- Published on
Daily Tech News - 2026-04-21
- Authors

- Name
- geeknotes
The trillion-dollar AI infrastructure race just hit overdrive as Apple prepares for a historic return to its engineering roots.
The headline news today is the seismic 25 billion into the AI startup, while Anthropic has committed to massive AWS infrastructure spending over the next decade. This hunger for compute is echoed across the industry: Meta has broken ground on its 32nd global data center in Tulsa, Oklahoma, and Databricks has launched its new H100-powered AI Runtime. AMD is also joining the fray, pivoting its vision toward "Agentic AI" for the next generation of PCs.
At Apple, the "Cook era" is drawing to a close. Tim Cook has announced he will step down as CEO, handing the reins to hardware veteran John Ternus. This strategic shift back to a product-focused engineer comes at a turbulent time; a new FSFE report highlights Apple’s continued resistance to EU Digital Markets Act interoperability requests, even as the company faces user-level complaints regarding CarPlay stability.
The "Agent" remains the dominant architectural theme of 2026. Anthropic introduced "Managed Agents" to simplify deployment workflows, while Cloudflare’s Project Think aims to provide a durable runtime for these autonomous tools. Developers are seeing these agents mature rapidly—one report describes current coding agents as "astounding"—though the ecosystem is still finding its feet, evidenced by Anthropic’s recent decision to remove Claude Code from its Pro tier.
In consumer software, Firefox 150 arrived today with a long-awaited Linux emoji picker and enhanced PDF ordering. On the hardware side, enthusiasts are debating the merits of DLSS 5, which promises to make AI-upscaled gaming more immersive than ever. From massive cloud investments to a change of guard at the world's largest tech company, the industry is clearly bracing for a highly autonomous, AI-driven future.
Featured Articles
3 simple fixes I used to stop CarPlay from disconnecting
Though I've covered Android Auto a lot lately, I'm primarily a CarPlay user. While my experience with Apple's in-car infotainment platform has been pretty smooth, it wasn't always that way. Similar to...
- Keywords: carplay disconnects, iphone carplay, carplay disconnect, carplay disconnection, carplay connectivity, carplay issues, carplay connection, vehicle iphone, phone carplay, wireless carplay
- Source: xda-developers.com
4 key situations where DLSS 5 might actually make games look better
Right out of the gate, I'll come out and admit loudly that I've always been a fan of upscaling tech and Nvidia's entire DLSS suite. I believe tech like upscaling and frame generation only make modern...
- Keywords: nvidia dlss, dlss achieving, dlss introduces, dlss latest, better dlss, dlss5 preview, dlss5, dlss blurs, dlss industry, experiences dlss
- Source: xda-developers.com
4 networking roadblocks I've faced over the years, and how I fixed each of them
Home networks aren't always as seamless as we'd like them to be. For some people, it's spotty Wi-Fi coverage or high latency, while for others, it's frequent LAN disconnection or the occasional delay...
- Keywords: home network, home networks, networking fixes, network severely, networking roadblocks, network monitoring, network harder, frequent lan, better router, ethernet fixes
- Source: xda-developers.com
4 reasons I am still using Windows 10 on my old laptop
For a long time, I have used two laptops: the new one as my primary device and the older one to perform all the tests my job requires. This is the laptop I used for trying Windows Server at home, the...
- Keywords: reliable windows, windows 10, concern laptop, 11 laptop, 10 windows, windows 11, old laptop, performance windows, update windows, laptop running
- Source: xda-developers.com
6 open-source programs I use instead of the paid alternatives
It's not uncommon nowadays for useful apps and services to require a subscription or a one-time purchase. But there are plenty of free open-source programs. This free availability is one of the reason...
- Keywords: alternative photoshop, gimp plugins, image editors, gimp lacks, gimp, free software, open source, image editing, features photoshop, access photoshop
- Source: xda-developers.com
A Guide to 5 Agent Payment Protocols
A Guide to 5 Agent Payment Protocols J Simpson April 21, 2026 Analysts are predicting that the digital economy is growing at three times the rate of national GDPs, driven largely by AI in various ways...
- Keywords: payments ai, agent payments, agents payment, agent payment, payment protocols, payments api, machine payments, payment protocol, api payment, payments protocol
- Source: nordicapis.com
A Roblox cheat and one AI tool brought down Vercel's platform
<a href="https://news.ycombinator.com/item?id=47844431">Comments</a>
- Keywords: news ycombinator, href, ycombinator com, ycombinator, href https, comments, https news, news, com item, 47844431 comments
- Source: webmatrices.com
A type-safe, realtime collaborative Graph Database in a CRDT
Plane route demo Global airline routes demo Load a snapshot of real airline routes into the graph and query it with TypeScript. Live demo Add your face to the wall Powered by @codemix/graph and @codem...
- Keywords: routes graph, graph schema, graph database, airline routes, ygraph schema, graph codemix, graph storage, graph room, graph email, global airline
- Source: codemix.com
Accelerating Frontier Transformation with Microsoft partners
AI has moved quickly from experimentation to production. Customers want measurable business outcomes, along with security, governance and responsible AI built in from day one. Microsoft partners are a...
- Keywords: trust frontier, governance microsoft, microsoft frontier, transformation microsoft, trusted ai, intelligence trust, based microsoft, microsoft security, foundations trust, awareness microsoft
- Source: blogs.microsoft.com
AI Agent Memory Explained in 3 Levels of Difficulty
In this article, you will learn how AI agent memory works across working memory, external memory, and scalable memory architectures for building agents that improve over time. Topics we will cover inc...
- Keywords: agent memory, memory agentic, memory ai, aware agents, ai agent, storing agent, ai agents, semantic memory, agent uses, agent performance
- Source: machinelearningmastery.com
AI Runtime 1xH100 accelerator (Beta)
April 2026 These features and Databricks platform improvements were released in April 2026. Releases are staged. Your Databricks account might not be updated until a week or more after the initial rel...
- Keywords: features databricks, databricks april, 2026 databricks, supported databricks, support databricks, available databricks, databricks runtime, details databricks, apps databricks, classification databricks
- Source: docs.databricks.com
[AINews] Moonshot Kimi K2.6: the world's leading Open Model refreshes to catch up to Opus 4.6 (ahead of DeepSeek v4?)
[AINews] Moonshot Kimi K2.6: the world's leading Open Model refreshes to catch up to Opus 4.6 (ahead of DeepSeek v4?) Yay Kimi!!! Two days left before Early Bird ends for AI Engineer World’s Fair this...
- Keywords: moonshot kimi, progress moonshot, moonshot release, launch moonshot, moonshot claims, kimi k2, moonshot owned, opencode moonshot, ainews moonshot, moonshot
- Source: latent.space
Amazon To Invest Up To Another $25 Billion In Anthropic
Amazon is expanding its Anthropic partnership with a deal to invest up to another 100 billion on AWS infrastructure over the next decade to...
- Keywords: billion aws, amazon investment, ai amazon, amazon invest, ai capacity, aws trainium, amazon ceo, aws infrastructure, amazon expanding, billion anthropic
- Source: slashdot.org
AMD's Vision for AI PCs in the Age of Agentic AI
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. AMD is positioning it...
- Keywords: ai chipmaker, ai pc, ai pcs, ai chip, marketing amd, ryzen ai, amd, amd latest, ai engineers, ai business
- Source: aibusiness.com
An AI Odyssey, Part 4: Astounding Coding Agents
AI coding agents improved greatly last summer, and again last December-January. Here are my experiences since my last post on the subject. The models feel subjectively much smarter. They can accomplis...
- Keywords: coding agents, agents improved, coding agent, ai coding, agent task, agents, doing agent, agents experimenting, agent working, agent
- Source: johndcook.com
Anthropic Introduces Managed Agents to Simplify AI Agent Deployment
Anthropic has introduced Managed Agents on its Claude platform, a managed execution layer designed to support the development and operation of agent-based workflows. The capability allows developers t...
- Keywords: execution agent, agent workflows, managed agents, execution infrastructure, agents execute, operation agent, multiple agent, agent based, computation agent, agents meta
- Source: infoq.com
Anthropic says OpenClaw-style Claude CLI usage is allowed again
Anthropic (Claude) Anthropic builds the Claude model family and provides access via an API and Claude CLI. In OpenClaw, Anthropic API keys and Claude CLI reuse are both supported. Existing legacy Anth...
- Keywords: api openclaw, api anthropic, anthropic api, openclaw anthropic, openclaw models, openclaw explicit, openclaw supported, supported openclaw, cli openclaw, thinking openclaw
- Source: docs.openclaw.ai
Anthropic Seals $100B Infrastructure Deal With Amazon
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 deal is yet anoth...
- Keywords: billion amazon, amazon invest, amazon invested, amazon ceo, builds billion, aws technologies, investing billion, demand amazon, ai vendor, anthropic amazon
- Source: aibusiness.com
Apple ignores DMA interoperability requests and contradicts own documentation
Apple keeps challenging its interoperability obligations under the DMA A new FSFE report exposes how 56 interoperability requests under the Digital Markets Act have produced no concrete solutions by A...
- Keywords: apple interoperability, interoperability apple, legislation apple, apple governance, developers apple, apple implementing, apple developing, apple defines, apple provide, apple requires
- Source: fsfe.org
Article: Redesigning Banking PDF Table Extraction: A Layered Approach with Java
Key Takeaways
PDF table extraction in enterprise systems is an architectural problem, not just a library choice.
