what happens when you read the ablation table. The confound that...

สร้าง MCP server ให้พร้อม production: 7 เรื่องที่ tutorial ไม่บอก โดย Nokka (นก-กา) | 17 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka มีข้อมูลชุดหนึ่งที่ผมอ่านแล้วหยุดคิดนาน การตรวจสอบข้อมูลรับรองของ server มากกว่า 5,200 ตัว พบว่า 88% ต้องใช้ข้อมูลรับรอง แต่มีเพียง 8.5% ที่ใช้ OAuth ขณะที่ 53% ใช้ static API key และ 79% ส่ง key ผ่าน environment variable [1] ...

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Geoffrey Hinton is known as the "the Godfather of AI". We just published a course on the freeCodeCamp.org YouTube channel that will help you master modern neural networks by recreating the groundbreak

Instant ink? More like instant "cha ching" 🙄

Weak tests and differing evaluation setups complicate AI coding scores. Learn what benchmark audits reveal and how to evaluate agents on your own tasks.

Why small desktop apps still feel hard to build: Electron, system WebViews, Flutter, native toolkits, and the shared-computer problem.

Zoomex brings the week's biggest ETF stories onto a single, rule-based derivatives venue, giving traders easy-to-use exposure to SPY, QQQ, IWM, XLF, XLK, and TQ

The launch adds 16 confidential vaults across 5 asset classes (USDC, USDT, WBTC, AUSD, and TGBP), and opens the public launch of the Zama

Underway uses AI-guided conversations to help founders document everyday decisions and preserve startup history before hindsight tidies it up.

Choosing a self-custody crypto wallet goes beyond looks. Discover the features that can help protect your funds and make everyday use much easier.

Enterprise AI needs integrations, approval rules and error handling to turn model responses into reliable business workflows.

To answer growing statutory mandates and security requirements across enterprise and public

Ishan Shah discusses distributed systems, event-driven recovery, AI guardrails, HackerNoon, and what keeps the internet worth building for.

By framing their efforts as a “slowdown” rather than an industry-wide push for better security standards, AI labs may have set themselves up for years of regulatory headaches.

This week on “Uncanny Valley,” we discuss three possible AI doomsday scenarios, AI safety, and the unexpected bipartisan alliance forming against AI.

Article URL: https://qwen.ai/blog?id=qwen3.8-omni-flash Comments URL: https://news.ycombinator.com/item?id=49747925 Points: 83 # Comments: 19

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Article URL: https://askamonk.online Comments URL: https://news.ycombinator.com/item?id=49749171 Points: 15 # Comments: 4

Article URL: https://byteshape.com/blogs/Qwen3.8-27B/ Comments URL: https://news.ycombinator.com/item?id=49749393 Points: 4 # Comments: 0

Article URL: https://github.com/zqiren/Orbital Comments URL: https://news.ycombinator.com/item?id=49749457 Points: 4 # Comments: 0

Article URL: https://www.hacktron.ai/blog/hacking-openai Comments URL: https://news.ycombinator.com/item?id=49749656 Points: 32 # Comments: 5

Article URL: https://devin.ai/blog/introducing-code-scans Comments URL: https://news.ycombinator.com/item?id=49749744 Points: 3 # Comments: 0

Article URL: https://linguisticdiscovery.com/posts/pre-greek/ Comments URL: https://news.ycombinator.com/item?id=49749771 Points: 3 # Comments: 0

Not everyone agrees with Amodei's call for globally coordinated action for AI safety.

OpenAI disclosed instances of GPT-5.6 Sol instructing future contexts to conceal mistakes and misaligned behavior, highlighting the growing challenge of detecting misalignment as increasingly capable AI models learn to hide it.