The tech landscape is shifting from human assistance to autonomous "agentic" operations, and the industry is restructuring at lightning speed to match.

The most striking evidence of this transition comes from Cloudflare, which announced plans to cut 20% of its workforce as it pivots toward an "agentic AI-first operating model." This move signals a broader trend where AI is no longer just a feature, but the foundational architecture of the enterprise. This shift is mirrored in the hardware sector, where Arm’s latest quarterly results highlight a strategic focus on "Agentic CPUs" specifically designed to handle the unique demands of AI data center buildouts.

In a move that would have seemed unthinkable a decade ago, Apple and Intel have reportedly reached a preliminary agreement for Intel to manufacture chips for the iPhone maker. This partnership provides a massive boost to Intel’s foundry ambitions while allowing Apple to diversify its manufacturing footprint. On the consumer side, hardware innovation remains aggressive; fresh leaks suggest Apple is developing a "Spatial iPhone" featuring a holographic 3D screen, potentially bringing science fiction to the palm of our hands.

However, the rapid rollout of AI is raising significant privacy and stability concerns. Reports surfaced today that Google Chrome has been silently installing a 4GB AI model on users' devices without explicit consent, sparking a fresh debate over digital sovereignty. Simultaneously, OpenAI continues to dominate the software layer with its new state-of-the-art realtime voice APIs, even as Amazon attempts to keep users engaged by injecting TikTok-style vertical "Clips" into the Prime Video app.

Despite these leaps forward, the day served as a grounded reminder of infrastructure fragility. A major AWS outage in North Virginia disrupted global trading platforms, and a reported UUID v4 collision—a statistical "impossibility"—reminded developers that in our increasingly complex digital ecosystem, even the most reliable foundations can occasionally crack.

Featured Articles

2026.19: Earning & Spending

Welcome back to This Week in Stratechery! As a reminder, each week, every Friday, we’re sending out this overview of content in the Stratechery bundle; highlighted links are free for everyone. Additio...

• Keywords: earnings microsoft, microsoft earnings, earnings apple, apple earnings, amazon infrastructure, microsoft unveils, earnings week, google earnings, apple amazon, google microsoft
• Source: stratechery.com

2026 GeekWire Awards revealed: Big winners — and big love for Seattle — at annual tech celebration

The love for Seattle runs deep. During a night of celebration for innovators, entrepreneurs, educators and even soccer stars who power and support the region’s tech community, the overriding message a...

• Keywords: seattle innovation, geekwire awards, ai seattle, northwest tech, seattle finalists, benefiting seattle, seattle startup, love seattle, seattle universal, robot trophies
• Source: geekwire.com

3 ways Fivetran uses AI internally | Blog | Fivetran

3 ways Fivetran uses AI internally Like many companies, Fivetran has recently piloted a number of projects and internal tools using AI. AI offers the potential to augment or accelerate a huge range of...

• Keywords: ai workflows, insights automations, data ai, tooling ai, building ai, ai projects, maintaining ai, ai model, ai company, uses ai
• Source: fivetran.com

A coding AI on your laptop, if you can afford the laptop

A coding AI on your laptop, if you can afford the laptop Three Apple Silicon enthusiasts say local AI for coding is here. But what spec are they talking about? Running a serious coding AI on your own...

• Keywords: ai laptop, ai macs, ai mac, hosted ai, ai service, local ai, ai using, ai really, coding ai, cloud ai
• Source: ailocal.substack.com

A web page that shows you everything the browser told it without asking

Every observation on this page came from your own browser, in the first milliseconds after you arrived. The words were written by a human. A few honest footnotes follow.

Your location Your IP addres...

• Keywords: font fingerprinting, gdpr ip, browser transmitted, visitor browser, browsers unique, fingerprinting, fonts measuring, browser, browser browsers, based browser
• Source: sinceyouarrived.world

Acquia Source Bets on Agentic Content Governance | ECI Research

What’s Happening Acquia has announced a significant expansion of its Acquia Source platform, reframing it as a “digital command center” that consolidates content management, digital asset management,...

• Keywords: acquia ui, acquia ai, acquia announcement, launch acquia, acquia announced, launched acquia, ai agent, agents tools, ai agents, agent capability
• Source: efficientlyconnected.com

Addressing HR's widening capacity gap with AI

How MathCo and Databricks help HR teams move from overwhelmed to AI-ready by Paurul Yadav, Soumya Dash and Bryan Smith If you're in HR leadership, you already know the uncomfortable truth: the gap bet...

• Keywords: rethinking hr, overworked hr, rethink hr, critical hr, challenges hr, hr leadership, helps hr, hr leaders, transformation hr, hr workforce
• Source: databricks.com

Agents and ROI

Agents and ROI Remember that MIT study that showed that the ROI for generative AI wasn’t really there for most businesses? Or any of the six or seven studies from other teams that followed, showing ba...

• Keywords: agents roi, roi generative, roi, agents, hype roi, showed roi, roi remember, agents far, ai wasn, ai
• Source: garymarcus.substack.com

如何用 AI 端到端生成论文海报？

如何用 AI 端到端生成论文海报？ 希望你能在它的基础上稍作调整，高效完成自己喜爱风格的学术海报制作。更希望你能利用我分享给你的这个完整 Skill 样例，举一反三完成自己的其他任务。 需求 2019 年 12 月，我带学生去武汉开会。火车上，一个学生抱着笔记本电脑，在 PowerPoint 里手忙脚乱地拖文本框。字小了改大，大了又溢出边界。对齐靠眼瞄，配色靠猜。眼看着就要到站了，海报还没排完。...

• Keywords: 但一落到排版上就心里没底 那个学生在火车上缺的, 你知道论文内容没问题 但一落到排版上就心里没底, 这种拖延根子上不是时间管理问题 是对自己设计的直觉没信心, 正在使情报学从 字的竖心旁多画了一个偏旁, 希望你能在它的基础上稍作调整 高效完成自己喜爱风格的学术海报制作, 高效完成自己喜爱风格的学术海报制作 更希望你能利用我分享给你的这个完整, 心理治疗 揭示安全风险的论文, 字的竖心旁多画了一个偏旁 这导致了笔画级别的微妙错误, 现在咱们再回头看开头那张成品 中文句句清晰可读, 端到端生成论文海报 希望你能在它的基础上稍作调整
• Source: wangshuyi.substack.com

AI Is Breaking Two Vulnerability Cultures

Someone else noticed the change, however, realized the security implications, and shared it publicly. Since it was now out, the embargo was deemed over, and we can now see the full details. It's inter...

• Keywords: security fixes, bugs bugs, vulnerabilities longer, security bug, bugs culture, bugs, vulnerabilities bigger, security patch, vulnerabilities think, security fix
• Source: jefftk.com

[AINews] GPT-Realtime-2, -Translate, and -Whisper: new SOTA realtime voice APIs

[AINews] GPT-Realtime-2, -Translate, and -Whisper: new SOTA realtime voice APIs OpenAI continues deploying GPT-5 everywhere OpenAI launched realtime-1.5 3 months ago, but it was a relative drop in the...

• Keywords: openai voice, realtime openai, realtime voice, openai realtime, voice capabilities, voice apis, chatgpt voice, gpt openai, openai speech, voice apps
• Source: latent.space

Amazon injects doomscroll-friendly vertical videos in Prime Video app

Amazon is giving Prime Video a doomscroll button. The streaming app is adding a new feature called Clips, which is a vertical short-form video feed that lets users swipe through scenes from movies, se...

• Keywords: prime video, watch prime, video clips, clips feed, nba highlights, clips scrolling, clips based, scrolling clips, clip watch, users clips
• Source: digitaltrends.com

Apple could go back to Intel for chips, but not how you would expect (or dread)

Apple and Intel are reportedly exploring a manufacturing partnership that could reshape how future Apple chips are produced. But despite the headline, this does not mean Apple is abandoning Apple Sili...

• Keywords: apple intel, intel manufacturing, apple silicon, future apple, intel manufacture, intel potentially, chips intel, intel discussions, designed apple, concerns intel
• Source: digitaltrends.com

Apple, Intel Have Reached Preliminary Chip-Making Agreement

Apple and Intel have reportedly reached a preliminary agreement (paywalled; alternative source) for Intel to manufacture some chips used in Apple devices, after more than a year of talks and pressure...

• Keywords: apple intel, intel reportedly, intel manufacture, intel chips, apple manufacturing, source intel, intel, unclear apple, apple devices, intel reached
• Source: hardware.slashdot.org

Apple, Intel have reached preliminary chip-making deal

May 8 (Reuters) - Intel (INTC.O) has reached a preliminary deal with Apple to make some of the chips that power the iPhone maker's devices, the Wall Street Journal reported on Friday, in a major boost...

• Keywords: intel stock, products intel, deal intel, intel make, intel, contract intel, business intel, intel samsung, intel largest, intel intel
• Source: reuters.com

Apple leak prophesizes a Spatial iPhone with a holographic 3D screen. It’s about time!

Holograms on your iPhone sound like science fiction. But according to a fresh leak, Apple may actually be working on it. A leaker on X known as “Schrödinger” claims Apple is developing a “Spatial iPho...

• Keywords: holograms iphone, iphone holographic, holographic iphone, holographic smartphones, mobile holographic, touchscreen holography, iphone screen, holographic display, samsung holographic, holograms
• Source: digitaltrends.com

Arm Q4 FY 2026: Agentic CPU Shift Boosts Demand Outlook

Analyst(s): Brendan Burke Publication Date: May 8, 2026 Arm’s Q4 FY 2026 results reinforce a strategy shift toward deeper participation in AI data center buildouts through Arm AGI CPU alongside its IP...

