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Daily Tech News - 2026-04-24

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The frontier of artificial intelligence just shifted again as OpenAI and Anthropic trade heavy blows in an escalating battle for ecosystem dominance.

The big story today is the "Day 0" arrival of GPT-5.5 and GPT-5.5 Pro, OpenAI’s direct answer to Anthropic’s recent momentum. While OpenAI pushes the Pareto frontier of raw intelligence, Anthropic is pivoting toward deep integration, connecting Claude directly to personal apps like Spotify, Uber, and TurboTax. Not to be outdone, China’s DeepSeek V4 has entered the ring, promising frontier-level reasoning and coding capabilities at a fraction of the price, signaling that the "AI monopoly" is being squeezed from all sides.

In the developer community, the focus is shifting from hype to reliability. While AI coding is now a core part of the Linux kernel development cycle, Anthropic is facing scrutiny over Claude Code quality reports, leading to the creation of community tools like CC-Canary to detect model drift. Infrastructure enthusiasts are also watching a tightening race in the Python ecosystem as pip 26 closes the feature gap with the high-performance uv package manager. Meanwhile, a new Ruby on Rails survey highlights a community balancing modern AI tools with long-term stability.

On the hardware and sustainability front, the news is bittersweet. Mechanical keyboard enthusiasts are mourning the closure of Diatec (FILCO), the legendary maker of the Majestouch series. Conversely, BMW is bringing its "color-changing" E-Ink technology closer to production. However, the physical cost of this digital boom is meeting local resistance; a Michigan township recently voted to deny water to a hyperscale data center, citing environmental concerns. From 8087 FPU emulation on vintage 8086 systems to air-gapped enterprise deployments, today's landscape proves that while the tech is moving at light speed, the human and cultural impact remains the ultimate bottleneck.

2026 Ruby on Rails Community Survey

In 2024, 2,709 Rails developers shared how they actually work: the tools they trust, the teams they're on, where they're deploying, and what's keeping them up at night. For 2026, we're going deeper, i...

  • Keywords: rails developers, rails applications, rails, established rails, ruby rails, existing ruby, rails workflows, ruby, rails foundation, audits rails
  • Source: railsdeveloper.com

4 one-minute changes you can make to your PC that will improve its performance

PC performance comes down to more than just a few small tweaks, but there are small setting changes that can make a big difference to your system's ability to churn out frames or blaze through product...

  • Keywords: pc performance, improve framerates, framerate lower, faster ram, bad performance, fps improve, reasons framerate, improve frametime, ram xmp, keeps framerate
  • Source: xda-developers.com

7 things you can do with your old Windows 10 PC instead of trading it in

Microsoft really wants users to move on from Windows 10, and recently, the company suggested that if you have a Windows 10 PC that can't upgrade to Windows 11, you should trade that PC in and buy a ne...

  • Keywords: new linux, upgrade windows, keeping pc, pc upgrade, suggested windows, want linux, hardware linux, new pc, pc useful, linux pc
  • Source: xda-developers.com

8087 Emulation on 8086 Systems

Not too long ago I had a need and an opportunity to re-acquaint myself with the mechanism used for software emulation of the 8087 FPU on 8086/8088 machines. As mentioned elsewhere, the 8086 CPU (1978)...

  • Keywords: fpu 8086, 8089 processor, 8086 cpu, 8087 emulation, 8088 systems, processors emulation, implemented 8087, mentioned 8086, later processors, 8088 machines
  • Source: os2museum.com

Summary

  • Bambu Lab disabled OrcaSlicer's direct cloud printing, forcing the use of the Bambu Connect bridge.

  • A developer forked OrcaSlicer to restore direct cloud printing, but Bambu Lab threatened...

  • Keywords: printers bambu, printing bambu, bambu connect, orcaslicer printing, workaround orcaslicer, use bambu, orcaslicer bambulab, directly bambu, app bambu, bambu lab

  • Source: xda-developers.com

A Plethora of Tweezers

A Plethora of Tweezers Pondering the way that tweezers isolate things at a small scale, and the fact that you can take an aptitude test to show that you can tweeze with the pros. Looking for a little...

  • Keywords: researching tweezers, egyptian tweezers, achieved tweezers, tweezers expensive, aptitude tweezers, tweezers, tweezes tweezers, thing tweezers, tweezers advance, tweezers pondering
  • Source: feed.tedium.co

A quick look at Mythos run on Firefox: too much hype?