Stream parsing works well for clean text PDFs but breaks under layout drift, wrappe...
Keywords: pdf extraction, tables pdfs, pdfs bank, pdf table, tables parser, formats enterprise, pdfs goal, pdfs optimize, financial documents, banking pipeline
Source: infoq.com
Atlassian research: Your strategy isn’t broken. Your organization just can’t move.
New research with 308 senior enterprise leaders reveals a counterintuitive finding: the problem isn’t strategic clarity, and it isn’t how often you plan. It’s whether your organization is actually abl...
- Keywords: leaders strategic, leaders strategy, strategic priorities, strategic clarity, strategy demands, speed strategic, enterprise leaders, strategic, clear strategic, organizational speed
- Source: atlassian.com
Beauty of Mathematics, Part 1: Math Is Code
Beauty of Mathematics, Part 1: Math Is Code The AI industry learned to generate. The next leap is learning to prove. A 25-year-old mathematician is betting $1.6 billion on the gap between the two. Thi...
- Keywords: ai math, human mathematicians, math competitions, human mathematician, conjecture ai, getting ai, putnam score, putnam competition, ai scored, superintelligence ai
- Source: robonaissance.com
Best practices for secure user authentication
Best practices for secure user authentication An opinionated checklist for the auth decisions you'll actually have to make. Authentication is the part of your app that everyone agrees matters and almo...
- Keywords: authentication evaluating, reinvent authentication, secure auth, authentication opinionated, auth implementations, authentication app, make authentication, force authentication, authentication worth, authentication
- Source: workos.com
Better TTS on Linux
The venerable eSpeak is a mainstay of Linux distributions. It is a clever Text-To-Speech (TTS) program which will read aloud the written word using a phenomenally wide variety of languages and accents...
- Keywords: text speech, speech tts, espeak, tts programs, speaking computer, used espeak, accents install, speak spell, tts program, espeak mainstay
- Source: shkspr.mobi
Black Hat Asia
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. Aug 1, 2026 TO Aug 6,...
- Keywords: cybersecurity event, premier cybersecurity, cybersecurity, briefings pass, groundbreaking briefings, briefings open, briefings, ai use, engineered day, ai
- Source: aibusiness.com
Breaking Ground on a New AI-Optimized Data Center in Tulsa, Oklahoma
Tulsa, Oklahoma will be home to Meta’s newest AI data center — our first data center in the state, 28th in the US, and 32nd in our global fleet. Once operational, this data center will be optimized fo...
- Keywords: partnering tulsa, technology tulsa, collaborating tulsa, tech tulsa, tulsa community, investing tulsa, repairs tulsa, tulsa tech, tulsa facility, east tulsa
- Source: about.fb.com
brief
Anyone landing in an unfamiliar repo, whether that’s a new contributor, a security scanner, or an AI coding agent, has to answer the same handful of questions before doing anything useful: what langua...
- Keywords: rails npm, rails project, ruby, gemfiles package, brief github, code rails, try npm, repo tool, rails, package detection
- Source: nesbitt.io
Build a Digital Credentialing Platform with Quarkus
Build a Digital Credentialing Platform with Quarkus Issue signed badges, verify them with stable public URLs, and secure partner webhooks with HMAC in one Quarkus application Most badge systems look s...
- Keywords: badges trust, signed webhook, trust artifacts, webhook badge, webhook signature, partners authenticate, badgeissuedevent persistence, badgeissuanceservice, credentialing platform, badgeissuedevent transactional
- Source: the-main-thread.com
Building an AI-Powered RPG – to Learn Enterprise AI Integration
This article shares insights from my hackathon project “Runes of Reason” – an AI-powered RPG – and uses it to explain concepts for AI integration with Spring AI. Along the way, the game demonstrates h...
- Keywords: ais tools, spring ai, gamemaker ais, hackathon project, ai services, tools ai, rpg exploring, setup ai, ai factory, design ai
- Source: javapro.io
Cal.diy: open-source community edition of cal.com
Warning Use at your own risk. Cal.diy is the open source community edition of Cal.com and it is intended for users who want to self-host their own Cal.diy instance. It is strictly recommended for pers...
- Keywords: scheduling platform, cal diy, host cal, scheduling infrastructure, scheduling, deploy cal, calcom web, ready scheduling, booking cal, diy hosted
- Source: github.com
California has more money than projected after admin miscalculated state budget
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- Keywords: ʊ7v 1zգ6œ, zs œ9l_, zc_j_ dv, 7z ȭ_, 8zl1 qh, xoxt zc_j_, zgz 7e, 蔐z l8, z je, ʠ 8zl1
- Source: kcra.com
Can You Prove Your Data Is Recoverable? Anomaly and Threat Detection for Backup Security
Key Takeaways:
Cyberattacks increasingly target both production and backup environments, making clean, verifiable recovery essential.
Integrated anomaly and threat detection strengthen cyber resil...
Keywords: recovery cyberattack, cyberattacks increasingly, cyberattack security, compromised backup, detection backup, anomaly threat, malware backup, threats anomaly, security recovery, threat scanning
Source: commvault.com
Capacity without conflict: A guide to multi-tenant GPU cluster design for AI-native teams
Multi-tenant GPU clusters let AI-native companies share compute capacity across teams without sacrificing isolation or control. The right architecture pools GPUs at the infrastructure layer while givi...
- Keywords: gpu clusters, gpu cluster, tenant clusters, dedicated clusters, gpus infrastructure, gpu infrastructure, tenant gpu, operate clusters, shared compute, tenant cluster
- Source: together.ai
Capital markets workflows: A common language shaped by experience
Key Takeaways
Capital markets systems can be understood as interconnected analytic workflows spanning research, execution, and governance.
These workflows are not separate systems but different ac...
Keywords: markets workflows, data workflows, workflows kdb, trading systems, integrated workflows, data workflow, market infrastructure, workflow underlying, kdb designed, workflows built
Source: kx.com
ChatGPT Images 2.0
Skip to main content Research Products Business Developers Company Foundation (opens in a new window) Log in Try ChatGPT (opens in a new window) Research Products Business Developers Company Foundatio...
- Keywords: chatgpt images, chatgpt opens, window try, chatgpt, introducing chatgpt, try chatgpt, new window, window image, window research, window
- Source: openai.com
Chinese Volkswagens to Feature AI Agents That Give Cars ‘Personality’
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 move is part of V...
- Keywords: auto china, automotive ai, ai roadmap, xpeng vehicles, ai agents, cars china, global automaker, vw agentic, agent ai, roadmap automaker
- Source: aibusiness.com
Claude Code no longer included in Pro tier
This is a heavily interactive web application, and JavaScript is required. Simple HTML interfaces are possible, but that is not what this is. Post Ed Zitron edzitron.com did:plc:qc6xzgctorfsm35w6i3vde...
- Keywords: pricing page, claude code, pricing 2026, pro subscription, claude com, plan claude, code 20, com pricing, 20 plan, interactive web
- Source: bsky.app
Claude Code removed from Anthropic's Pro plan
Pricing Free Free for everyone
Chat on web, iOS, Android, and on your desktop
Generate code and visualize data
Write, edit, and create content
Analyze text and images
Ability to search the w...
Keywords: pricing claude, desktop claude, claude desktop, pricing free, excel claude, use claude, powerpoint claude, code claude, claude excel, unlock claude
Source: claude.com
Cloudflare Introduces Project Think: A Durable Runtime for AI Agents
Cloudflare has announced the preview of Project Think, a suite of primitives for its Agents SDK designed to transition AI agents from stateless orchestration into a durable, actor-based infrastructure...
- Keywords: agent memory, runtime agents, architectures agent, agent async, agent frameworks, preserve agent, snapshots architectures, agents sdk, agent progress, agents stateless
- Source: infoq.com
Confused Between SQL, T-SQL, and PL/SQL? Here’s the Clear Difference"
Hello guys, if you are preparing for SQL and Database Interviews or any Software engineering interview and looking for difference between T-SQL, SQL, and PL/SQL then you have come to the right place....
- Keywords: sql languages, sql fundamentals, differences sql, sql dialect, difference sql, sql dialects, learn sql, sql concepts, sql beginners, sql interview
- Source: sqlrevisited.com
CrabTrap: An LLM-as-a-judge HTTP proxy to secure agents in production
Brex LLC is a wholly owned subsidiary of Capital One, N.A. Brex LLC | 650 S 500W Suite 300 | Salt Lake City, UT 84101 The Brex business account consists of Checking, a commercial checking account prov...
- Keywords: treasury fdic, securities brex, funds fdic, brex llc, brex treasury, fdic insurance, fdic insured, treasury llc, funds treasury, funds vault
- Source: brex.com
Daily Reading List – April 21, 2026 (#768)
Google Cloud Next is nearly here, and today’s pre-event activities were hopping. I got to meet with our Google Developer Experts, have a handful of customer meetings, and spend time with my team. [blo...
- Keywords: google cloud, git worktree, explains git, google developer, agent engineering, git, going agent, challenges architectural, agent harness, healthy github
- Source: seroter.com
DaVinci Resolve 21 wants to replace Lightroom now, and it might just get me to switch — and pay for it
I love DaVinci Resolve. I've been using it as my video editing software for years, producing both small videos for XDA as well as content for my personal YouTube channel. Resolve is easily the best vi...