• Keywords: market arm, arm holdings, nyse arm, cpu revenue, analyst arm, ibm arm, 2026 earnings, cpu arm, arm based, cpu market
• Source: futurumgroup.com

Ask HN: We just had an actual UUID v4 collision...

I know what you're thinking... and I still can't believe it, but... This morning, our database flagged a duplicate UUID (v4). I checked, thinking it may have been a double-insert bug or something, but...

• Keywords: duplicate uuid, modifying uuids, uuidv4 insert, uuidv4 uuid, document_id uuidv4, uuid record, package uuid, uuid const, original uuid, uuid v4
• Source: news.ycombinator.com

Atlassian Teamwork Graph: The Secret Weapon That’s No Longer a Secret

Analyst(s): Mitch Ashley Publication Date: May 8, 2026 Atlassian opens Teamwork Graph through a new CLI and Rovo MCP Server tools, turning 20 years of work context into a layer any AI agent can call....

• Keywords: atlassian teamwork, clients atlassian, graph enterprise, client atlassian, teams tools, agents atlassian, tools teamworkgraph, atlassian team, agents teamworkgraph, operations atlassian
• Source: futurumgroup.com

AWS North Virginia data center outage – recovery to take hours

Amazon Web Services, a leading cloud provider, started reporting operational issues on Thursday that affected trading on platforms including Coinbase and FanDuel. "Full recovery is still expected to t...

• Keywords: aws outage, aws health, impairments aws, aws said, aws wrote, aws, hours aws, according aws, zone aws, aws additional
• Source: cnbc.com

Beijing Lab at $20B as AI Investors Look to China

Sponsored by Google Cloud Choosing Your First Generative AI Use Cases To get started with generative AI, first focus on areas that can improve human experiences with information. The 2023 startup is t...

• Keywords: billion moonshot, startups moonshot, startup china, ai startups, ai vendor, ai startup, billion investment, chinese ai, funded ai, chinese tech
• Source: aibusiness.com

Bjarne Stroustrup: How do I deal with memory leaks? (2022)

Modified February 26, 2022 These are questions about C++ Style and Technique that people ask me often. If you have better questions or comments on the answers, feel free to email me (bs at cs dot tamu...

• Keywords: pointers standard, core guidelines, compilers, compilers provide, decades compilers, current compilers, compilers use, introduction standard, compiler proper, pointer reference
• Source: stroustrup.com

Blaise – A modern self-hosting zero-legacy Object Pascal compiler targeting QBE

The Pascal you love, reimagined for the modern era. Blaise is a next-generation Object Pascal compiler built from the ground up to eliminate decades of legacy baggage. It prioritizes developer product...

• Keywords: pascal compiler, built pascal, free pascal, binary compiler, compiler tools, depends compiler, compiler binary, main pascal, object pascal, compiler
• Source: github.com

Build a Quarkus Supervisor with LangChain4j Skills

Build a Quarkus Supervisor with LangChain4j Skills A hands-on walkthrough that shows how skill files, routing tools, and tests turn vague agent names into explicit ownership. The org chart is not a ro...

• Keywords: quarkus supervisor, supervisorresource java, langchain4j agent, specialists devopsspecialisttools, invoices devops, financespecialisttools java, supervisor langchain4j, agent supervisor, specialist java, skills quarkus
• Source: the-main-thread.com

Build a Real-Time Collaborative AI Writing Tool with WebSockets and Claude

-5517fd7b58a6---4 crawled_date: 2026-05-08T19:00:59.382699+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 08 May 2026 14:52:45 GMT

Member-only story Build a Real-Time Colla...

• Keywords: collaborative ai, chatbot, assistant streams, chatbot single, response chatbot, collaborative, concurrently assistant, building collaborative, streaming api, ai writing
• Source: levelup.gitconnected.com

Building realistic electric transmission grid dataset at scale: a pipeline from open dataset

At a glance

• We construct geographically grounded, electrically coherent power grid models entirely from publicly available data and release a dataset spanning 48 U.S. states and multi-state intercon...

• Keywords: power grid, transmission grid, grid transmission, transmission infrastructure, grid models, operational grid, congestion power, congestion patterns, infrastructure upgrades, load centers

• Source: microsoft.com

Calculating curvature

Curvature is conceptually simple but usually difficult to calculate. For a level set curve f(x, y) = c, such as in the previous couple posts, the equation for curvature is Even when f has a fairly sim...

• Keywords: curvature level, minimum curvature, curvature conceptually, min curvature, curvature smoothed, curvature easy, maximum curvature, function curvature, triangles curvature, curvature maximum
• Source: johndcook.com

Can AI improve your odds of finding good childcare? Featuring Winnie

Subscribe Menu About Focus Areas Learning Health Work Portfolio Team Resources All Thought Leadership News Playbooks Talent Portfolio Jobs For Students Subscribe Impact Platform Calendar The Wire News...

• Keywords: talent portfolio, portfolio team, portfolio jobs, hub portfolio, portfolio agentic, portfolio ai, jobs students, work portfolio, hub investments, infrastructure school
• Source: reachcapital.com

Can LLMs model real-world systems in TLA+?

��ے�8�(�,}�2I]d�qKe�Q�R��K#��z�T'H��d�l��Ȭ�\����}�]�}����)�%k�oq�Efu�؞��V8���78�=z�ËO���Y����3���4�k,1~���,g�8����,�"� ��<,�0_���,F�W�b4{d�yY,Ҝ��:��\���K�4��&#125;���^���l8\�y��L�A�χY\�y"�K�Ҡu�!1�����.ٱ&�...

• Keywords: lʥ 8r6, l8 χy, sjqvf䫱 uioj5ـ, ߃q z_6lo, gnu ڷ8, 倯z e8ci, uioj5ـ cmd, z_6lo fn, ae 3ɧ_ch, uioj5ـ
• Source: sigops.org

Can ServiceNow’s Autonomous AI Foundation Finally End the Enterprise ETL Tax?

Analyst(s): Brad Shimmin Publication Date: May 8, 2026 What is Covered in This Article:

• The technical evolution of RaptorDB Pro into a Hybrid Operational and Analytical Processing (HOAP) engine.

• H...

• Keywords: workflow engine, data insight, intelligence enterprise, enterprise ai, data environments, services data, enterprise data, enterprise agents, data intelligence, tool enterprise

• Source: futurumgroup.com

Can ServiceNow’s Real-Time Data Foundation Make Autonomous AI a Reality?

Analyst(s): Keith Kirkpatrick Publication Date: May 8, 2026 ServiceNow unveiled a real-time data foundation at Knowledge 2026—including the Context Engine and Workflow Data Fabric—designed to unify fr...

• Keywords: ai enterprise, enterprise ai, workflow knowledge, workflows enterprise, ai servicenow, ai workflows, ai services, intelligence servicenow, analyst servicenow, servicenow increasingly
• Source: futurumgroup.com

Charts of the Week: It Was a Good Quarter for "Other Income"

Charts of the Week: It Was a Good Quarter for "Other Income" The Slop Surplus; Call Centers, Not Dead Yet; In AI, Great Products Win Fast America | Tech | Opinion | Culture | Charts Other Income Much...

• Keywords: hyperscaler income, income massive, massive earnings, income net, income slop, income exceptionally, income, income q1, earnings growth, income mean
• Source: a16z.news

Chat SDK adds Messenger adapter support

1 min read Chat SDK now supports Messenger as a chat adapter. Build agents that support messages, reactions, multimedia downloads, postback buttons, and direct conversations, with display names fetche...

• Keywords: createmessengeradapter chat, chat sdk, chat adapter, read chat, import chat, chat import, messenger chat, message text, createmessengeradapter bot, messenger createmessengeradapter
• Source: vercel.com

Chat SDK adds web adapter support

1 min read You can now build chat UIs that connect to Chat SDK with the new web adapter. Build in-product assistants, support agents, or any other browser-based chat experience. Define the bot on your...

• Keywords: createwebadapter chat, build chat, chat sdk, chat adapter, chat uis, import chat, connect chat, chat import, bot ondirectmessage, usechat chat
• Source: vercel.com

ChatGPT now lets you name someone to check in if things get dark

AI chatbots have made it surprisingly easy to talk about anything, and that includes some of the heaviest topics imaginable. That openness has always been a double-edged sword. OpenAI is now taking a...

• Keywords: concerning chatbot, ai chatbots, conversations openai, chatbots, chatbots surprisingly, trusted contact, alerted chatgpt, chatbot tells, chatbot, admission chatbot
• Source: digitaltrends.com

Chrome Silently Installs a 4GB AI Model On Your Device Without Consent

Longtime Slashdot reader couchslug shares a report from That Privacy Guy's Alexander Hanff: Two weeks ago I wrote about Anthropic silently registering a Native Messaging bridge in seven Chromium-based...

• Keywords: executed google, chrome downloads, deletes chrome, new chrome, device consent, browser mass, google chrome, chromium, chrome, google device
• Source: tech.slashdot.org

Clean Architecture in Python — When It Helps, When It Hurts, and What I Actually Use

-5517fd7b58a6---4 crawled_date: 2026-05-08T19:00:59.382699+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 08 May 2026 14:51:50 GMT

Member-only story Clean Architecture in P...