When Anthropic published its Mythos announcement, it really seemed impressive at first, almost worrying. But when reading thoroughly, the public evidence is less clean than the headline effect. The of...

  • Keywords: mythos announcement, mythos appears, mythos bugs, mythos provide, mythos vulnerabilities, bugs mythos, mythos compares, mythos suddenly, mythos google, mythos hasn
  • Source: xark.es

Accelerate RL rollouts by up to 50% with distribution-aware speculative decoding

Distribution-aware speculative decoding (DAS) is a novel framework that significantly alleviates the rollout bottleneck in RL post-training — delivering up to 50% speedup without touching model output...

  • Keywords: step memory, bottleneck reinforcement, bottleneck rl, rollout bottleneck, critical bottleneck, bottleneck emerged, strongly memory, trained rl, batch training, speedup
  • Source: together.ai

AI 比你懂太多时,还能「人机协同」吗?

AI 比你懂太多时,还能「人机协同」吗? 人在不在环中,不应只看流程图上有没有设定一个「人类」节点 疑问 周四下午,我听了武汉大学梁少博老师讲座。题目是《多通道交互情境中的用户复杂行为》。 我的感觉是新颖、详细、幽默、实在。讲座后我也提出了问题,获得了满意的答复。但是,我其实还有另一个问题,因为时间关系没有来得及提出。可这问题,在我脑海中挥之不去。 少博老师讲座中,有一段说到医疗场景。他提到医生和...

  • Keywords: 病人不可能完全理解医生的全部医学训练 法官不可能完全理解每个技术鉴定背后的全部实验细节, 这个要求不现实 病人不可能完全理解医生的全部医学训练, 医生再判断 也可以医生先看, 条件所限知识可能有一段时间没有更新 这时医生仍然要做关键判断, ai 还能达成协同效果吗, 这时医生仍然要做关键判断 他看, 这时医生仍然要做关键判断, 缺乏资源的医生来说 ai, 他提到医生和 ai, 病人不可能完全理解医生的全部医学训练
  • Source: wangshuyi.substack.com

AI coding is now a core part of Linux's development, but I'm not worried

Ever since AI coding arrived on the scene, people have debated what applications are suitable for the new tech. On one hand, Ai tools can be really helpful for both generating and double-checking code...

  • Keywords: submitting ai, ai creates, submissions ai, ai generated, reviewers ai, code ai, ai tools, ai agents, ai agent, ai written
  • Source: xda-developers.com

AI scientist, entrepreneur and investor Rana el Kaliouby: Culture, not tech, softens AI’s impact

AI’s promise is real. But the challenge to realizing its value isn’t technology—it’s people. AI scientist, entrepreneur, and investor Rana el Kaliouby joins host Molly Wood to explore what can stall p...

  • Keywords: work microsoft, microsoft research, microsoft, reflect microsoft, worklab, podcasts worklab, workflows humans, technology business, ai scientist, worklab place
  • Source: microsoft.com

[AINews] GPT 5.5 and OpenAI Codex Superapp

A week after Opus 4.7, it was OpenAI’s turn to fire back with very similar Pareto frontier improvement charts for GPT 5.5 (as Noam Brown prefers — raw 1 dimensional intelligence measures are giving wa...

  • Keywords: openai gpt, performance frontier, gpt smartest, alternative benchmarks, benchmarks just, intelligence dollar, benchmarks, board benchmark, efficiency gpt, smartest frontier
  • Source: latent.space

Air-Gapped Deployments: How to Deploy to Servers Without Internet Access (Complete Guide)

Deploying to servers with no internet access—also known as air-gapped environments—is a common requirement in regulated industries, enterprise on-prem setups, and high-security networks. However, most...

  • Keywords: gapped deployments, internet environments, network deployment, deployment offline, gapped deployment, cloud environments, environment network, deployments rely, deployments introduce, gapped environments
  • Source: semaphore.io

An update on recent Claude Code quality reports

24th April 2026 - Link Blog An update on recent Claude Code quality reports (via) It turns out the high volume of complaints that Claude Code was providing worse quality results over the past two mont...

  • Keywords: stale sessions, sessions idle, code sessions, complaints claude, issues claude, thinking sessions, sessions bug, claude closing, sessions, prompting stale
  • Source: simonwillison.net

Article: Orchestrating Agentic and Multimodal AI Pipelines with Apache Camel

Key Takeaways

  • An agent is more than simply an LLM running in a loop; it acts as a reasoning component that fits into a larger, well-managed execution system.

  • The large language model (LLM) never i...