- Keywords: lightroom alternative, video editing, photos editing, photo editor, video tools, lightroom, editing photos, alternatives adobe, photo editing, video edits
- Source: xda-developers.com
Eclipse Foundation Brings Enterprise-Grade Operations to Open VSX
The News At the start of Open Community Experience (OCX) 2026, the Eclipse Foundation announced the Open VSX Managed Registry, a foundation-operated managed service designed to support production-scal...
- Keywords: developer infrastructure, open vsx, registry foundation, developers open, developers platform, enterprise platforms, developer environments, registry introduces, vsx managed, registry usage
- Source: efficientlyconnected.com
Enforce Content Policies at the Gateway with AI Gateway Guardrails
Enforce Content Policies at the Gateway with AI Gateway Guardrails As GenAI applications move into production, the question shifts from can we build this? to can we trust what comes out of it? LLMs ar...
- Keywords: enforced gateway, policies gateway, policy gateway, policies enforced, gateway guardrails, request guardrails, policy enforcement, ai gateway, gateway ai, llm guardrails
- Source: mlflow.org
Exclusive: Schematic Raises $6.5M To Help Companies Update Their Pricing Faster And Easier In The AI Era
Schematic, a startup that aims to simplify pricing and packaging for software and AI companies, has raised $6.5 million in seed funding, it tells Crunchbase News exclusively. S3 Ventures led the finan...
- Keywords: schematic infrastructure, invest schematic, schematic builds, based schematic, schematic comes, fundraise schematic, million schematic, schematic, schematic startup, schematic claims
- Source: news.crunchbase.com
Fed needs to be proactive on cyber risks from AI models, nominee says
Fed needs to be proactive on cyber risks from AI models, nominee says As Wall Street grapples with the possibility that a new AI model could bring unfathomable cybersecurity chaos to the financial sec...
- Keywords: fed thinking, fed nominee, concern mythos, treasury secretary, warsh fed, risks ai, important fed, federal reserve, fed needs, cybersecurity chaos
- Source: fedscoop.com
Fetch Notion pages without OAuth using WorkOS Pipes
Fetch Notion pages without OAuth using WorkOS Pipes Build a Node app that lets users connect Notion and list their pages with a refreshed access token, without implementing OAuth. The best B2B apps wi...
- Keywords: b2b application, b2b apps, vs oauth, assistant useful, notion api, handles oauth, pages oauth, backend notion, notion access, notion app
- Source: workos.com
Firefox 150: Exciting New Features including Linux Emoji Picker and PDF Page Ordering
Firefox 150 has been released, boasting significant enhancements such as improved Split View functionality, multi-tab sharing, and new PDF editing features. The Split View, initially introduced in Fir...
- Keywords: tab sharing, pdfs browser, multi tab, tabs view, browser editing, tabs copy, directly firefox, reverse tabs, official firefox, firefox website
- Source: serverhost.com
Former advisor to Steve Jobs says new Apple CEO is exactly what’s needed: an engineer from the inside
Tim Cook’s plan to step down as Apple’s CEO, announced Monday, will put the tech giant in the hands of a hardware engineer, John Ternus, returning Apple’s top job to its product roots after nearly 15...
- Keywords: apple executive, apple hardware, apple ceo, company apple, apple company, job apple, said apple, advisor apple, ahead apple, apple wants
- Source: geekwire.com
Former DigitalMint ransomware negotiator pleads guilty to extortion scheme
Former DigitalMint ransomware negotiator pleads guilty to extortion scheme A South Florida man pleaded guilty to conspiring with multiple ransomware affiliates to commit attacks against and extort pay...
- Keywords: ransomware negotiator, digitalmint ransomware, ransomware negotiations, martin ransomware, ransomware extortion, ransomware negotiation, ransomware criminals, conduct ransomware, ransomware payments, ransomware victims
- Source: cyberscoop.com
Four Horsemen of the AIpocalypse
<p>If you liked this piece, please subscribe to my premium newsletter. It’s 7 a month, and in return you get a weekly newsletter that’s usually anywhere from 5,000 to 18,...
- Keywords: guide nvidia, nvidia href, nvidia nvidia, newsletter x2019, nvidia, newsletter, premium newsletter, anthropic openai, weekly newsletter, openai
- Source: wheresyoured.at
Framework Laptop 13 Pro
<a href="https://news.ycombinator.com/item?id=47852177">Comments</a>
- Keywords: news ycombinator, href, ycombinator com, ycombinator, href https, comments, 47852177 comments, https news, com item, news
- Source: frame.work
Framework Laptop 13 Pro Is a Major Overhaul For the Modular, Upgradeable Laptop
An anonymous reader quotes a report from Ars Technica: Framework has been selling and shipping its modular, repairable, upgradable Laptop 13 for five years now, and in that time, it has released six d...
- Keywords: framework laptop, laptop 13, original laptop, fundamentals laptop, upgradeable laptop, laptop components, upgradable laptop, laptop 3a, laptop pro, heavier laptop
- Source: hardware.slashdot.org
Framework says its new modular Laptop 13 Pro is a "ground up redesign"
Summary
The Framework Laptop 13 Pro is a complete redesign with Intel Core Ultra CPU options and LPCAMM2 RAM up to 64GB.
The modular laptop features a 74Wh removable battery, allowing it to stream...
Keywords: framework laptop, laptops framework, laptop 13, modular laptop, pro laptop, laptop features, laptop feature, standard laptop, configurations laptop, laptop 16
Source: xda-developers.com
Free Claude Code.
I ran out of Claude Code credits constantly. I'd been using it heavily on a project, and the credits keeps slowing me down. I had two options: wait it out every time, or find a real alternative that d...
- Keywords: downloading gemma, gemma google, gemma apache, gemma, gemma locally, search gemma, gemma ollama, territory gemma, test gemma, gemma running
- Source: simplifyingcomplexity.tech
Git UNDO : How to Rewrite Git History with Confidence
For any data scientist who works in a team, being able to undo Git actions can be a life saver. This post will give you the tools to rewrite history with confidence. Notes before we start
I also gav...
Keywords: git undoes, undo git, git restore, git revert, understand git, git understanding, git actions, git tools, git described, git uses
Source: towardsdatascience.com
GitHub Acknowledges Recent Outages, Cites Scaling Challenges and Architectural Weaknesses
GitHub has publicly addressed a series of recent availability and performance issues that disrupted services across its platform, attributing the incidents to rapid growth, architectural coupling, and...
- Keywords: weaknesses github, github incidents, github infrastructure, github emerging, github experience, heavily github, service degradations, significant disruptions, service degradation, failures escalating
- Source: infoq.com
Google's Internal Politics Leave It Playing Catch-Up On AI Coding
An anonymous reader quotes a report from Bloomberg: At Google, leaders are anxious about falling behind in the race to offer AI coding tools, especially as rivals like Anthropic PBC offer more effecti...
- Keywords: ai google, coding google, google engineers, google appointed, say ai, adopt ai, ai usage, ai lab, ai breakthroughs, ai architect
- Source: developers.slashdot.org
GPT-Image-2
a quiet day. AI News for 4/20/2026-4/21/2026. 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...
- Keywords: openai gpt, images openai, openai image, openai suggesting, openai, developed openai, like openai, openai known, launch openai, openai says
- Source: news.smol.ai
Great to meet with the Beca team in Auckland and see how they are using Azure, Foundry and their BEYON platform to make the New Zealand Geotechnical Database more accessible and useful. It is a powerful example of AI helping engineers access critical data faster and make better decisions, as they build more resilient infrastructure across New Zealand. Learn more…
Great to meet with the Beca team in Auckland and see how they are using Azure, Foundry, and their BEYON platform to make the New Zealand Geotechnical Database more accessible and useful. It is a power...
- Keywords: zealand geotechnical, infrastructure azure, resilient infrastructure, believe geotechnical, critical infrastructure, geotechnical financial, geotechnical database, infrastructure resilience, global infrastructure, geotechnical data
- Source: linkedin.com
How to Call Rust from Python
Rust gives you predictable performance, tight control over memory, and fearless concurrency, without the hassle of manual memory management. If you’re thinking — not another language to learn!, the go...
- Keywords: python rust, rust python, rust programming, program rust, tutorial rust, rust learning, runtime rust, compiler rust, rust cpython, rust using
- Source: towardsdatascience.com
How to create a Salesforce quote template from opportunity data
How to create a Salesforce quote template from opportunity data Table of contents A good quote should be easy to generate, easy to trust, and easy to send. In practice, though, quote creation is often...
- Keywords: quote documents, quote template, quote document, quote tables, quote workflows, quote data, quote workflow, quote opportunity, quote creation, manage quote
- Source: nutrient.io
How to Make a Fast Dynamic Language Interpreter
How To Make a Fast Dynamic Language Interpreter This post is about optimizing an extremely simple AST-walking interpreter for a dynamic language called Zef that I created for fun to the point where it...
- Keywords: benchmarks zef, zef interpreter, jit compilers, implementations fast, faster quickjs, slower quickjs, benchmarks interpreter, yolo compilers, fast implementation, building interpreter
- Source: zef-lang.dev
How to verify JWTs in a Next.js App Router app
How to verify JWTs in a Next.js App Router app Picking a library, choosing where to verify, and avoiding the mistakes that quietly break security. JWT verification is the seam where "authenticated use...