• Keywords: fastapi codebase, architecture python, django project, field django, clean architecture, django, maintaining architecture, older django, django monolith, layers abstraction
• Source: levelup.gitconnected.com

ClojureScript Gets Async/Await

(refer-global :only '[Promise]) (defn ^:async foo [n] (let [x (await (Promise/resolve 10)) y (let [y (await (Promise/resolve 20))] (inc y)) ;; not async f (fn [] 20)] (+ n x y (f)))) 07 May 2026 Cloju...

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• Source: clojurescript.org

Cloudflare To Cut About 20% Workforce As AI Adoption Reshapes Operations

Cloudflare plans to cut about 20% of its workforce, or more than 1,100 employees, as it restructures around an "agentic AI-first operating model." Reuters reports: Cloudflare CEO Matthew Prince and co...

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• Source: slashdot.org

Customer Projects Experiencing Upgrade Issues

We have identified the root cause and developed a fix, which has been applied in production. Projects which have failed to upgrade will be automatically recovered and returned to ACTIVE_HEALTHY withou...

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• Source: status.supabase.com

Daily Reading List – May 7, 2026 (#779)

There’s the usual stash of AI content below, but also a few pieces that give you a break from the non-stop AI train. [article] Why SaaS freemium playbooks don’t work in AI, and what to do instead. Goo...

• Keywords: ai agents, ai products, ai content, stop ai, ai, frontend experiences, agent architectures, agent platform, ai instead, like ai
• Source: seroter.com

Daily Reading List – May 8, 2026 (#780)

I spent time today with our team’s head of engineering for Google-sponsored languages. Dart has an interesting history, and is critical to some key services from Google. I’m going to hack around with...

• Keywords: startup marketing, ai job, engineering google, surrender ai, job apocalypse, services google, google sponsored, marketing realize, startup products, hacks google
• Source: seroter.com

David Attenborough's 100th Birthday

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• Source: bbc.com

David Reich – Why the Bronze Age was an inflection point in human evolution

David Reich is back. He and collaborator Ali Akbari just published a paper that overturns a long-standing consensus about human evolution — that natural selection has been dormant in our species since...

• Keywords: analyzing neanderthal, genome neanderthal, humans neanderthals, human neanderthal, evidence neanderthals, evidence neanderthal, genome neanderthals, neanderthals humans, ago neanderthals, neanderthals really
• Source: dwarkesh.com

DDN storage being used in French Pangea supercomputer

DDN storage being used in French Pangea supercomputer France’s TotalEnergies is building a Pangea 5 supercomputer using Dell, Nvidia, and DDN technologies. TotalEnergies is the rebranded French Total...

• Keywords: pangea supercomputer, supercomputer france, pangea cloud, hdd pangea, cloud supercomputing, petaflops pangea, systems pangea, pangea systems, building pangea, pangea support
• Source: blocksandfiles.com

Debezium in production: the failure modes the docs don't lead with

Debezium in production: the failure modes the docs don't lead with Fail-fast on broker outages, poison messages, schema evolution traps, and the Postgres replication slot that will eat your database D...

• Keywords: debezium operational, debezium cdc, debezium postgres, waiting debezium, guarantee debezium, debezium server, broken debezium, unreachable debezium, deployed debezium, broker debezium
• Source: podostack.com

Dell buys Alienware, May 8, 2006

On May 8, 2006, corporate and straitlaced Dell completed its purchase of Alienware, a maker of edgy gaming computers. It was a long courtship. Dell considered buying Alienware for four years before ma...

• Keywords: owned alienware, alienware founded, alienware dell, alienware manufactures, alienware subsidiary, didn alienware, purchase alienware, buying alienware, alienware computers, new alienware
• Source: dfarq.homeip.net

Deploy and inference any model from HuggingFace

Something real is shifting in how developers work. Agents open up work that used to be off-limits, not because it was technically impossible, but because it required niche expertise most of us didn't...

• Keywords: model agent, agents allow, agents open, agents, model infrastructure, inference server, agent, work agents, model netflix, new models
• Source: together.ai

Developing more confidence when tracking renames via Read­Directory­ChangesW

A customer was using ReadDirectoryChangesW to monitor the contents of a directory, and they were concerned about the FILE_ and FILE_ pair of actions. The documentation doesn’t guarantee that the two a...

• Keywords: readdirectorychangesw readdirectorychangesexw, readdirectorychangesexw, tracking rename, using readdirectorychangesw, switching readdirectorychangesw, rename operation, match file_, file_ structure, readdirectorychangesw, readdirectorynotifyextendedinformation produces
• Source: devblogs.microsoft.com

Digging into Drama at the Document Foundation

Digging into drama at The Document Foundation The Document Foundation (TDF) is the nonprofit entity behind the LibreOffice productivity suite. Most of the time, the software takes the spotlight, but t...

• Keywords: document foundation, foundation tdf, software foundation, foundation document, foundation nonprofit, tdf nonprofit, collabora office, foundation incorporated, collabora tdf, tdf collabora
• Source: lwn.net

Enhancing User Experience: Improvements to Ubuntu Snap Prompts

Canonical has recently updated its ‘Permission Prompting’ feature in Ubuntu 26.04 LTS, aiming to enhance user control over app permissions. This security feature empowers users to manage what software...

• Keywords: permissions snaps, permission prompting, permission prompts, app permissions, allows users, controlled permissions, permissions redesigned, permissions security, ios prompting, manage permissions
• Source: serverhost.com

European countries emerge as NATO leaders as U.S. role recedes

European countries emerge as NATO leaders as U.S. role recedes As President Trump seeks to wind down the war in Iran, the United States is facing not only economic fallout such as higher gas prices bu...

• Keywords: nato trump, attack nato, nato president, nato obama, nato policy, nato doing, ambassador nato, european nato, nato relationship, nato going
• Source: npr.org

Expedia Group sees reward and risk in the rise of AI-powered travel

More than 30% of Expedia Group’s self-serve customer support interactions are now handled by AI. Its fastest-growing marketing channel is getting its brands to show up in AI responses. And the company...

• Keywords: expedia company, expedia group, expedia stock, expedia travel, expedia lodging, said expedia, expedia working, expedia, know expedia, flagship expedia
• Source: geekwire.com

直接以FID为Loss：从梯度计算到流式训练

关注视觉生成模型的读者都知道，FID一直是其关键的评价指标之一，它越小往往意味着生成效果越真实。那么一个自然的问题是：为什么不干脆直接以FID为损失函数来训练生成模型呢？难道是因为FID不可导？...

• Keywords: fid一直是其关键的评价指标之一 它越小往往意味着生成效果越真实, 为什么不干脆直接以fid为损失函数来训练生成模型呢 难道是因为fid不可导, 那么一个自然的问题是 为什么不干脆直接以fid为损失函数来训练生成模型呢, 为什么不干脆直接以fid为损失函数来训练生成模型呢, 关注视觉生成模型的读者都知道 fid一直是其关键的评价指标之一, 它越小往往意味着生成效果越真实 那么一个自然的问题是, fid一直是其关键的评价指标之一, 它越小往往意味着生成效果越真实, 关注视觉生成模型的读者都知道, 难道是因为fid不可导
• Source: kexue.fm

First Segment of the Fehmarnbelt Tunnel Is In Place

Longtime Slashdot reader Qbertino writes: The Fehrmarnbelt tunnel is a European construction megaproject building a tunnel between Denmark and Germany, crossing the Fehmarnbelt in the Baltic sea. The...

• Keywords: fehrmarnbelt tunnel, tunnel denmark, fehmarnbelt tunnel, tunnel european, building tunnel, tunnel crossing, tunnel, tunnel successfully, project tunnel, tunnel eventually
• Source: news.slashdot.org

Flaw in Claude’s Chrome extension allowed ‘any’ other plugin to hijack victims’ AI

Flaw in Claude’s Chrome extension allowed ‘any’ other plugin to hijack victims’ AI As businesses and governments turn to AI agents to access the internet and perform higher-level tasks, researchers co...

• Keywords: extensions chrome, chrome extension, chrome security, extension security, claude chrome, allows script, browser security, claude agent, ai agents, claude extension
• Source: cyberscoop.com

From Data Scientist to AI Architect

Do you remember those overnight grid searches? Or building feature engineering pipelines that felt more like art than science? And the satisfaction of squeezing out an extra 0.7% accuracy from an XGBo...

• Keywords: xgboost model, model build, model performance, model rarely, models, modeling, model use, strong model, model modern, models longer
• Source: towardsdatascience.com

GeoJSON

GeoJSON GeoJSON is a format for encoding a variety of geographic data structures. GeoJSON supports the following geometry types: Point , LineString , Polygon , MultiPoint , MultiLineString , and Multi...

• Keywords: geojson specification, specification geojson, geojson format, geojson rfc, geojson supports, 2008 geojson, standardize geojson, geojson, structures geojson, geojson geojson
• Source: geojson.org

GNU IFUNC is the real culprit behind CVE-2024-3094

Why you should stop blaming xz-utils for CVE-2024-3094. Also check out my ETSA Talk! CVE-2024-3094, more commonly known as "The xz-utils backdoor", was a near miss for global cybersecurity. Had this a...

• Keywords: blaming xz, patched openssh, attacks ifunc, ifunc openssh, backdoor cve, xz utils, utils backdoor, ifunc xz, openssh ifunc, backdoor infected
• Source: github.com

Google Broke reCAPTCHA for De-Googled Android Users

Google has tied its next-generation reCAPTCHA system to Google Play Services on Android, meaning anyone running a de-Googled phone will automatically fail verification when the system decides to chall...

