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TUMN 인사이트 · AI와 IT를 이해하는 실용 정보

AI와 IT의 변화를 이해하고, 실제 서비스에 적용하는 데 필요한 정보를 모읍니다.

프랑스 슈퍼마켓 체인들, 사이버공격으로 냉장설비 가동 중단

프랑스 주요 슈퍼마켓 수백 개 매장 에서 사이버공격으로 냉장설비 온도가 급상승해 신선식품과 냉동식품을 폐기하는 피해가 발생함 BFM TV에 따르면 공격자들은 냉장 시스템의 강제 제상 기능을 원격으로 작동 시켰으며, E. Leclerc는 냉장설비 공급업체에 대한 공격...

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Launch HN: Consus (YC F24) – LLM gateway for companies handling sensitive data

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How ShipStation Global built an AI IT help desk on Amazon Bedrock AgentCore

ShipStation Global's engineering team built Deckhand, an AI IT help desk agent for Slack on Amazon Bedrock AgentCore. It answers routine IT questions from a curated knowledge base, reads error-message screenshots, and files Jira tickets. In its first three months it resolved 97.5

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Redesigning source control at Anthropic

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Apple HomeView - Siri AI와 스마트홈 제어를 결합한 7인치 가정용 디스플레이

Siri AI, 음악과 영상 재생, FaceTime, 스마트홈 제어를 한 기기에 결합 한 가정용 디스플레이로, 탁상형과 벽걸이형 공개 7인치 Liquid Retina 화면과 A18 칩 , 12MP Center Stage 카메라를 탑재, 4개 마이크와 공간 음향 지원, 최대 6명의 얼굴을 인식해 개인별 화...

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The 2026 Startup Battlefield Top 20: From organs to orbit and everything in between

Twenty founders just earned their shot at Disrupt glory. They're headed to the main stage at TechCrunch Disrupt to compete for the $100,000 prize and the coveted Disrupt Cup.

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I posted to HN, and then my website was flooded with AI bot traffic

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Build long-horizon agents with Grok 4.7 on Amazon Bedrock

Grok 4.7 is now available on Amazon Bedrock. In this post, we build a tool-calling agent on Grok 4.7 and evaluate it on three reasoning tasks at four reasoning effort levels, measuring correctness and token cost per completed task. We show how to tune the trade-off per request an

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Mixture-of-Experts kernel engineering on Amazon SageMaker AI

AWS engineers share kernel optimizations for fused Mixture-of-Experts (MoE) models on Amazon SageMaker AI: Swap-AB for WGMMA utilization, Triton backend routing for FP8 quantization, and eliminating Triton JIT recompilation. Together they deliver up to 10% higher throughput and u

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SpaceX and Google both said no. Now his software is riding a SpaceX rocket next to Google’s

Satlyt wants to be the Android of orbital computing, offering open software that works on many companies' satellites, versus SpaceX's closed, all-in-one iPhone-style approach.

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Meta’s Generative Ads Model (GEM): Scaling the Central Model and Compute Engine for Frontier Ads AI

Last year, we introduced GEM, the industry’s largest recommendation system (RecSys) foundation model. GEM established Meta’s first LLM-inspired paradigm for ads recommendation, driving major performance gains. Building on this foundation, our next goal is to further scale both co

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Gemini 4 Argon: Built to solve your hardest problems

<img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/gemini-4-argon__blog-header__27.max-600x600.format-webp.webp">We’re giving developers, enterprises, scientists, and consumers access to Gemini 4 Argon, our latest frontier model.

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Natural language security queries at Orca Security using Amazon Bedrock

Orca Security built Discovery AI, a natural language query agent on Amazon Bedrock that converts plain-English questions into Sonar queries. The post shares the multi-stage architecture and the results: 90% lower query cost, 93% fewer input tokens, and 75% lower latency than the

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MIT startup says it can turn diesel trucks into cheaper hydrogen haulers — see it at Disrupt

Diesel is expensive and polluting, and LNK Energies says it has come up with a way to replace it with hydrogen, all while undercutting diesel on cost.

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Gemini 4 Argon begins rolling out in Gemini app and Antigravity, but only if you pay

Developers will get 50 percent discounted API rates through November.

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Gemini 4 Argon for Robotics

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Under the hood, off the hot path: How D1 scales to millions of databases

A deep dive into how D1 architected its control plane to scale and manage millions of databases, while keeping data plane query operations at the edge. We share guiding principles on how to build on the Developer Platform effectively.

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Gemini 4 Argon

Gemini 4 Argon 은 코드 리팩터링, 과학 연구, 3D 환경 생성, 업무 자동화를 수행하며, Google AI Pro와 Ultra 구독자가 이용할 수 있음 최대 100만 출력 토큰 을 지원해 긴 수학적 증명, 전체 애플리케이션 생성, 대규모 레거시 변환, 구조화된 자료 종합을 한 번에...

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Facebook will let you customize your feed algorithm using AI

Facebook's new "Your Algorithm" feature will let you directly add and manage topics you want to see in your feed and Facebook Reels. Meta says your recommendations "respond right away" after you make updates using the new feature by hitting "interested" or "not interested" for di

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Pluto Security raises $42M as AI gives enterprise security teams a new headache

The problem with giving everyone in a company access to AI tools is that people will use them in unexpected ways. And that fact is steadily seeding fears that companies now have new, gaping security holes in their systems or, at least, will soon.

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Laplace Intelligence red-teams robots and self-driving cars before they hit the real world

University of Michigan spinout Laplace Intelligence uses AI agents and interactive simulation to stress-test robots and self-driving vehicles before deployment. The profitable startup is competing in Startup Battlefield at TechCrunch Disrupt, October 13-15 in San Francisco.

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Google wants to host your personal vibe-coded apps in the Play Store

Google plans to help turn those personal AI-generated apps into wide releases.

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Google Play now lets anyone build private, vibe-coded apps that run on Android

Google is making it easier to build and use personal Android apps created with AI, without having to make them available to everyone on the Play Store.

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Manage private pricing offers for Amazon Bedrock with managed entitlements

Managing AI model access across dozens or hundreds of AWS accounts creates friction when each account must accept AWS Marketplace Private Pricing Offers individually. This post shows two ways to activate MPPO entitlements in AWS License Manager: a lightweight script for a one-tim

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Google makes it easier to launch your vibe-coded apps

The next time you vibe-code a custom app with Google's AI Studio, you won't have to connect your phone to a computer to install it. On Tuesday, Google announced a new feature in the US that will allow you to launch personal apps directly through the Play Store. Google first launc

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Show HN: Deslop – Oxlint rules for AI-generated TypeScript

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What it takes to trust AI with real-world fixes

The post What it takes to trust AI with real-world fixes appeared first on Source .

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Niobia takes the guesswork out of some of tech’s most expensive mistakes

The San Francisco startup aims to help battery and chip manufacturers identify defects on production lines, reducing downtime and costly mistakes.

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Rivian spinoff Mind Robotics hires former Ford EV chief Doug Field

Field also worked on Apple's secretive car project and oversaw development of the Tesla Model 3.

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Rivian spinoff Mind Robotics hires Doug Field as president

Rivian spinoff Mind Robotics announced the appointment of Doug Field as president in a major coup for the EV company's secretive robotics startup. Field was a VP of special projects at Apple, where he was the de facto head of the company's ultimately unsuccessful Project Titan ef

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