  • Keywords: ai agents, ai workflows, multimodal agentic, agentic multimodal, ai multimodal, agent ai, multimodal ai, ai tools, agentic ai, ai components

  • Source: infoq.com

Behind the Blog: Waiting in the Apple Store

This week, we discuss Tim Cook, Meta layoffs, and a very bad ad.

  • Keywords: tim cook, discuss tim, meta layoffs, bad ad, tim, week discuss, cook meta, ad, layoffs bad, layoffs
  • Source: 404media.co

Blog prize for big questions about AI

Blog prize for big questions about AI The not-so-secret point of this whole contest is so that I can hire a researcher There has never been a time where excellent intellectual output on the right ques...

  • Keywords: blog prize, winning entry, prize order, prize big, contest hire, ai compelling, publish winning, questions ai, blog submit, 000 blog
  • Source: dwarkesh.com

BMW Is One Step Closer To Selling You a Color-Changing Car

BMW's latest concept car moves the color-changing tech it debuted back at CES 2022 closer to reality by embedding an E Ink panel directly into the hood. The Verge reports: BMW's previous concepts wrap...

  • Keywords: bmw ix3, ink bmw, new bmw, bmw latest, bmw previous, bmw concepts, status bmw, car bmw, undergone bmw, exciting bmw
  • Source: tech.slashdot.org

Build with DeepSeek V4 Using NVIDIA Blackwell and GPU-Accelerated Endpoints

DeepSeek just launched its fourth generation of flagship models with DeepSeek-V4-Pro and DeepSeek-V4-Flash, both targeted at enabling highly efficient million-token context inference. DeepSeek-V4-Pro...

  • Keywords: inference deepseek, workflows deepseek, provides deepseek, models deepseek, parameters deepseek, context workloads, deepseek v4, applies deepseek, using deepseek, builds deepseek
  • Source: developer.nvidia.com

Build Your First Real Java RAG Pipeline with Quarkus and Docling

Build Your First Real Java RAG Pipeline with Quarkus and Docling Learn how documents become embeddings, how pgvector retrieval works, and why readiness checks matter when your assistant should answer...

  • Keywords: docling quarkus, markdown docling, quarkus docling, pipeline docling, docling embedding, standalone docling, quarkiverse docling, use docling, docling runtime, docs quarkus
  • Source: the-main-thread.com

Building AI Powered Apps: Part 1

Part 1: The New Primitives of AI Engineering This post outlines everything I have learned about building AI-powered applications over the last year. In that time, I've built everything from a producti...

  • Keywords: building ai, ai engineering, primitives ai, ai powered, ai sdk, ai, code ai, prompt ai, like ai, ai app
  • Source: powersync.com

C++ Didn’t Get Slower — Go Got Better

-5517fd7b58a6---4 crawled_date: 2026-04-24T14:39:04.854141+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 24 Apr 2026 14:22:05 GMT

C++ Didn’t Get Slower — Go Got Better Wha...

  • Keywords: grpc benchmark, grpc overhead, implementations benchmark, better grpc, vs grpc, grpc vs, benchmarks throughput, benchmarks just, modern concurrency, micro benchmarks
  • Source: levelup.gitconnected.com

Canadian, German AI Startups Join Forces to Challenge US Dominance

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 hope to...

  • Keywords: ai company, ai sovereignty, sovereign ai, canadian ai, provide ai, growing ai, ai, ai deployments, providing ai, concerns ai
  • Source: aibusiness.com

CC-Canary: Detect early signs of regressions in Claude Code

Drift detection for Claude Code, packaged as two installable Agent Skills. Reads the JSONL session logs Claude Code already writes to ~/.claude/projects/ , detects whether the model has been drifting...

  • Keywords: drift detection, drift claude, model drifting, drift, does drift, logs claude, detection claude, claude code, claude projects, claude reads
  • Source: github.com

ChatGPT Images 2.0 is genuinely fantastic

ChatGPT Images 2.0 is genuinely fantastic How to use the most powerful image generation AI model in the world. As most of you are aware by now, 100% of my LLM usage for knowledge work is done through...

  • Keywords: image generation, ai studio, generation ai, ai generated, chatgpt images, visuals, openai generation, visuals comes, generation tasks, interactive visuals
  • Source: thesignal.substack.com

Claude, ChatGPT, and Gemini get all the hype, but the most interesting AI models are coming from elsewhere

If you talk about AI in 2026 with someone who isn't knee-deep in it, the conversation usually comes back to three names. Claude, ChatGPT, and Gemini. For most people, those are "AI," and everything el...