• Keywords: recaptcha google, adopting recaptcha, recaptcha mobile, troubleshoot recaptcha, recaptcha understand, recaptcha, human recaptcha, control recaptcha, recaptcha flags, recaptcha sits
• Source: reclaimthenet.org

Google Cloud Fraud Defence is just WEI repackaged

In May 2026, Google announced “Google Cloud Fraud Defense - the next evolution of reCAPTCHA.” The announcement described a QR code challenge where users scan a code with their phone to prove human pre...

• Keywords: web integrity, google certification, authenticated google, google certified, integrity 2023, 2023 google, integrity bots, proposal chromium, approved google, google ecosystem
• Source: privatecaptcha.com

⌚ Google Launches the Fitbit Air

Good Morning! Google just unveiled the Fitbit Air, a screenless, "invisible" wearable designed to take the fight directly to Whoop by trading screens for high-level AI coaching. Plus I’ll show you how...

• Keywords: realtime whisper, instant openai, realtime api, conversation autonomous, realtime, voice api, chatbots tools, ai tools, chatbots, gpt realtime
• Source: simplifyingcomplexity.tech

Google releases big v4.0 update for its popular Snapseed editing app on Android

After years of sitting on its hands, Google appears to have remembered it owns one of the best photo editing apps on mobile. Snapseed 4.0 is now rolling out to Android, bringing the platform up to spe...

• Keywords: mobile snapseed, editing apps, editing app, apps mobile, android, app google, apps, past android, snapseed, rolling android
• Source: digitaltrends.com

GPT-5.5 Price Increase: What It Costs

GPT-5.5 Price Increase: What It Actually Costs We replicated the cost analysis we did on Opus on the new GPT-5.5 model. GPT-5.5 launched with a 2x price increase over GPT-5.4: input tokens increased f...

• Keywords: gpt price, gpt model, increase gpt, model gpt, new gpt, gpt use, costs increased, tokens gpt, gpt, gpt gpt
• Source: openrouter.ai

Grok Voice Mode finally arrives on CarPlay, in case you enjoy talking to a loud-mouth AI in your car

Grok is officially riding shotgun now. xAI has finally brought Grok Voice Mode to Apple CarPlay, meaning drivers can now chat with Elon Musk’s famously unfiltered AI assistant straight from their dash...

• Keywords: grok voice, grok iphone, talk grok, does grok, xai grok, grok car, grok officially, grok integration, grok, grok different
• Source: digitaltrends.com

Growth Analytics Is What Comes After Growth Hacking

Industry Outcomes: The era of easy user acquisition arbitrage is over. The growth teams that win now are the ones who understand their funnel, their cohorts, and their economics better than anyone els...

• Keywords: growth analytics, analytics product, product analytics, analytics, growth marketing, growth decisions, advantage growth, typical analytics, systems analytics, competitive growth
• Source: databricks.com

‘Hair. On. Fire.’ Quick service restaurants use AI to turn peak-hour chaos into higher sales and service

RushReady™ Turning Rush Hour Chaos Into Data Driven Calm for America’s Fastest Kitchens About RushReady™ During the busiest moments of a quick-service restaurant’s day—those unpredictable lunch spikes...

• Keywords: kitchens rushready, rush hour, rushready busiest, rushready helps, ecolab rushready, restaurant managers, rushready ai, build rushready, capability rushready, rushready
• Source: microsoft.com

Helion makes big bet on ‘Tiny Merge’ fusion testbed to meet aggressive Microsoft timeline

EVERETT, Wash. — With just three years left on a hard deadline to prove its fusion approach works, Helion Energy is still wrestling with fundamental questions — and it’s building a new, smaller machin...

• Keywords: energy fusion, fusion prototype, fusion energy, helion energy, fusion device, fusion technology, produce fusion, fusion works, broader fusion, fusion industry
• Source: geekwire.com

HomePod mini feels like magic, but it's just good timing

HomePod mini feels like magic, but it's just good timing Apple introduced the HomePod mini six years ago, in 2020. I'm not one into smart speakers, but the feature that made me take a closer look was...

• Keywords: homepods mini, homepod mac, homepod mini, homepod minis, mac speakers, wireless speakers, homepods need, airplay devices, homepods, homepods video
• Source: jeffgeerling.com

How BigQuery actually executes a query (and why most optimization advice misses half the picture)

-f2ba5b8f6eb3---4 crawled_date: 2026-05-08T19:00:59.382699+00:00 feed_url: https://blog.dataengineerthings.org/feed published: Fri, 08 May 2026 15:36:48 GMT

How BigQuery actually executes a query...

• Keywords: bigquery explained, bigquery productively, bigquery execution, bigquery optimization, properly bigquery, bigquery run, bigquery runs, bigger bigquery, bigquery needs, bigquery operation
• Source: blog.dataengineerthings.org

How can businesses get real-time financial insights and visibility?

This post is brought to you in paid partnership with QuickBooks. Real-time financial insights give you an accurate, up-to-date picture of your business finances the moment you need them. When your rep...

• Keywords: insights quickbooks, insights accounting, business insights, financial dashboard, financial insights, uses quickbooks, financial tools, quickbooks, financial reporting, view finances
• Source: digitaltrends.com

How can small businesses manage finances and accounting in one place?

This post is brought to you in paid partnership with QuickBooks. Centralized financial management uses one system to manage business finances. Small businesses manage finances and accounting in one pl...

• Keywords: manage finances, finances accounting, centralized accounting, manages financial, quickbooks centralized, accounting systems, financial tools, management quickbooks, combines accounting, accounting workflows
• Source: digitaltrends.com

How Discord Automates ScyllaDB Clusters at Scale

How SCP Works SCP is built around a few layered concepts: tasks, workflows, and jobs. Tasks A task is a single unit of work; it includes things like "drain this node," "check the repair status," or "r...

• Keywords: scp interruption, scp, scp built, scp works, works scp, scp distinguishes, terminal scp, human scp, task scylla, scylla node
• Source: discord.com

How Google Workspace helps small businesses scale with an AI co-founder

All small businesses begin with the same promise: big ideas, limited time, and an ongoing effort to do more than seems possible. We celebrate that ambition during National Small Business Week, but whe...

• Keywords: growth startups, small business, businesses scaling, small businesses, google workspace, business starter, grows business, workspace plan, size business, starter plan
• Source: digitaltrends.com

How I Get 100% Out of AI When Coding — The Workflow Nobody Taught Me

-5517fd7b58a6---4 crawled_date: 2026-05-08T19:00:59.382699+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 08 May 2026 14:52:24 GMT

Member-only story How I Get 100% Out of A...

• Keywords: ai failing, ai development, difference ai, mind ai, ai, code ai, ai model, ai coding, integrate ai, using ai
• Source: levelup.gitconnected.com

How researchers are using GitHub Innovation Graph data to reveal the “digital complexity” of nations

How researchers are using GitHub Innovation Graph data to reveal the “digital complexity” of nations Researchers share in an interview how they used GitHub data to predict GDP, inequality, and emissio...

• Keywords: github innovation, innovation graph, realized github, github think, github ai, github data, github, github availability, github like, researchers build
• Source: github.blog

How should financial management evolve as a business grows?

This post is brought to you in paid partnership with QuickBooks. Scalable financial management means having systems that keep pace with growing complexity. What works when you’re a solo operator invoi...

• Keywords: scalable financial, financial software, quickbooks scalable, accounting software, accounting tools, growth quickbooks, businesses financial, accounting tool, financial management, expenses quickbooks
• Source: digitaltrends.com

How Superhuman and Databricks built a 200K QPS inference platform together

Superhuman and Databricks engineers share how they jointly migrated spelling and grammar correction workloads to the Databricks Model Serving Platform, serving over 200k QPS, with 60% throughput gains...

• Keywords: databricks superhuman, superhuman databricks, superhuman ai, superhuman workload, workloads databricks, regression superhuman, databricks team, superhuman productivity, superhuman, innovations superhuman
• Source: databricks.com

How to wow in first 90 days as product and experimentation leader

6 min read time Start strong, build trust fast, and prove you’re exactly who they needed. The first 90 days in a new product or experimentation role feel like drinking from a fire hose while someone y...

• Keywords: early build, product leadership, test ideas, questions ceo, ceo growth, experimentation leadership, release testing, testing launch, impact testing, fast launching
• Source: optimizely.com

I Tried 50+ Coding Interview Courses on Udemy: Here Are My Top 6 Recommendations for 2026

Hello guys, bonus season is done and dusted for almost all the companies and we are now in second half of the year, the best time to look for jobs as if you join this time, you will not miss bonuses o...

• Keywords: courses coding, interview courses, coding interview, coding interviews, developer courses, course coding, interview course, dsa skills, developers course, coding dsa
• Source: java67.com

Improving Bash Generation in Small Language Models with Grammar-Constrained Decoding

Bash is one of the most flexible and powerful interfaces exposed to AI agents. In the right system, a model that emits grep , curl , tar , or a shell pipeline is producing an executable action that ca...

• Keywords: command generation, bash expressiveness, bash generating, command grammars, generating bash, command structures, broad commands, bash agentic, command semantically, bash flexible
• Source: developer.nvidia.com

Intent-Driven Tool Selection Using Abilities in Agentforce Vibes

For an AI coding agent to be truly effective, it must have access to the right tools at the right time. But with the sheer number of Salesforce DX MCP Server tools available (and growing), it can be c...

• Keywords: agent tools, tools agentforce, tools agents, code agentforce, feature agentforce, tool management, additional tools, tool metadata, mcp tools, exists tools
• Source: developer.salesforce.com

Jordan Peterson can’t think for himself

Once upon a time, Jordan Peterson was seen as something like the Galileo of anti-wokeness. No longer. Following a highly publicized struggle with benzodiazepine addiction, requiring extended treatment...