- Keywords: verify jwts, nextjs jwt, security jwt, verifying jwt, jwt verification, verify jwt, verify middleware, jwt handling, jwts safely, jwt client
- Source: workos.com
Hyundai, DeepX Partner to Develop AI Platform for Robotics
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 partners aim to c...
- Keywords: deepx technologies, ai robots, device ai, robots ai, ai platform, create robots, built robots, robots companies, ai industry, ai software
- Source: aibusiness.com
I’d do these 5 things differently if I started self-hosting LLMs today
I’ve been self-hosting LLMs for many months now, and the journey has been a wild mix of "aha!" moments and late-night troubleshooting sessions. What started as a quest for privacy and local control qu...
- Keywords: stack docker, docker deployment, deployment containerization, docker containers, docker, container docker, containerization, today docker, day docker, containerization backbone
- Source: xda-developers.com
I deployed Omnitools on my puny Raspberry Pi Zero and stopped using sketchy overpriced web tools
Repurposing spare SBCs is my favorite part of self-hosting. I try to find a perfect fit for even the tiniest, underpowered computer in my collection. I have already dedicated one of my Raspberry Pi Ze...
- Keywords: compression tools, efficient password, tiny sbc, lightweight raspberry, password manager, sbc 512mb, web tools, hosted tool, spare sbcs, free tools
- Source: xda-developers.com
I don't want your PRs anymore
I really appreciate that you're enjoying the software I'm maintaining and want to help. But we need to rethink this collaboration, because I feel like we're increasingly wasting each other's time. Why...
- Keywords: reviewing merging, merge pr, merge conflicts, software maintaining, merging riskier, rethink collaboration, merging, contributor maintainer, merge, merging codebase
- Source: dpc.pw
I Have Reviewed 500+ Pull Requests. Here Is What Separates the Senior Developer from Junior Developers
I Have Reviewed 500+ Pull Requests. Here Is What Separates the Senior Developer from Junior Developers And, What you can learn from it. Hello guys, I have reviewed enough pull requests to notice a pat...
- Keywords: junior developers, developer junior, senior developer, juniors write, pull requests, pattern junior, communicates juniors, seniors write, developers learn, mindset patterns
- Source: javarevisited.substack.com
I ran Cyberpunk 2077 inside a Proxmox VM on a mini PC, and it actually worked
I didn’t expect one of my more entertaining gaming experiments this year to start inside Proxmox. Usually, when I spin up a VM, I’m thinking about services, testing, or something useful for my home la...
- Keywords: proxmox vm, proxmox virtualization, proxmox respectable, pc proxmox, pretend proxmox, proxmox, putting proxmox, proxmox host, inside proxmox, held proxmox
- Source: xda-developers.com
I replaced enterprise gear with a $50 compact PC, and my power bill thanked me
Building out the home lab has been a lot of fun. Going from a single prebuilt network-attached storage (NAS) device to used enterprise gear and a server cabinet, I learned a lot about how best to conf...
- Keywords: compact pcs, intel core, mini pcs, intel xeon, xeon cpus, power server, cpu server, cores 150w, 10 intel, core processor
- Source: xda-developers.com
I Replaced GPT-4 with a Local SLM and My CI/CD Pipeline Stopped Failing
<p>The hidden cost of probabilistic outputs in systems that demand reliability</p> <p>The post <a href="https://towardsdatascience.com/i-replaced-gpt-4-with-a-local-slm-and-my-ci-cd-pipeline-stopped-f...
- Keywords: cost probabilistic, probabilistic outputs, demand reliability, reliability post, probabilistic, reliability, systems demand, outputs systems, data science, cd pipeline
- Source: towardsdatascience.com
I replaced my expensive Microsoft 365 subscription with these free alternatives and couldn’t be happier
Microsoft 365 is a giant that everyone loves to hate, yet most of us keep paying the bill because we fear the compatibility and inconvenience nightmare. I was in the same boat until the company hiked...
- Keywords: office 365, office alternative, microsoft 365, office apps, alternative office, 365 alternative, onlyoffice recommendation, 365 apps, relied onenote, onenote relied
- Source: xda-developers.com
I replaced the expensive Claude Pro subscription with these local models, and my productivity didn’t drop a bit
The era of the $20-a-month AI tax is officially over for my workflow. For the last few months, Claude Pro was my co-pilot (not the one from Microsoft) for debugging Python scripts, planning a vacation...
- Keywords: lm studio, exploring llms, studio model, using vibe, cloud, models struggle, future cloud, llm models, cloud model, studio
- Source: xda-developers.com
I stopped guessing about my RAM usage after finding this hidden Windows diagnostic tool
I spend most of my day alternating between browsers, editing tools and large files. And over time, my PC has started to feel a bit heavier, and slower in daily operations, even when nothing demanding...
- Keywords: memory working, memory consumption, memory changes, memory effectively, memory usage, ram usage, better rammap, memory use, memory task, rammap windows
- Source: xda-developers.com
I switched from Claude Code to Codex for a week, and the trade-offs surprised me
The old traditional way of coding (and learning how to) is very much long gone. AI-assisted coding, or perhaps vibe coding as it's now affectionately called, has become the default for a growing numbe...
- Keywords: terminal editor, pasting ide, terminal instagram, code terminal, assisted coding, ai coding, editor tools, use prompt, coding tools, code tool
- Source: xda-developers.com
I tested 3 local LLMs on my actual work — and each model won at something different
After getting started with local LLMs, I thought it was going to be a hunt to find the perfect model. That I just needed that one that could handle everything I needed and call it a day. I did end up...
- Keywords: local llm, lm studio, local llms, models lm, cloud models, local models, run models, local ai, models recommended, cloud ai
- Source: xda-developers.com
I thought a VPS would replace my home server, but the real costs caught me off guard
Initially, I moved from cloud services to self-hosted solutions for a few reasons: speed, privacy, and control. Moving to a home server handled all those things reliably. Everything was local, which m...
- Keywords: home server, server home, server vps, vps tedious, vps public, vps access, simple vps, place vps, setup vps, use vps
- Source: xda-developers.com
I turned my partner's old laptop into a perfectly curated retro emulation machine for free
There's a very specific kind of friction that comes with introducing someone to gaming when they didn't grow up with it. My partner is one of those people, and while she's been happy to be a backseat...
- Keywords: introducing gaming, gaming needs, growing gamer, gaming journey, meaningful gaming, hand gaming, gaming setup, video games, comfortable gaming, new gaming
- Source: xda-developers.com
I turned my phone into a local LLM server, and it handles vision, voice, and tool calls
Running a local LLM has typically required you to either have some pretty beefy hardware, or to buy dedicated hardware if you didn't have it already. A decent GPU has typically been a minimum requirem...
- Keywords: memory phone, phone ram, running phone, built phone, device inference, utilize hardware, modern phone, mobile tier, mobile, think phone
- Source: xda-developers.com
Ibuilt a tiny Unix‑like 'OS' with shell and filesystem for Arduino UNO (2KB RAM)
A lightweight RAM-based shell for Arduino UNO with filesystem simulation, hardware control, and interactive shell.
Virtual Filesystem - Create files and directories in RAM (/dev, /home) - Hardware C...
Keywords: shell arduino, uno arduino, arduino uno, arduino, uno atmega328p, testing gpio, board arduino, ino arduino, alternative arduino, cli arduino
Source: github.com
Inside Anthropic's New Automation Layer: 7 Workflows PMs Can Run This Week
Inside Anthropic's New Automation Layer: 7 Workflows PMs Can Run This Week Anthropic shipped three automation surfaces in four weeks. Most PMs are using the wrong one. Every PM’s job runs on two intel...
- Keywords: workflows pms, new automation, shipped automation, automation, automation surfaces, workflows, automation layer, pms run, anthropic shipped, pms using
- Source: news.aakashg.com
Introducing Opik Test Suites: Straightforward Unit & Regression Testing for AI Agents
One of the biggest challenges when it comes to agent development is quality. It’s getting easier every day to spin up an MVP or demo of an agent that accomplishes complex tasks through an array of too...
- Keywords: improving agent, ai evaluation, agent performance, evaluate agent, agent development, ai agent, testing agents, developing agents, agent accomplishes, agent performs
- Source: live-comet-marketing-site.pantheonsite.io
Introducing the Databricks Excel Add-in for Business Users
Spreadsheets remain the backbone of day-to-day business analysis. Finance teams model forecasts in Excel. Operations teams track performance. Leaders rely on spreadsheets to answer questions quickly....
- Keywords: databricks excel, experience databricks, analyze databricks, makes databricks, built databricks, databricks, workflows databricks, databricks natural, systems databricks, datasets business
- Source: databricks.com
Job Cuts Driven By AI Are Rising On Wall Street
Firms like Bank of America, Citi, Wells Fargo, and others are reporting strong profits while reducing head count and automating more work. "All of them credited A.I. to some degree ... in areas rangin...
- Keywords: bank america, bank executives, employees bank, statements bank, america goldman, bank speak, bank, like bank, wells fargo, strong profits
- Source: news.slashdot.org
Karpenter Beyond the Demo: The Patterns That Save Real Money
Karpenter Beyond the Demo: The Patterns That Save Real Money NodePool and EC2NodeClass architecture, Spot-to-On-Demand fallback, topology spread pitfalls, SpotToSpot consolidation, and why Descheduler...