• Keywords: peterson psychology, fame peterson, liberalism peterson, discovering peterson, jordan peterson, obscures peterson, gone peterson, peterson, unfortunately peterson, peterson sad
• Source: unherd.com

Justice Ketanji Brown Jackson’s Campaign Against the Supreme Court

Her dissent in <i>Louisiana v. Callais</i> captures the mindset of a left that is determined to destroy the Supreme Court in order to save it. <img src="https://i0.wp.com/www.nationalreview.com/wp-con...

• Keywords: dissent louisiana, dissent, supreme court, louisiana callais, jackson scotus, mindset left, brown jackson, louisiana, jackson, court
• Source: nationalreview.com

Komai: a fine Matrix chat app you can get to love

Introducing Komai: a fine Matrix chat app you can get to love 🦁 At etke.cc, we host Matrix servers for a living. Almost a decade ago, we were dissatisfied with Matrix self-hosting and launched the mat...

• Keywords: matrix chat, matrix servers, matrix clients, matrix server, matrix client, matrix docker, matrix ecosystem, matrix desktop, matrix app, matrix room
• Source: etke.cc

Korea welcomes robotic buddhist monk at a real monastery. It’s a sign of things to come.

A humanoid robot has joined a Buddhist ceremony in Seoul, and it was a sight to behold. The robot, named Gabi, was introduced at Jogyesa Temple in central Seoul during a ceremony held ahead of Buddha’...

• Keywords: buddhism robot, gabi robot, gabi monks, monk gabi, robot monk, korean buddhism, monk buddhist, new robot, robot, buddha
• Source: digitaltrends.com

Law Firm AI Governance: Closing the Client Trust Gap in 2026

What’s Happening Integris has published its 2026 Law Firm Trust in Technology Report, drawing on surveys of 416 law firm decision-makers and 600 law firm clients. The research documents a growing conf...

• Keywords: ai governance, legal ai, ai law, law firms, law firm, disclose ai, ai involvement, ai cybersecurity, enterprise ai, disclosure ai
• Source: efficientlyconnected.com

MacBook Neo was such a smash hit for Apple that it might soon treat you to a price hike

The $599 MacBook Neo has been flying off the shelves and online stores so fast that Apple has been forced to double its production target. Even now, when I’m writing this article, the shipping time on...

• Keywords: iphone production, production cost, production costs, increasing prices, production a18, increasing production, increase production, longer production, higher production, raising prices
• Source: digitaltrends.com

MacStories Weekly: Issue 512

Introducing Apple Frames 4: A Revamped Shortcut, Support for Frame Colors, Proportional Scaling, and the Apple Frames CLI for Developers

• Keywords: apple frames, frames cli, frame colors, frames, scaling apple, frame, introducing apple, frames revamped, support frame, shortcut support
• Source: macstories.net

MCP Marketplace Brings Real-Time Intelligence to Agentic Applications

Agents powered by static internal data can't compete. Databricks now connects your agents to real-time external intelligence—governed, auditable, and production-ready. by Roman Ostrovski, Harish Gaur...

• Keywords: enabling agents, agentic application, agentic applications, agents access, agents providers, agent reasoning, agents need, agents, agents knowledge, agent uses
• Source: databricks.com

MCP support for CloudBolt CMP

Videos MCP support for CloudBolt CMP Watch this 3-minute demo to see how CloudBolt CMP with MCP support lets you manage your infrastructure through simple, conversational prompts. No UI navigation, no...

• Keywords: cloudbolt cmp, demo cloudbolt, support cloudbolt, cloudbolt, mcp support, enterprise infrastructure, hypervisor, shakeup enterprise, cloud investment, mcp
• Source: cloudbolt.io

Message Subject

Message Subject Fetch the parent resource that a message is about. When your bot receives a comment on a Linear issue or GitHub PR, message.subject resolves the parent resource so your handler knows w...

• Keywords: message bot, messagesubject, comment webhooks, message instance, message subject, messagesubject type, bot receives, resource message, null messagesubject, receives comment
• Source: chat-sdk.dev

Meta Fired 1,100 Workers for Seeing What Its AI Was Supposed to See

-5517fd7b58a6---4 crawled_date: 2026-05-08T19:00:59.382699+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 08 May 2026 14:52:38 GMT

Member-only story Meta Fired 1,100 Worker...

• Keywords: ai meta, meta fired, 2025 meta, meta hardware, meta privacy, ai earning, meta signed, guaranteed tenure, uses meta, tenure
• Source: levelup.gitconnected.com

Meta wants an AI agent to go Instagram shopping for you and pull the whole agent stunt

Meta’s next move with AI is moving beyond chatbots and stepping into a shopping assistant. According to an Engadget report, citing The Information, the company is developing a more advanced “agentic”...

• Keywords: ai agent, meta ai, ai assistant, agent platform, ai shopping, ai tool, computer agent, new ai, agent instagram, agent search
• Source: digitaltrends.com

Micron Ships Gigantic 245TB SSD

BrianFagioli writes: Micron says it is now shipping the world's highest-capacity commercially available SSD, and the numbers are honestly hard to wrap your head around. The new Micron 6600 ION packs 2...

• Keywords: ssd capacities, hdds micron, terabyte ssd, single ssd, ssd, ssd longer, 245tb ssd, versus hdd, ssd reduce, available ssd
• Source: hardware.slashdot.org

Microsoft Agent 365 Turns Shadow AI Into a Governed Asset Class

Analyst(s): Keith Kirkpatrick, Brad Shimmin Publication Date: May 8, 2026 Microsoft has made Agent 365 generally available for commercial customers, delivering a unified control plane to observe, gove...

• Keywords: agent 365, microsoft agent, agents microsoft, cloud agent, agent infrastructure, agents platform, cloud microsoft, 365 agents, platform agents, agents security
• Source: futurumgroup.com

Mojo 1.0 Beta

IMPORTANT: To view this page as Markdown, append .md to the URL (e.g. /docs/manual/basics.md). For the complete Mojo documentation index, see llms.txt. For the complete Mojo documentation index, see...

• Keywords: mojo compiler, programming mojo, mojo documentation, mojo metaprogramming, metaprogramming mojo, mojo roadmap, code mojo, mojo code, mojo built, systems compiled
• Source: mojolang.org

Mux (YC W16) Is Hiring

Mux is video for developers. Our mission is to democratize video by solving the hard problems developers face when building video: video encoding and streaming (Mux Video), video monitoring (Mux Data)...

• Keywords: mux video, streaming mux, video developers, video engineers, building video, video js, cloud video, conference video, mux, video technology
• Source: mux.com

My first in-prod corrupted hard drive problem

My first corrupted hard drive problem How I had to deal with a corrupted hard drive on a production server. whoami I’m a ICT engineer and have been working for 4 years at a nice small biopharma compan...

• Keywords: data recovery, backup corrupted, sql backup, server corrupts, data restore, recovering data, drive failure, disturbing backup, recover data, corrupted hard
• Source: blog.pavementlink.ch

N-able not quite able yet but re-enabling nicely

N-able not quite able yet but re-enabling nicely MSP-focussed data protector N-able reported strong results in its first 2026 quarter, with reduced losses but sees growth slowing as a large deal focus...

• Keywords: cybersecurity reaching, able revenue, msp sales, profitable able, longer sales, profitability, sales momentum, channel sales, said earnings, security able
• Source: blocksandfiles.com

Netflix is testing its own voice search feature and it sounds less frustrating

Finding something to watch on Netflix can feel like a chore. This is why Netflix has quietly rolled out a native AI-powered voice search feature to a small group of users in the US (via The Verge). In...

• Keywords: netflix voice, search netflix, feature netflix, netflix wants, netflix responds, netflix button, netflix app, voice search, does netflix, press netflix
• Source: digitaltrends.com

Netskope Bets Agentic AI Can Solve the SOC Capacity Crisis

Netskope announced AgentSkope, an architectural foundation embedded within the Netskope One Platform that enables organizations to deploy AI agents capable of executing end-to-end security and network...

• Keywords: agentskope architecture, netskope agentskope, analyst agentskope, ai cybersecurity, agents security, agentskope architectural, aiops agent, ai agents, agentskope agent, ai security
• Source: futurumgroup.com

New Linux 'Dirty Frag' Zero-Day Gives Root On All Major Distros

mrspoonsi shares a report: Dirty Frag is a vulnerability class, first discovered and reported by Hyunwoo Kim (@v4bel), that can obtain root privileges on major Linux distributions by chaining the xfrm...

• Keywords: frag vulnerability, vulnerability dirty, dirty frag, vulnerability rxrpc, linux dirty, write vulnerability, root privilege, fail vulnerability, vulnerability class, vulnerabilities
• Source: linux.slashdot.org

Nintendo is raising Switch 2 price in the US, but there’s still time left to snag one for less

Nintendo is the latest company to bend its knee in the face of a pricing crisis triggered by AI. The company has just announced revised pricing for its Switch 2 console and online gaming services in m...

• Keywords: pricing switch, nintendo switch, switch nintendo, nintendo increase, price hike, launch price, pay nintendo, retail prices, japan price, prices
• Source: digitaltrends.com

Non-determinism is an issue with patching CVEs

Achieving CVE Remediation in an Era of Escalating Vulnerabilities Even before Claude Mythos was announced, there were clear signs that the next era of CVEs would be found by AI models. Big Sleep found...

• Keywords: package cves, cves persisted, package cve, emerging cves, cve remediation, detect cves, vulnerable packages, achieving cve, cve affected, cve discovery
• Source: flox.dev

not much happened today

a quiet day. AI News for 5/6/2026-5/8/2026. We checked 12 subreddits, 544 Twitters and no further Discords. AINews’ website lets you search all past issues. As a reminder, AINews is now a section of L...

• Keywords: openai gpt, gpt instant, instant gpt, gpt cyber, gpt realtime, announcing gpt, openai signaled, openai, gpt good, whisper gpt
• Source: news.smol.ai

Notes on incidents

Notes on incidents Incidents are boring. Most of what you actually do during an incident is wait: for some other team to investigate, or for a deploy to finish, or for the result of some change to bec...

• Keywords: incidents indispensable, incidents simple, resolve incidents, make incidents, incidents incidents, incidents resolve, resolving incidents, incidents making, incidents, incidents times
• Source: seangoedecke.com

NVIDIA Spectrum-X MRC: Open AI Networking at Gigascale

What’s Happening NVIDIA has released the Multipath Reliable Connection (MRC) protocol as an open specification through the Open Compute Project, following its initial deployment on NVIDIA Spectrum-X E...

• Keywords: infrastructure nvidia, networking nvidia, gpu clusters, ai infrastructure, horizon infrastructure, ai networking, treat networking, gpu cluster, multipath reliable, network inefficiency
• Source: efficientlyconnected.com

OpenAI’s Codex just moved into Chrome, where the useful work and the risks live

OpenAI is giving Codex a larger stage than the coding window. Its new Chrome extension lets the agent use an authenticated web session, so it can help with work that already lives inside Gmail, Salesf...

• Keywords: openai, review openai, test openai, openai says, openai make, openai giving, codex chrome, chrome useful, codex app, agent use
• Source: digitaltrends.com

PC Engine CPU

I’ve been working on a PC Engine emulator (aka TurboGrafx-16) after getting the bug to start looking at a new system, and I’ve found it to be pretty interesting hardware-wise. Originally released in 1...

• Keywords: pc engine, engine hardware, generation consoles, snes cpu, mhz nes, processor 16, cpu game, gaming console, rom cpu, hardware interesting
• Source: jsgroth.dev

Perplexity’s Personal Computer can work autonomously on your Mac, and it’s now available to all

Perplexity has finally launched its Personal Computer Mac app for everyone, and it could genuinely change how you get things done on your Mac. Personal Computer is an AI agent system that works direct...

• Keywords: perplexity desktop, running perplexity, perplexity mac, run perplexity, mac apps, mac personal, computer personal, mac app, personal computer, perplexity personal
• Source: digitaltrends.com

Podcast Rewind: Codex, GameHub, a Mouse Lament, a Peacock Invasion, and an Interview with Niléane Dorffer

Enjoy the latest episodes from MacStories’ family of podcasts: AppStories This week on AppStories, John shares a tip for moving files with Taildrop before he and Federico dig into Codex and its unique...

• Keywords: revealed macstories, macstories family, macstories advocacy, episodes macstories, gamehub mac, macstories, thriller macstories, mac beta, macstories unwind, club macstories
• Source: macstories.net

Podman rootless containers and the Copy Fail exploit

Podman rootless containers and the Copy Fail exploit On April 29th CVE-2026-31431 was publicly disclosed at https://copy.fail/. This vulnerability allows a local unprivileged user to obtain a root she...

• Keywords: container exploited, podman rootless, rootless podman, docker podman, podman docker, podman containers, podman security, exploit container, container rootless, malicious container
• Source: garrido.io

Poland is now among the 20 largest economies

Poland is now among the world’s 20 largest economies. How it happened Poland’s economy has been transformed dramatically since the fall of communism in 1989. Once struggling, it is now one of Europe’s...

• Keywords: poland economy, poland gdp, poland dynamic, poland success, successful poland, world poland, poland world, remain poland, economist poznan, poland benefited
• Source: apnews.com

Premium: AI's Circular Psychosis

<p>In this week’s free newsletter, <a href="https://www.wheresyoured.at/am-i-meant-to-be-impressed/#me-explain-why-circular-finance-bad">&lt;u>I explained how bad the circular AI economy is in the...

• Keywords: anthropic money, money anthropic, ai economy, circular finance, anthropic pay, bills anthropic, blockquote anthropic, anthropic company, cloud bills, economy
• Source: wheresyoured.at

Project Kijiji: building a GNN-based routing intelligence platform for fragile networks

Project Kijiji is a real-time platform that maps African internet routing inefficiencies and predicts where new IXP peering agreements would have the highest regional impact. It uses a Graph Neural Ne...

• Keywords: african internet, ixp peering, regional latency, african ixps, latency johannesburg, nairobi isp, routing inefficiencies, latency detours, new peering, meaningful latency
• Source: tinybird.co

Prompt: AI Agents Are Becoming Operational Infrastructure

Sponsored by Google Cloud Choosing Your First Generative AI Use Cases To get started with generative AI, first focus on areas that can improve human experiences with information. As agents move past d...

• Keywords: enterprise ai, ai agents, agentic analytics, ai shopping, ai assistant, ai deployment, agents business, workflows increasingly, operationalize agents, experience ai
• Source: aibusiness.com

Pushing Local Models With Focus And Polish

written on May 08, 2026 I really, really want local models to work. I want them to work in the very practical sense that I can open my coding agent, pick a local model, and get something that feels co...

• Keywords: hosted api, hosted model, apis, api supporting, apis work, local agents, model providers, server api, local models, putting api
• Source: lucumr.pocoo.org

Pushing the Frontier for Data Agents with Genie

Genie is Databricks’ state-of-the-art data agent designed for answering complex questions about enterprise data consisting of both structured (tables, dashboards, notebooks, etc.) and unstructured (wo...

• Keywords: data agents, data agent, genie databricks, databricks, agents data, agent data, coding agents, data sources, coding agent, data source
• Source: databricks.com

Quantinuum IPO: Strategic Quantum Platform, Valuation Still the Gate

Quantinuum IPO: Strategic Quantum Platform, Valuation Still the Gate

1. Executive Overview: Strategic Quantum Platform, Valuation Still the Gate Bottom Line. Quantinuum is one of the few credible full...

• Keywords: quantinuum financial, qnt priced, qubits company, quantinuum holdings, quantum companies, investment qnt, quantum holdings, valuation qnt, nasdaq qnt, qed investors
• Source: atlaspeakresearch.com

Restoring Data While Preserving Terraform State: In-Place Recovery with Clumio Backtrack

Key Takeaways

• Traditional restore workflows can create infrastructure drift in Terraform-managed environments by provisioning new resources outside of state.

• Clumio Backtrack is designed to restor...

• Keywords: terraform iac, environments terraform, terraform backtrack, infrastructure terraform, backtrack terraform, terraform review, terraform corruption, integrated terraform, terraform driven, terraform beneficial

• Source: commvault.com

Running Codex safely at OpenAI

As AI systems become more capable, they increasingly act on behalf of users. Coding agents can autonomously review repositories, run commands, and interact with development tools. These are tasks that...

• Keywords: codex security, agents operate, agent aware, management sandboxing, coding agents, openai compliance, ai security, technical execution, agent native, agents deployed
• Source: openai.com

Sam Altman Had a Bad Day In Court

An anonymous reader quotes a report from Business Insider: As the trial between Elon Musk and OpenAI ended its second week, the Tesla CEO started scoring points against Sam Altman. His witnesses lande...

• Keywords: openai ceo, openai testified, openai safety, safety openai, safety altman, testimony openai, researcher openai, testifies openai, testimony altman, business insider
• Source: yro.slashdot.org

Securing the Agentic Enterprise

About Team Portfolio Jobs Theories Back to blog Securing the Agentic Enterprise May 8, 2026 May 8, 2026 No items found. Share article Share to LinkedIn Share to X Previous article Next article Degradi...

• Keywords: ai agents, agentic enterprise, jobs ais, agent ai, data agent, securing agentic, agents investment, agents, agent skills, agents need
• Source: theoryvc.com

Securing the Agentic Enterprise

Enterprises run on AI agents. So do the attackers. What does it mean to build, secure, and operate AI systems when both sides - defenders and attackers - are automated? Jonathan Jaffe, CISO at Lemonad...

• Keywords: ai defenders, agents attackers, ai agents, agentic security, attackers automated, operate ai, securing agentic, ai enterprise, agent defender, run ai
• Source: tomtunguz.com

Securing Your Data with AWS Key Management Service (KMS)

-5517fd7b58a6---4 crawled_date: 2026-05-08T19:00:59.382699+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 08 May 2026 14:52:30 GMT

Securing Your Data with AWS Key Managemen...

• Keywords: managing encryption, aws key, encryption keys, encryption strategy, encryption key, securing data, encrypt key, keys aws, data encryption, perform encryption
• Source: levelup.gitconnected.com

Serving a website on a Raspberry Pi Zero running in RAM

Serving a Website on a Raspberry Pi Zero Running Entirely in RAM 2026-05-08 My micro site, zero.btxx.org, is being served to the public internet from a Raspberry Pi Zero v1.3 running Alpine Linux. The...

• Keywords: website raspberry, vps alpine, zero 512mb, alpine linux, optional 512mb, running website, 512mb microsd, self hosting, entirely ram, serving website
• Source: btxx.org

Serving DeepSeek-V4: why million-token context is an inference systems problem

Benchmark tables miss the main point of DeepSeek-V4: the important change is architectural. V4 turns million-token context into a serving-systems problem. The model supports a 1M-token context window...