- Keywords: karpenter consolidation, architectures karpenter, kubernetes io, kubernetes, pods demand, karpenter actively, node pod, demand pod, utilization kube, pod node
- Source: podostack.com
Kasane: New drop-in Kakoune front end with GPU rendering and WASM Plugins
Kakoune handles editing. Kasane rebuilds the rendering pipeline — terminal or GPU — and opens the full UI to extension: splits, image display, workspace persistence, and beyond. Extend it yourself wit...
- Keywords: kasane ui, gui kasane, kakoune plugins, kasane plugin, kasane improvements, editing kasane, kasane options, kakoune frontend, kasane features, existing kakoune
- Source: github.com
LASST Sues the Pentagon Over Withheld AI Contracts
Yesterday, LASST filed a complaint in the U.S. District Court for the Southern District of New York on behalf of The Intercept and reporter Sam Biddle, asking a federal judge to force the Department o...
- Keywords: response foia, comply foia, foia requests, act foia, foia statute, filed foia, foia, additional foia, pentagon contracts, foia gives
- Source: lasst.org
Laws of Software Engineering
Conway's Law Organizations design systems that mirror their own communication structure. Premature Optimization (Knuth's Optimization Principle) Premature optimization is the root of all evil. Hyrum's...
- Keywords: scalable law, conway law, laws software, law leaky, law complex, law, law speedup, law conservation, law understand, hofstadter law
- Source: lawsofsoftwareengineering.com
Lean Publishing Tip of the Day: Introducing Leanpub Reviews
Lean Publishing Tip of the Day: Introducing Leanpub Reviews Anyone who buys a book or course on Leanpub can write a reviews of if, right from their Leanpub library. Leanpub readers can now write revie...
- Keywords: review public, leanpub readers, lean publishing, reviews write, library reviews, leanpub write, write reviews, reader membership, leanpub reviews, public publish
- Source: leanpub.com
Leanpub Book LAUNCH 🚀 GeoAI with Python: A Practical Guide to Open-Source Geospatial AI by Qiusheng Wu
Leanpub Book LAUNCH 🚀 GeoAI with Python: A Practical Guide to Open-Source Geospatial AI by Qiusheng Wu Learn to apply deep learning and AI to satellite imagery, aerial photos, and geospatial data usin...
- Keywords: geoai python, image geoai, geospatial ai, launch geoai, geoai environment, video geoai, ai geospatial, ai satellite, geoai, geoai dedicated
- Source: leanpub.com
Learnings from conducting ~1,000 interviews at Amazon
Learnings from conducting ~1,000 interviews at Amazon Steve Huynh, formerly Principal Engineer at Amazon, shares observations from 10+ years of interviewing software engineers, and an excerpt from his...
- Keywords: interviews behavioral, technical interviews, tech interviews, interviews tech, interview tech, behavioral interviews, behavioral interview, technical interview, tech interview, interviews
- Source: newsletter.pragmaticengineer.com
Less human AI agents, please
AI agents are already too human. Not in the romantic sense, not because they love or fear or dream, but in the more banal and frustrating one. The current implementations keep showing their human orig...
- Keywords: ai agents, ai agent, make ai, instructed ai, human ai, agents human, agents, agent project, agent, ai
- Source: nial.se
Lesson 45: Break-It-Friday: Debug Cluster Operations
Lesson 45: Break-It-Friday: Debug Cluster Operations When Your Cluster Autoscaler Refuses to Scale What You’ll Debug Today Cluster autoscaler stuck with pending pods but no new nodes provisioning IAM...
- Keywords: cluster_autoscaler_unschedulable_pods_count minute, kubernetes autoscaling, cluster_autoscaler_unschedulable_pods_count, metric cluster_autoscaler_unschedulable_pods_count, autoscaler kube, kubernetes cluster, pod autoscaler, cluster_autoscaler_failed_scale_ups_total, track cluster_autoscaler_failed_scale_ups_total, kubernetes manages
- Source: handsonk8s.substack.com
Medallion Architecture
-f2ba5b8f6eb3---4 crawled_date: 2026-04-21T16:07:57.162137+00:00 feed_url: https://blog.dataengineerthings.org/feed published: Tue, 21 Apr 2026 15:58:05 GMT
Medallion Architecture If you just dum...
- Keywords: nosql, data ecosystem, uses nosql, nosql database, build data, raw json, reporting tools, blog dataengineerthings, dataengineerthings org, clean data
- Source: blog.dataengineerthings.org
Meta to start capturing employee mouse movements, keystrokes for AI training
NEW YORK, April 21 (Reuters) - Meta (META.O) is installing new tracking software on U.S.-based employees’ computers to capture mouse movements, clicks and keystrokes for use in training its artificial...
- Keywords: meta ai, ai workforce, ai tools, capability initiative, ai workflows, initiative build, meta employees, build ai, capabilities meta, ai work
- Source: reuters.com
Metadata: the 3rd kind of retrieval
In search, we talk about lexical + embedding retrieval. But we miss another retrieval philosophy: metadata. And with LLMs, its never been easier to implement. What do we mean by metadata? A query crim...
- Keywords: embedding retrieval, leather attribute, retrieval philosophy, similarity rank, rank furniture, ranking accessible, retrieval, ranking way, filters ranking, agentic retrieval
- Source: softwaredoug.com
Microsoft Advertising announces innovations to help marketers win in the AI era
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- Keywords: dgwvp tq0, kwg xf, kwg, 8y5 jʑ, ǯfun k3u, zk cq7, whqp bf_, 0ђ hhf, օa k9, kp uyp
- Source: about.ads.microsoft.com
Microsoft’s new Xbox chief makes first major change, cutting Game Pass price, but with a catch
Asha Sharma’s first big move as Microsoft’s gaming chief is a trade-off. The company is cutting the price of its Xbox Game Pass Ultimate subscription by 29.99 to $22.99. However, fut...
- Keywords: price xbox, pass price, gaming revenue, pass pricing, billion xbox, game pass, xbox game, microsoft gaming, pass expensive, xbox
- Source: geekwire.com
Microsoft Teams is redesigning its meeting toolbar to stop you from accidentally raising your hand
Summary
The Microsoft Teams toolbar will let you pin, unpin, and reorder meeting controls.
Raise Hand will be tucked under Reactions to cut down accidental interruptions.
The leave button will b...
Keywords: meeting toolbar, meeting controls, controls meeting, hand button, giving powerpoint, teams toolbar, disruptive meeting, presentations microsoft, teams meeting, teams meetings
Source: xda-developers.com
🤖 Moonshot AI releases Kimi 2.6
Good Morning! Moonshot AI just dropped Kimi K2.6, an open-weight model on par with GPT-5.4 and Claude Opus 4.6, it's orchestrating massive swarms of AI agents to outwork them. Plus, you will learn how...
- Keywords: moonshot ai, agent benchmarks, ai build, ai engine, ai agent, models moonshot, ai agents, ai released, ai tools, tools openai
- Source: simplifyingcomplexity.tech
Most 3D printer beginners skip these accessories, then spend weeks fixing mistakes they could have prevented
Buying your first 3D printer is exciting in and of itself, but the first few accessories around it usually decide whether the hobby feels smooth or constantly annoying. A new machine can print properl...
- Keywords: improve printer, new printer, 3d printers, 3d printer, printer exciting, important printer, make printer, printer feel, buying 3d, printer feeling
- Source: xda-developers.com
Most Pi-hole setups leak your browsing to your ISP — here's the encryption layer that stops it
Pi-hole is one of the most popular privacy-focused local solutions for a cleaner browsing experience. When I set up my homelab server, I implemented Pi-hole to get a complete privacy solution. My main...
- Keywords: dns sinkhole, hole dnscrypt, digging dns, leaking dns, trackers dnscrypt, hiding isp, dns blocking, blocked dns, blocking dns, dns traffic
- Source: xda-developers.com
Moving past bots vs. humans
For us humans to interact with the online world, we need a gateway: keyboard, screen, browser, device. What is called "human detection" online are patterns that humans use when interacting with such d...
- Keywords: bots humans, human bot, bot human, bot authentication, web bot, versus bots, bot management, bots proposed, bots vs, bot auth
- Source: blog.cloudflare.com
Mozilla Uses Anthropic's Mythos To Fix 271 Bugs In Firefox
BrianFagioli writes: Mozilla says it used an early version of Anthropic's Claude Mythos Preview to comb through Firefox's code, and the results were hard to ignore. In Firefox 150, the team fixed 271...
- Keywords: protect ai, researchers mythos, security researchers, vulnerabilities, vulnerabilities identified, security long, attackers need, mythos fix, future bugs, flaw defenders
- Source: news.slashdot.org
Mythos can find the vulnerability. It can’t tell you what to do about it.
Mythos can find the vulnerability. It can’t tell you what to do about it. Mythos matters. It is a significant step forward in AI-assisted vulnerability discovery. But it does not mean cybersecurity ch...