• Keywords: v4 benchmark, benchmark v4, compressed attention, sparse attention, v4 performance, memory deepseek, dense attention, benefit deepseek, v4 cache, deepseek v4
• Source: together.ai

ShinyHunters claims nearly 9,000 schools affected by Canvas data breach

ShinyHunters claims nearly 9,000 schools affected by Canvas data breach ShinyHunters, the prolific criminal hacker and extortion group, on Thursday provided additional details about its recent breach...

• Keywords: shinyhunters breached, shinyhunters claims, data breach, breach shinyhunters, hacker extortion, breached instructure, breach canvas, did security, shinyhunters prolific, breach tech
• Source: edscoop.com

Show HN: Git for AI Agents

Version control for AI agent activity. Track what your agent did, which prompt wrote each line, and rewind when things break.

Install via Homebrew (macOS/Linux)

brew tap regent-vcs/tap brew install...

• Keywords: auditable rgt, tool tracked, dependencies rgt, auditability agent, rgt blame, agents version, agent activity, rgt commands, project rgt, ai agent
• Source: github.com

SiTime Q1 FY 2026: AI Inference Demand Drives Timing Content Expansion

Analyst(s): Futurum Research Publication Date: May 8, 2026 SiTime’s quarter showed accelerating pull from AI data center platforms, where timing content rises with inference and higher bandwidth netwo...

• Keywords: sitime nasdaq, nasdaq sitm, analyst sitime, nasdaq, 2026 financial, analyst futurum, renesas timing, roi sitime, timing asset, ceo sitime
• Source: futurumgroup.com

Steering Zig Fmt

Steering Zig Fmt Two tips on using zig fmt effectively. Read this if you are writing Zig, or if you are implementing a code formatter. For me, zig fmt is better than any other formatter I used: rustfm...

• Keywords: formatter zig, fmt zig, zig fmt, writing zig, zig implementing, using zig, alternative formatter, code formatter, shortcut zig, better formatter
• Source: matklad.github.io

Stellantis Q1 FY 2026 Earnings Return to Profitability

Analyst(s): Olivier Blanchard Publication Date: May 8, 2026 Stellantis’ Q1 FY 2026 results show an operational reset that is already translating into higher shipments and improved profitability. The k...

• Keywords: europe pricing, europe profit, 2026 financial, america margin, 2025 earnings, 2026 earnings, america margins, 2026 stellantis, stellantis costs, stellantis nyse
• Source: futurumgroup.com

Storage News Ticker - 8 May

Storage News Ticker - 8 May Data source connector Airbyte launched Airbyte Agents, a context layer that gives production-grade agents direct access to a unified, search-optimized index of an organizat...

• Keywords: query agents, context store, apis typically, live apis, servicenow data, underlying storage, data sourced, manages data, datastore, data source
• Source: blocksandfiles.com

Streaming Tokens and Tools: Multi-Turn Agentic Harness Support in NVIDIA Dynamo

An agentic exchange must preserve a structured interaction: assistant turns interleave reasoning with one or more tool calls, and subsequent user turns return the corresponding tool results to the mod...

• Keywords: agentic workflows, agentic workloads, agent workflows, agentic clients, api experience, agents need, context agents, performance agentic, calls agentic, explained agentic
• Source: developer.nvidia.com

Daily Summary

Total articles: 171

Overall

Welcome back to This Week in Stratechery! As a reminder, each week, every Friday, we’re sending out this overview of content in the Stratechery bundle; highlighted lin...

• Keywords: ai laptop, uses ai, ai use, ai internally, ai company, ai content, use ai, wordpress ai, run ai, ai powered

Supabase Is Now an Official ChatGPT App

Supabase is now an official app in ChatGPT. Connect your Supabase projects and manage your entire database infrastructure by telling ChatGPT what you need. With the Supabase ChatGPT app, you can execu...

• Keywords: supabase chatgpt, supabase projects, supabase project, chatgpt manage, chatgpt projects, supabase docs, chatgpt app, documentation supabase, supabase directly, supabase plans
• Source: supabase.com

Supavisor connectivity in us-east-1

Subscribe to updates for Supavisor connectivity in us-east-1 via email and/or text message. You'll receive email notifications when incidents are updated, and text message notifications whenever Supab...

• Keywords: notifications supabase, updates supavisor, supabase, sms updates, subscribe updates, supabase creates, supavisor connectivity, supavisor, message notifications, east email
• Source: status.supabase.com

The Age of Post-Training, Part 1: Learning by Imitation

The Age of Post-Training, Part 1: Learning by Imitation Supervised fine-tuning. The simplest paradigm. The model is shown what to say. Whether it understands is a different question. InstructGPT, Marc...

• Keywords: demonstration learned, demonstrations training, demonstration imitation, imitation trained, demonstrations helpfulness, pretraining demonstration, demonstration preference, demonstrations imitation, demonstration things, generalizes demonstration
• Source: robonaissance.com

The AI Agent Security Surface: What Gets Exposed When You Add Tools and Memory

From LLM to Agent : Why the Threat Model Changes Most AI security work focuses on the model: what it says, what it refuses, and how it handles malicious prompts. This framing made sense when AI was a...

• Keywords: ai security, agent security, ai agent, agent threat, secure agent, instruct agents, agentic ai, agent capabilities, agent architecture, agent reasoning
• Source: towardsdatascience.com

The best MCP servers for developers at startups

The best MCP servers for developers at startups Contents There are tens of thousands of MCP servers in the wild as of writing this article – Glama lists over 22,000, PulseMCP tracks 14,000+, and mcp.s...

• Keywords: mcp servers, mcp server, server mcp, mcp core, tools mcp, build mcp, workflow mcps, microsoft mcp, deployment mcp, mcp doing
• Source: posthog.com

The Best Thunderbolt 5 Docks for Mac in 2026

For Mac users, there’s an unspoken frustration that isn’t talked about enough, and I have experienced it firsthand. You invest in a MacBook for its Apple Silicon power, sleek design, and the undeniabl...

• Keywords: thunderbolt docks, thunderbolt performance, thunderbolt mac, dock thunderbolt, thunderbolt dock, use thunderbolt, thunderbolt ports, thunderbolt architecture, multiple thunderbolt, powered thunderbolt
• Source: digitaltrends.com

The best tool to keep track of your wallet so you don't lose it is now at an all-time low

You can't go wrong with attaching a tracking device on things you might commonly misplace or lose. And while you can stuff an Apple AirTag in your wallet if you want, we don't think it's the best solu...

• Keywords: wallet tracker, tracker card, tracking device, airtag wallet, compatible tracker, attaching tracking, tracker, cards wallet, ridge wallet, ridget wallet
• Source: xda-developers.com

The CEO’s AI playbook: Why decision architecture beats model selection

The CEO’s AI playbook: Why decision architecture beats model selection Table of contents AI strategy isn’t a model problem. It’s a decision problem. Here’s how to incorporate AI into your decision inf...

• Keywords: ceo ai, ai decisions, ai workflow, ai strategy, ai accountability, enterprise ai, ai decision, operate ai, decisions automate, ai operating
• Source: nutrient.io

The Good, the Bad and the Ugly in Cybersecurity – Week 19

The Good | Courts Sentence Karakurt Ransomware Negotiator & Two DPRK IT Worker Scheme Facilitators Federal authorities have successfully secured a nearly nine-year prison sentence for Deniss Zolotarjo...

• Keywords: ransomware negotiator, zolotarjovs sentencing, karakurt ransomware, karakurt extortion, ransom payments, coerce ransom, prosecution zolotarjovs, paying ransom, ransom coerce, ransom
• Source: sentinelone.com

The INIU Pocket Rocket P50 is the Smallest Power Bank Your Pocket Actually Needs

Imagine you’re halfway through your day, your phone is at 16%, and there isn’t a charging outlet in sight. Suddenly, your plans for the evening come to a halt. Do you take that call, open Maps, or sav...

• Keywords: save battery, battery later, worrying battery, bulky power, portable charging, stressful charging, staying powered, smartphone battery, charging experience, battery pack
• Source: digitaltrends.com

The Rate Limiting Mistake That Cost Us a 4 am Call

-5517fd7b58a6---4 crawled_date: 2026-05-08T19:00:59.382699+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 08 May 2026 14:52:52 GMT

The Rate Limiting Mistake That Cost Us a...

• Keywords: rate limiting, bucket token, token bucket, timeouts api, requests faster, limiter rate, requests seconds, bucket burst, golang org, 20 requests
• Source: levelup.gitconnected.com

The React2Shell Story

The React2Shell Story Authored by Lachlan Davidson On November 30th 2025, I reported a critical remote code execution vulnerability ("React2Shell") to Meta. On December 3rd, Meta released a fix and pu...

• Keywords: vulnerability react2shell, vulnerability react, react2shell story, react2shell shenanigans, react2shell surprisingly, develop react2shell, react2shell, react2shell fixed, disclosure react2shell, react2shell meta
• Source: lachlan.nz

The Rich Already Pay More Than Their ‘Fair Share’

They fund the bulk of federal revenues and pay higher tax rates than anyone else. <img src="https://i0.wp.com/www.nationalreview.com/wp-content/uploads/2026/05/bernie-sanders-tax-the-rich.jpg?fit=617%...

• Keywords: sanders tax, tax rich, federal revenues, higher tax, tax rates, fund, revenues pay, fund bulk, revenues, tax
• Source: nationalreview.com

The Week’s 10 Biggest Funding Rounds: Enterprise AI, Space Tech And Biotech Top The Ranks

Want to keep track of the largest startup funding deals in 2025 with our curated list of $100 million-plus venture deals to U.S.-based companies? Check out The Crunchbase Megadeals Board. This is a we...