- Keywords: mythos vulnerability, operate mythos, issue mythos, mythos demonstrated, mythos latest, mythos warning, mythos, defensive mythos, tell mythos, mythos matters
- Source: cyberscoop.com
NABTU and Microsoft expand nationwide initiative to strengthen AI training and career pathways across the skilled trades
WASHINGTON — April 21, 2026 — North America’s Building Trades Unions (NABTU) and Microsoft Corp. on Tuesday announced an expanded partnership to support a strong workforce pipeline and help workers ac...
- Keywords: tradesfutures apprenticeship, partnership trained, connects workforce, union apprenticeship, apprenticeship training, apprentices skilled, partnership microsoft, apprenticeship program, skilled trades, tradesfutures nonprofit
- Source: news.microsoft.com
Neura Robotics, AWS Collaborate to Bring Physical AI to the Real World
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 alliance targets...
- Keywords: robotics amazon, neura robots, neura robotics, physical ai, aws neura, ai bring, robots, intelligent robots, ai, robotics ecosystem
- Source: aibusiness.com
New: A free year of Cursor, Google AI Pro, Notion, Supabase, Gumloop, and Fin for subscribers
New: A free year of Cursor, Google AI Pro, Notion, Supabase, Gumloop, and Fin for subscribers Now 27 incredible products totaling over $30,000 in value—free with your Lenny’s Newsletter subscription 👋...
- Keywords: cursor pro, products cursor, cursor google, lenny product, cursor building, ai product, cursor 240, ai pro, ai customer, career products
- Source: lennysnewsletter.com
News: Anthropic Removes Claude Code From $20-A-Month "Pro" Subscription Plan For New Users (Developing)
<h3 id="executive-summary">Executive Summary: </h3><ul><li>Anthropic appears to have removed access to Claude Code for its $20-a-month "Pro" Plans.</li><li>Current Pro users appear to s...
- Keywords: accessing claude, access claude, claude code, claude web, claude, li claude, max plan, code support, code, plans li
- Source: wheresyoured.at
No, America is not in a "stealth manufacturing boom"
No, America is not in a "stealth manufacturing boom" Tariffs are canceling out the tailwinds. Greg Ip of the WSJ is one of my favorite economics writers, and you should always read what he writes. But...
- Keywords: boom tariffs, tariffs manufacturing, tariffs canceling, cancels tariffs, trump tariffs, isn tariffs, tariffs isn, tariffs, american manufacturing, manufacturing boom
- Source: noahpinion.blog
Now AI has made content infinite, what becomes valuable?
The AI inflection point: When content becomes infinite, what becomes valuable? For most of marketing history, the most dastardly of bottlenecks was content generation or production. You had an idea, b...
- Keywords: ai marketing, marketers generation, agents marketing, infinite production, humans marketing, powered marketing, marketing, marketers opportunity, marketers doing, ai opportunity
- Source: optimizely.com
OpenAI Livestream
Skip to main content Research Products Business Developers Company Foundation (opens in a new window) Log in Try ChatGPT (opens in a new window) Research Products Business Developers Company Foundatio...
- Keywords: introducing chatgpt, chatgpt agent, replay chatgpt, chatgpt business, chatgpt, chatgpt atlas, introducing openai, chatgpt opens, try chatgpt, replay introducing
- Source: openai.com
Original GrapheneOS responses to WIRED fact checker
WIRED has published an article about GrapheneOS with a history of the project nearly entirely based on fabrications from James Donaldson. Donaldson has spent the past 8 years trying to destroy Graphen...
- Keywords: grapheneos legitimate, grapheneos relinquished, grapheneos history, did grapheneos, company grapheneos, nonprofit grapheneos, grapheneos gotten, history grapheneos, today grapheneos, grapheneos registered
- Source: discuss.grapheneos.org
People get confused when language implementations break language guarantees
People get confused when language implementations break language guarantees Every escape hatch is a pit trap Take the following Python program:
x = 1, y = 2
x = 0 y = x print([x, y]) It'll print [0,...
- Keywords: imperative languages, tla semantics, output language, semantics swapping, languages prolog, constraint languages, leaky abstraction, guarantees escape, escape hatches, languages tla
- Source: buttondown.com
Photon Engine for All ? Oh Wait!
-f2ba5b8f6eb3---4 crawled_date: 2026-04-21T16:07:57.162137+00:00 feed_url: https://blog.dataengineerthings.org/feed published: Tue, 21 Apr 2026 15:58:36 GMT
Member-only story Photon Engine for Al...
- Keywords: spark photon, photon engine, apache spark, spark built, cpu photon, spark engine, spark workloads, spark code, spark accelerates, spark catalyst
- Source: blog.dataengineerthings.org
Pi extension: compact context/progress widget with cwd tree
pi-context-tree-widget A minimal Pi extension that adds a compact top-right widget with: current context usage as a progress bar used/total (percent) label a small tree view of the current working dir...
- Keywords: tree widget, widget area, widget uses, percent contextwindow, widget, widget minimal, compact widget, context tree, contextwindow, contextwindow extension
- Source: gist.github.com
PlayStation To Require Age Verification For Messages and Voice Chat
A new email from Sony says that PlayStation will require players to verify their age later this year to keep using communication features like messages and voice chat. Insider-Gaming reports: The init...
- Keywords: age playstation, playstation communication, age verification, verify age, playstation require, verification messages, using playstation, status playstation, playstation, require age
- Source: games.slashdot.org
Pluralistic: Quinn Slobodian and Ben Tarnoff's "Muskism: A Guide for the Perplexed" (21 Apr 2026)
Today's links
Quinn Slobodian and Ben Tarnoff's "Muskism: A Guide for the Perplexed": A rocket exploding in a human face, forever.
Hey look at this: Delights to delectate.
Object permanence: Is...
Keywords: muskism seeks, muskism guide, muskism new, muskism, tarnoff muskism, creation muskism, muskism centered, fiction musk, muskism quinn, muskism gets
Source: pluralistic.net
pnpm 11 Release Candidate: ESM Distribution, Supply Chain Defaults and a New Store Format
pnpm, the fast and disk efficient JavaScript package manager has released pnpm 11 RC, shipping a major rework that spans performance, supply chain safety, and a smaller, stricter configuration surface...
- Keywords: pnpm npm, pnpm runtime, released pnpm, directly npm, sbom pnpm, pnpm server, pnpm sbom, recommended pnpm, including pnpm, pnpm
- Source: infoq.com
PowerShell is genuinely good now, and most Linux users won't admit it
For a long time, the unspoken rule in Linux circles has been that PowerShell is a Windows thing, and Bash is the real deal. Even I maintained this position at first, because early iterations of PowerS...
- Keywords: makes powershell, powershell pipes, platform powershell, powershell isn, powershell unlike, powershell felt, powershell pipeline, unfamiliar powershell, running powershell, powershell windows
- Source: xda-developers.com
Presentation: Dynamic Moments: Weaving LLMs into Deep Personalization at DoorDash
Transcript Sudeep Das: I'm Sudeep. Pradeep Muthukrishnan: I'm Pradeep. Sudeep Das: We are going to take you through a journey of how we are reimagining personalization at DoorDash, and something we'll...
- Keywords: shoppable moments, personalization doordash, personalized merchandising, customer moment, merchandise, grocery personalization, consumer intent, merchandise generated, restaurant habits, understand consumers
- Source: infoq.com
Preview|NOW 1Q26: Growth Largely In Line as Macro Stays Choppy; AI Control Tower Emerges as New Narrative
Preview|NOW 1Q26: Growth Largely In Line as Macro Stays Choppy; AI Control Tower Emerges as New Narrative We spoke with three top ServiceNow (NOW) channel partners. 1Q26 performance came in largely in...
- Keywords: llms increasingly, 1q26 performance, partners 1q26, 1q26 growth, hardware pricing, partner 1q26, channel partners, new pipeline, companies llms, cloud saas
- Source: fundaai.substack.com
Quoting Andreas Påhlsson-Notini
21st April 2026 AI agents are already too human. Not in the romantic sense, not because they love or fear or dream, but in the more banal and frustrating one. The current implementations keep showing...
- Keywords: 2026 ai, ai agents, new ai, agents recent, human ai, agents human, ai security, agents, pycon 2026, ai
- Source: simonwillison.net
RDEL #140: How do technical interviews change when AI coding assistants are allowed?
RDEL #140: How do technical interviews change when AI coding assistants are allowed? Evaluation criteria stayed the same, but the evidence required shifted, and rising productivity expectations create...
- Keywords: interviews ai, coding interviews, expertise evaluators, coding assistants, coding expertise, technical interviews, coding interview, ai assistants, live coding, debugging ai
- Source: rdel.substack.com
Real-Time Decisioning for AI Agents: Why you Need a Customer Context Layer First
Scott Brinker's new report with Databricks articulates something I've been watching take shape for years: the martech "stack", the familiar Tetris arrangement of boxes, is beginning to dissolve. What'...
- Keywords: databricks snowflake, databricks articulates, report databricks, brinker databricks, snowplow schema, architectural stance, platform databricks, describes architectural, databricks, architectural
- Source: databricks.com
ReasoningBank: Enabling agents to learn from experience
Generative AI
- Keywords: generative ai, generative, ai
- Source: research.google
Security Update: CVE-2026-30623 — Command Injection via MCP SDK stdio Transport
Security Update: CVE-2026-30623 — Command Injection via MCP SDK stdio Transport On April 15, 2026, OX Security published an advisory covering command-injection in the MCP SDK's stdio transport (StdioS...