• Keywords: startup funding, funding billion, venture deals, google ventures, biggest funding, million funding, funding deals, funding deal, known funding, announced funding
• Source: news.crunchbase.com

The Week: The Global Oil Crisis

Plus: Ted Turner, R.I.P. <img src="https://i0.wp.com/www.nationalreview.com/wp-content/uploads/2026/05/rafael-peralta-straight-of-hormuz.jpg?fit=617%2C360&#038;ssl=1" />

• Keywords: ted turner, plus ted, straight hormuz, hormuz jpg, ted, turner, turner img, hormuz, rafael peralta, peralta straight
• Source: nationalreview.com

The Xperia 1 VIII leak finally gives Sony some swagger

Sony’s Xperia phones have rarely looked boring, but they’ve often felt too reserved for their own good. The latest Xperia 1 VIII leak changes that, with official-looking images showing Sony’s next pre...

• Keywords: sony xperia, stylish xperia, longtime xperia, pricier xperia, xperia viii, reportedly xperia, xperia unusual, xperia phones, xperia flagships, xperia vii
• Source: digitaltrends.com

Top 7 Advanced SQL Books Every Senior Developer Should Read

Hello guys, If you are an experienced programmer or Data Scientist and know how to write SQL queries and database fundamentals but want to take your SQL and database skills to the next level, then you...

• Keywords: sql books, learn sql, sql book, sql skills, sql courses, sql basics, teach sql, databases book, learning sql, books sql
• Source: sqlrevisited.com

Understanding ADE: Enrollment, configuration, and where the gap lives

A guide to how Automated Device Enrollment works, where it stops, and how to close the window between enrolled and ready. Automated Device Enrollment (ADE) was designed to solve the first-touch proble...

• Keywords: device enrollment, device enrolled, enrollment ade, device management, ade enrolled, devices environments, mdm enrollment, enrolled apple, automated device, ade environment
• Source: iru.com

Unified Agentic Memory Across Harnesses Using Hooks

There’s a running debate in the AI coding tool space: does committing to a specific harness mean vendor lock-in? Memory is the sharpest edge of this. If your agent’s memory lives inside a closed harne...

• Keywords: persist memory, agent memory, lock memory, memory store, shared memory, memory layer, use memory, agentic memory, memory mcp, persistent store
• Source: towardsdatascience.com

University Claims Withholding Water From Nuclear Weapons Data Center Is 'Unlawfully Discriminatory' to Data Centers

The University promised “to pursue all rights and claims for necessary relief” if a small Michigan community won’t pump water into a data center.

• Keywords: water data, university promised, pump water, data center, michigan community, rights claims, claims necessary, small michigan, pump, pursue rights
• Source: 404media.co

Using Claude Code: The Unreasonable Effectiveness of HTML

8th May 2026 - Link Blog Using Claude Code: The Unreasonable Effectiveness of HTML. Thought-provoking piece by Thariq Shihipar (on the Claude Code team at Anthropic) advocating for HTML over Markdown...

• Keywords: html markdown, effectiveness html, advocating html, markdown, html explanations, markdown output, efficiency html, things markdown, html thought, html tools
• Source: simonwillison.net

Using MemAlign to Improve Evaluation of Traditional Machine Learning in Genie Code

Closing the gap between LLM judges and human experts with MemAlign and MLflow. by Stepan Nosov, Pavle Martinović, Tejas Sundaresan, Alkis Polyzotis and Nemanja Petrovic Recently announced Genie Code i...

• Keywords: chatbots genie, example genie, ml workflows, capabilities genie, genie code, using genie, genie, evaluate genie, tells genie, databricks autonomous
• Source: databricks.com

Virginia Democrats Get Their Comeuppance

The state’s supreme court rightly found the process that Democrats used to impose an egregious gerrymander illegal. <img src="https://i0.wp.com/www.nationalreview.com/wp-content/uploads/2026/02/abigai...

• Keywords: gerrymander illegal, egregious gerrymander, gerrymander, process democrats, dem response, spanberger dem, democrats used, state supreme, dem, democrats
• Source: nationalreview.com

Was AI called by Cthulhu?

Perhaps Anthropic’s marketing department reads more horror fiction than it lets on. Last month, when the company unveiled Claude Mythos, its most powerful AI model, it included the now-customary boast...

• Keywords: using mythos, obtain mythos, mythos ai, produced mythos, mythos easily, mythos, mythos released, mythos interconnected, mythos despite, mythos powerful
• Source: unherd.com

Wealth advisor productivity starts with the client conversation

Industry Outcomes: Wealth management client reviews are a firm's most important client touchpoint. Most of them are spent discussing information the client already knows. by Kim Hatton USE CASE Client...

• Keywords: client review, wealth advisors, client reviews, portfolio reviews, client conversations, reviews wealth, client conversation, client portfolio, advisor productivity, management client
• Source: databricks.com

Weekend at Bernie’s

In the 1989 film, two junior employees turn up at their boss’s beach house to find him dead, and spend the rest of the weekend wheeling him around the party with sunglasses on so nobody notices. The o...

• Keywords: vulnerability discovery, patches waiting, vulnerability package, assisted vulnerability, stale repositories, patches, first_patched_version advisory, dormant packages, packages ecosystem, vulnerability
• Source: nesbitt.io

Weekly Dose of Optimism #192

Weekly Dose of Optimism #192 UFO Disclosure, GENE-26.5, Neuralink Brain Surgeon Robot, Magnesium, Aalo DSA, GDM x EVE + Extra Doses Hi friends 👋, Happy Friday and welcome back to our 192nd Weekly Dose...

• Keywords: ambitious companies, dose optimism, brought simpleclosure, ambitious company, optimism california, getting optimism, optimism, simpleclosure celebrate, simpleclosure helps, obligations simpleclosure
• Source: notboring.co

When Customers Churn at Renewal: Was It the Price or the Project?

The problem is that something else is almost always happening at the same time. The initiative that drove the original purchase, whether it was a system migration, compliance push, sales transformatio...

• Keywords: price retention, retention strategy, churn analyses, renewal churn, customer churn, customer churns, churn behavior, incremental churn, churn impact, churn customer
• Source: towardsdatascience.com

When Your System Is an Agent, You Need a Different Benchmark

When Your System Is an Agent, You Need a Different Benchmark At some point during the evolution of Qodo’s code review system, we ran into a problem that snuck up on us: the benchmarks we’d built to me...

• Keywords: agents tool, monolithic agent, agent pipeline, agent different, benchmark organization, multi agent, agent framework, model agent, agent compliance, agent stages
• Source: qodo.ai

Why age assurance laws matter for developers

Why age assurance laws matter for developers Youth safety requirements are moving down the tech stack to operating systems and app stores—raising new questions for open source developers. Policymakers...

• Keywords: developers youth, risks minors, protect young, developers policymakers, restrict minors, minors access, risks young, age legislation, age assurance, youth safety
• Source: github.blog

Windows Phone still refuses to die as someone adds a native Telegram app to the OS

Summary

• Vianigram is a native MTProto Telegram client on Windows Phone in 2026 — real chats, full login, rich features.

• Push is dead on Windows Phone; Vianigram uses 30-min maintenance, VoIP wake...

• Keywords: mtproto telegram, native telegram, app telegram, windows phone, telegram app, telegram client, telegram, telegram unofficially, windows phones, phone vianigram

• Source: xda-developers.com

WordPress.com Changelog: AI Assistant Opt-in on All Current Paid Plans and A New Way to Build Sites from Your Terminal

April 24 – May 7, 2026 Welcome back to the WordPress.com changelog! It’s been a big two weeks at WordPress.com HQ: we opened opt-in access to the WordPress AI Assistant on all current paid plans, Stud...

• Keywords: blogger plans, wordpress ai, blogging ai, blogger, legacy blogger, assistant wordpress, form blogging, blogging introduced, blogging theme, style blogging
• Source: wordpress.com

You Think Concurrency Means Parallel Execution. In Go, That’s Only Half True.

-5517fd7b58a6---4 crawled_date: 2026-05-08T19:00:59.382699+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 08 May 2026 14:52:15 GMT

Member-only story You Think Concurrency M...

• Keywords: goroutines cpu, goroutine scheduler, running goroutines, goroutines created, goroutine counts, goroutines blocked, explained concurrent, scheduler traces, true goroutine, parallel execution
• Source: levelup.gitconnected.com

Your smart home needs both an ESP32 and Raspberry Pi 5, not one or the other

For the past few months, I’ve been making the case for the ESP32. I'd argue that the $5 ESP32 microcontroller can easily replace the Raspberry Pi 5. That helps to save on cost and reduce the bulk. I s...

• Keywords: picking esp32, pi esp32, esp32 raspberry, esp32 based, esp32 capabilities, cheaper esp32, utility esp32, esp32 microcontroller, built esp32, esp32 projects
• Source: xda-developers.com

Zeta2.1: 3x Fewer Tokens, 50ms Faster

We launched Zeta2, Zed's edit prediction model, in March, and promised more improvements were on the way. Here they are. Zeta2.1 emits 3x fewer output tokens than Zeta2, bringing predictions up to 50m...

• Keywords: zeta2 better, zeta2 trained, zeta2 outputs, zeta2, zeta2 output, zeta2 zed, zeta2 zeta2, launched zeta2, zeta1 zeta2, try zeta2
• Source: zed.dev