- Keywords: litellm_mcp_stdio_extra_commands env, litellm_mcp_stdio_extra_commands, tolitellm_mcp_stdio_extra_commands review, mcp_stdio_allowed_commands restricts, mcp_stdio_allowed_commands, litellm executes, mcp_stdio_allowed_commands frozenset, time litellm_mcp_stdio_extra_commands, tolitellm_mcp_stdio_extra_commands, binary tolitellm_mcp_stdio_extra_commands
- Source: docs.litellm.ai
Semaphore ArgoCD Integration: Complete Guide with Flux and Terraform
If you’re implementing Semaphore ArgoCD integration, you’re building a modern, GitOps-driven CI/CD pipeline for Kubernetes. This guide shows exactly how Semaphore works with ArgoCD, and how Flux and T...
- Keywords: terraform semaphore, semaphore terraform, kubernetes semaphore, kubernetes terraform, semaphore deploys, gitops semaphore, integration terraform, core semaphore, automation semaphore, semaphore git
- Source: semaphore.io
Show HN: Antenna – RSS reader with a built-in MCP server
Antenna stores your feed subscriptions in one local SQLite index, then routes new posts to email and to AI agents over MCP from the same data. No vendor cloud. No proprietary lock-in. Your subscriptio...
- Keywords: feed subscriptions, subscriptions data, feeds don, reads subscriptions, feeds, feed last_polled_at, subscription graph, subscriptions post, subscriptions live, subscription
- Source: antennafeed.com
Show HN: Daemons – we pivoted from building agents to cleaning up after them
Agents create work. Daemons maintain it. Keep PRs mergeable, documentation accurate, issues up to date, and bugs out of production with a new type of AI background process that is self-initiated and d...
- Keywords: daemons maintain, daemon purpose, handles daemons, autonomy daemons, daemons, daemon handles, maintain daemons, improving daemons, daemons things, work daemons
- Source: charlielabs.ai
Show HN: GoModel – an open-source AI gateway in Go; 44x lighter than LiteLLM
A high-performance AI gateway written in Go, providing a unified OpenAI-compatible API for OpenAI, Anthropic, Gemini, xAI, Groq, OpenRouter, Z.ai, Azure OpenAI, Oracle, Ollama, and more. Step 1: Start...
- Keywords: azure openai, openai azure, 8080 openai_api_key, gomodel docker, api openai, provider openai, openai compatible, openai_api_key openai, openai deployments, support openai
- Source: github.com
Show HN: VidStudio, a browser based video editor that doesn't upload your files
Private Video Processing in Your Browser Powerful video tools that run entirely in your browser. No uploads to servers, no waiting - just private video processing. Tools Pick a tool to get started Res...
- Keywords: video tools, resize video, video editor, convert videos, video convert, format youtube, video processing, effects video, track video, mp4 format
- Source: vidstudio.app
Simplify Your LWC Development with Complex Template Expressions
Are you tired of jumping back and forth between your HTML and JavaScript files just to handle a simple conditional or format a string? We have some exciting news! In the Spring ’26 release (API versio...
- Keywords: lwc templates, expressions lwc, lwc using, quotes lwc, lwc complex, lwc multiple, making lwc, lwc compiler, versus lwc, components lwc
- Source: developer.salesforce.com
Slack Rebuilds Notification System, Reports 5X Increase in Settings Engagement
Slack has rebuilt its notification system, introducing a unified architecture to improve consistency and user control across platforms. The redesign addresses long-standing issues with fragmented noti...
- Keywords: notifications slack, notification redesign, notification preferences, push notifications, notification intent, simplifying notifications, notification related, certain notifications, notifications, notification introducing
- Source: infoq.com
SpaceX says it has agreement to acquire Cursor for $60B
We’ve detected that JavaScript is disabled in this browser. Please enable JavaScript or switch to a supported browser to continue using x.com. You can see a list of supported browsers in our Help Cent...
- Keywords: javascript disabled, enable javascript, browser enable, supported browser, detected javascript, disabled browser, supported browsers, browsers help, browser, policy cookie
- Source: twitter.com
Starbucks cuts tech jobs as new CTO reshapes organization
Starbucks is cutting jobs in its technology organization, restructuring the team under a new chief technology officer who joined the coffee giant from Amazon four months ago. Several affected employee...
- Keywords: roles starbucks, starbucks said, starbucks cutting, announcement starbucks, starbucks pushes, starbucks chief, starbucks, comes starbucks, starbucks declined, joined starbucks
- Source: geekwire.com
[Stimulus] Get original element of data-action
<p>Are you looking for <code>event.currentTarget</code>?</p>
- Keywords: event currenttarget, currenttarget code, code event, currenttarget, event, looking code, code, looking
- Source: discuss.rubyonrails.org
Daily Summary
Total articles: 172
Overall
Though I've covered Android Auto a lot lately, I'm primarily a CarPlay user. While my experience with Apple's in-car infotainment platform has been pretty smooth, it w...
- Keywords: home networks, laptop features, frequent lan, latency frequent, high latency, free availability, latency, availability performance, home server, networking roadblocks
Sure, xor’ing a register with itself is the idiom for zeroing it out, but why not sub?
Matt Godbolt, probably best known for being the proprietor of Compiler Explorer, wrote a brief article on why x86 compilers love the xor eax, eax instruction. The answer is that it is the most compact...
- Keywords: zero x86, x86 compilers, xor zero, constant x86, x86 architecture, zero register, register zero, xor eax, x86, chooses xor
- Source: devblogs.microsoft.com
Tech Moves: Microsoft quantum lead joins IonQ; Heptio co-founder now CTO at Stacklok; Amazon departure
— Former Microsoft quantum lead Jeff Henshaw has joined IonQ as senior vice president of quantum compute products. Henshaw said on LinkedIn that he has advised “dozens of quantum companies, from early...
- Keywords: seattle startup, quantum companies, microsoft quantum, cloud tech, owner seattle, heptio cloud, stacklok founder, ionq, henshaw owner, company henshaw
- Source: geekwire.com
Testing in CI/CD pipelines
Testing in CI/CD pipelines This article covers how to run Aspire integration tests reliably in continuous integration (CI) and continuous deployment (CD) environments, addressing common challenges suc...
- Keywords: azure tests, devops docker, runners docker, azure devops, test containers, container runtime, supports docker, run tests, provide docker, running tests
- Source: aspire.dev
The biggest performance problem in modern gaming PCs often hides behind "good averages"
Modern graphics cards and gaming CPUs have gotten to the point that achieving high framerates in most titles isn't as challenging as it used to be. Even on budget GPUs, assists like upscaling and fram...
- Keywords: average fps, gaming performance, average framerate, frames performance, fps recommended, high framerate, framerate feel, measuring gaming, 120 fps, gaming average
- Source: xda-developers.com
The Counterintuitive Truth About Product Pricing
A close friend of mine, a serial entrepreneur, launched a fintech platform with an unbeatable value proposition: it was entirely free for businesses. The strategy was to monetize later through third-p...
- Keywords: strategy monetize, original monetization, monetize, monetization plan, monetization, pricing dictates, monetize later, attract price, fees effectively, pricing attracts
- Source: news.crunchbase.com
The engineering manager's attention budget
Stop babysitting your coding agents. Cursor, Claude, and Copilot are fast and capable - but they're context-blind. They generate code that compiles but misses your conventions and past decisions. You...
- Keywords: coding agents, agents need, team engineers, managing team, engineering management, working teams, brainstorming engineers, unblocked gives, team working, agents
- Source: newsletter.manager.dev
The New Unicorn Count Reached A 4-Year High In March, Led By Robotics, Frontier Labs And AI Infrastructure
A total of 37 companies joined The Crunchbase Unicorn Board in March, the highest monthly count in close to four years, Crunchbase data shows. The robotics sector led unicorn creation last month, with...
- Keywords: unicorn companies, unicorn company, emerging unicorn, funding unicorn, unicorns based, earning unicorn, crunchbase unicorn, unicorn creation, new unicorns, unicorns including
- Source: news.crunchbase.com
The Sovereign AI Fund is refusing to answer a basic question around its policy on copyright.
The Sovereign AI Fund is refusing to answer a basic question around its policy on copyright. Something funny is going on at the UK's new Sovereign AI Fund. In this post, I will make the case that they...
- Keywords: licence answering, policy copyright, ai copyright, licence industry, licensing ai, fund sovereign, questions sovereign, asking sovereign, licence companies, ai fund
- Source: dontstealthisblog.substack.com
The SQL Developer's Reading List for 2026 (10 Books That Matter)
SQL (Structured Query Language) is one of the most essential skills of a programmer. I would rate this skill similar to UNIX if you are a professional programmer because it doesn't matter whether you...
- Keywords: learn sql, sql skills, sql skill, teach sql, learning sql, sql beginners, sql programmer, beginners sql, sql programmers, beginning sql
- Source: java67.com
The Vercel breach: OAuth attack exposes risk in platform environment variables
Artificial Intelligence (AI) The Vercel Breach: OAuth Supply Chain Attack Exposes the Hidden Risk in Platform Environment Variables An OAuth supply chain compromise at Vercel exposed how trusted third...
- Keywords: cause oauth, compromised oauth, oauth compromises, vercel oauth, trusting oauth, reason oauth, oauth abuse, breach oauth, oauth compromise, vercel security
- Source: trendmicro.com
These Nvidia App tweaks transformed my games, and most RTX owners never use them
The Nvidia App has quietly become one of the most important pieces of software on an RTX gaming PC, and most people using it have no idea. It replaced both GeForce Experience and the old Nvidia Contro...
- Keywords: benefits nvidia, nvidia app, legacy nvidia, app nvidia, nvidia control, let nvidia, nvidia, tool nvidia, old nvidia, motion nvidia
- Source: xda-developers.com
This AI Tool Rips Off Open Source Software Without Violating Copyright
Malus, which is a piece of satire but also fully functional, performs a "clean room" clone of open source software, meaning users could then sell software without crediting the original developers.
- Keywords: malus, software crediting, sell software, malus piece, source software, original developers, software meaning, open source, software, developers
- Source: 404media.co
This open-source app finally showed me how much I was actually spending on subscriptions
Subscriptions are part and parcel of modern day entertainment, streaming, and even software use. But I had no idea how much money I was wasting on subscriptions until I started to track them down and...
- Keywords: subscriptions costing, spending subscriptions, wasting subscriptions, subscriptions using, subscription management, manages subscriptions, subscription habits, subscriptions idea, identifying subscriptions, visibility subscriptions
- Source: xda-developers.com
Tim Cook's Impeccable Timing
Listen to this post: It’s the nature of business that the eulogy for a chief executive doesn’t happen when they die, but when they retire, or, in the case of Apple CEO Tim Cook, announce that they wil...
- Keywords: apple ceo, ceo apple, ceo dies, cook ceo, apple cook, founder ceo, new ceo, ceo, cook steve, company cook
- Source: stratechery.com
Timex Sinclair 1000 computer: Revisiting its legacy
The Timex Sinclair 1000 was the U.S. version of the Sinclair ZX81. Timex announced it April 20, 1982, and released it in July. It was a real computer for $99 way back in 1982. It sold 500,000 units in...
- Keywords: timex sinclair, timex computers, zx81 timex, timex discontinued, timex computer, sinclair zx81, manufacturer timex, timex introduced, timex owners, old timex
- Source: dfarq.homeip.net
Tindie store under "scheduled maintenance" for days
<a href="https://news.ycombinator.com/item?id=47848195">Comments</a>
- Keywords: news ycombinator, href, ycombinator com, ycombinator, href https, comments, https news, 47848195 comments, news, com item
- Source: tindie.com
Trellis AI (YC W24) Is hiring engineers to build self-improving agents
Trellis builds and deploys computer use agents to get patients access to life-saving medicine. Our computer-use AI agents process billions of dollars worth of therapies annually with patients in all f...
- Keywords: ai healthcare, ai agents, care ai, healthcare build, use agents, ai agent, develop agents, agents comprehensive, healthcare providers, process healthcare
- Source: ycombinator.com
TrueNAS 26 isn't trying to be Proxmox, but it's getting awfully close for homelab users
For years, TrueNAS and Proxmox have been seen as two different tools for two different jobs. TrueNAS is the operating system you install when storage is the priority, with ZFS underneath and a feature...
- Keywords: proxmox truenas, truenas proxmox, truenas vm, truenas operating, running truenas, truenas instance, difference truenas, use truenas, drives proxmox, built truenas
- Source: xda-developers.com
Types and Neural Networks
Types and Neural Networks [This is cross posted to the GLAIVE blog ] Neural networks are used to generate increasingly more code in languages which enable highly generic and provably correct programmi...
- Keywords: typechecking trained, learning types, types neural, types training, type systems, generating typed, typed languages, compilers neural, syntax networks, typed infrastructure
- Source: brunogavranovic.com
Unlocking the Data Layer for Agentic AI with Simba Khadder
Unlocking the Data Layer for Agentic AI with Simba Khadder Podcast: Play in new window | Download Subscribe: RSS AI agents are increasingly capable of reasoning and performing autonomous work over lon...
- Keywords: ai context, ai agents, agent data, context engine, context engines, model agents, agentic ai, context management, agents increasingly, organizes ai
- Source: softwareengineeringdaily.com
Unraid finally dropped the USB boot stick requirement, and it's about time
Just like the home server ecosystem, the Network-Attached Storage landscape is riddled with cool distributions, packages, and web UIs you can use to build your own storage server. But for most folks,...
- Keywords: storage landscape, useful nas, building nas, build nas, built nas, cheap nas, nas server, nas devices, modern nas, nas distros
- Source: xda-developers.com
Using Changesets in a polyglot monorepo
One of the nice things about working in a smaller business is you can enjoy using things that don’t need to scale to extreme sizes. One example in the software world is monorepos. While monorepos can...
- Keywords: versioning monorepos, manage versioning, versioning consistent, git changesets, versioning tool, polyglot versioning, monorepo support, repositories changesets, suggest versioning, versioning
- Source: luke.hsiao.dev
Valve's new Linux VRAM fix almost triples framerates in some games on the 4GB Radeon RX 6500 XT
Summary
Linux fix gives kernel context to avoid evicting active game's VRAM, keeping foreground app data on GPU.
On a 4GB RX 6500 XT, most games saw little change, but titles like Alan Wake II jum...
Keywords: vram fix, game vram, gpu vram, vram linux, playing vram, vram stuff, vram help, vram keeping, vram, free vram
Source: xda-developers.com
What Hip-Hop Can Teach Us About Kubernetes, with Kelsey Hightower, Eric Abercrombie, and Julius Payne II
Bart Farrell: In this episode of KubeFM, we have a conversation that goes well beyond Kubernetes. Joined by Kelsey Hightower, alongside Eric Maserati E. Abercrombie, and Julius Payne II, for a discuss...
- Keywords: kubernetes journey, kubernetes engineers, talking kubernetes, learning kubernetes, kubernetes people, kubernetes community, kubernetes eric, learned kubecon, helped kubernetes, kubernetes person
- Source: ku.bz
What It Takes to Be a Brilliant Engineer with Jared Silver
What It Takes to Be a Brilliant Engineer with Jared Silver Jared Silver‘s first job offer came with no application, no interview, and no job posting. Just a GitHub account, a $200 laptop, and a proble...
- Keywords: brilliant engineer, jared engineers, engineer jared, engineers brilliant, engineering brilliant, engineering talent, best engineers, builder jared, hires engineering, career builders
- Source: reachcapital.com
Where's the raccoon with the ham radio? (ChatGPT Images 2.0)
Where’s the raccoon with the ham radio? (ChatGPT Images 2.0) 21st April 2026 OpenAI released ChatGPT Images 2.0 today, their latest image generation model. On the livestream Sam Altman said that the l...
- Keywords: raccoon images, image raccoon, raccoon picture, jpg raccoon, raccoon ham, spot raccoon, appears raccoon, raccoon amateur, raccoon, circle raccoon
- Source: simonwillison.net
Who really controls your data, and what rights do you have to it? | Blog | Fivetran
Your ability to access and move data is essential for a wide range of data-intensive use cases, from business process automation to AI and analytics of all kinds. The more context — and less siloing —...
- Keywords: data saas, saas data, data revenue, data customers, analytics ai, ai analytics, ai organizations, customers saas, data technical, saas applications
- Source: fivetran.com
Why Is Every AI App Single Player?
Maggie Appleton’s recent post, One Developer, Two Dozen Agents, Zero Alignment, makes a strong case for collaborative AI engineering. Her example, Ace from GitHub Next, shows why single-player AI tool...
- Keywords: ai collaboration, collaboration ai, collaborative ai, human collaboration, agent shared, collaborative software, multiplayer ai, collaboration, collaborative, apps collaboration
- Source: powersync.com
Writing an LLM from scratch, part 32m -- Interventions: conclusion
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Keywords: 2023 march, 2024 august, 2024 july, 2024 september, july 2024, 2024 april, 2024 february, 2025 june, 2025 august, 2025 october
Source: gilesthomas.com
Your favorite brands got worse on purpose
Pick up a Brooks Brothers shirt and turn it inside out. Look at the shoulder stitching. If it looks like a rat’s nest of tangled thread done by someone who couldn't give a shit, that's the business mo...
- Keywords: designed brooks, brooks brothers, brand dressed, clothing brands, american tailoring, operates brooks, lifetime guarantee, bankrupted brands, relaunch brand, trust brand
- Source: worseonpurpose.com
Your RAG Gets Confidently Wrong as Memory Grows – I Built the Memory Layer That Stops It
TL;DR:
As memory grows from 10 to 500 entries, accuracy drops from 50% to 30%
Over the same range, confidence rises from 70.4% to 78.0% — your alerts will never fire
The fix is four architectura...
Keywords: memory failure, retrieval degrades, accuracy degrades, retrieval happened, memoryentry, memory grows, memoryentry candidate, restoring accuracy, memory restoring, term memory
Source: towardsdatascience.com
Zindex – Diagram Infrastructure for Agents
diagram infrastructure for agents Agents create, edit, validate, and render diagrams as durable state - not throwaway output. Structured operations, immutable revisions, 40+ validation rules, and mult...
- Keywords: diagram infrastructure, diagrams agents, diagrams versioned, agents graph, dsp diagram, render diagrams, rendering diagrams, interface diagrams, diagrams org, collaborating diagrams
- Source: zindex.ai