  • Keywords: ai 2026, 2026 models, ai released, weight ai, ai lab, ai big, models future, open models, ai models, ai
  • Source: xda-developers.com

Claude Design.

Claude Design. Anthropic's newest category killer is here. Here's what you need to know. Plus, the rest of the week's AI and tech news. Two of the biggest visual AI launches happened this week: OpenAI...

  • Keywords: claude design, building visual, suggestions images, design image, claude ai, claude builds, build claude, ai design, ai make, building claude
  • Source: aibyaakash.com

Claude Is Connecting Directly To Your Personal Apps

Anthropic is expanding Claude's app integrations beyond work tools, adding personal-service connectors like Spotify, Uber, AllTrails, TripAdvisor, Instacart, and TurboTax. The Verge reports: Some of t...

  • Keywords: claude app, connected apps, connected app, chatgpt app, app integrations, app connected, apps, openai chatgpt, personal apps, claude connecting
  • Source: tech.slashdot.org

Claude's newest model is a step forward and two steps back, and it's infuriating

Though every AI lab out there is practically unstoppable right now, launching new capabilities at a pace that's genuinely hard to keep up with, Anthropic's been shipping updates at a rate that makes t...

  • Keywords: latest ai, anthropic newest, agents released, ai xda, available ai, ai insider, new capabilities, xda ai, announcement opus, previous models
  • Source: xda-developers.com

Claude's Projects feature replaced my notes, bookmarks, and browser tabs overnight

Claude has been having a big moment lately, and it’s not just hype. It’s genuinely one of the most useful AI tools I’ve come across. It’s long stopped being just a tool I open on occasion - I now prac...

  • Keywords: claude projects, project claude, project things, projects features, projects feature, useful projects, claude chat, projects, projects better, projects big
  • Source: xda-developers.com

Community Votes to Deny Water to Nuclear Weapons Data Center

A Michigan township has voted to impose a one-year moratorium on providing water to hyperscale data centers, a move aimed at delaying a planned facility that would support Los Alamos National Laborato...

  • Keywords: water data, utilities ycua, data center, planned facility, data centers, 000 gallons, water nuclear, computing facilities, water supply, facility consume
  • Source: news.slashdot.org

Competitive Strategy in the Age of AI

Google commoditized its complements : free maps, free email, free browsers, a free mobile OS. They removed every toll booth between the user & search. Anthropic’s strategy parallels Google’s, a natura...

  • Keywords: google commoditized, search commoditization, improved google, commoditizing complements, viable commoditizing, commoditizing complement, advertising infrastructure, commoditized complements, direct competition, commoditization
  • Source: tomtunguz.com

Composition Shouldn't be this Hard

I’ve spent over a decade building data infrastructure: observability systems at Twitter, streaming data processing systems at Google, declarative data processing systems at Snowflake. From the beginni...

  • Keywords: data infrastructure, systems build, infrastructure, infrastructure observability, break infrastructure, databases nearly, programming rethinks, inherent complexity, enables programmers, fragmented systems
  • Source: cambra.dev

Could a Claude Code routine watch my finances?

A few months ago, I stood up a fiddly daily cron-job to log into my bank, credit card, and brokerage/retirement accounts. It was powered by Codex CLI running non-interactively, and had a fairly simple...

  • Keywords: email oddly, daily emails, daily email, email daily, daily cron, turns gmail, unexpected 2fa, email thankfully, email actually, email finally
  • Source: driggsby.com

CSS as a Query Language

IN which we investigate using CSS as a query language, or even a general purpose programming language, to do things other than lay out web pages in a browser. Question: Why in God’s good name would yo...

  • Keywords: css define, css query, definition css, does css, css syntax, css perspective, semantics css, things html, css flavored, using css
  • Source: evdc.me

Daily Reading List – April 24, 2026 (#770)

Skipped yesterday’s post because I had virtually zero time to read thanks to Google Cloud Next activities. Watch the keynote replay and tell me what you think! [blog] Day 2 at Google Cloud Next: A mar...

  • Keywords: agent platform, enterprise agent, ai driven, cloud activities, google cloud, rebuilt agents, agents, ai, risk ai, agents taking
  • Source: seroter.com

Databricks Excel Add-in requires workspace preview enablement

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, supported databricks, available databricks, support databricks, pro databricks, databricks apps, databricks april, apps databricks, databricks marketplace, databricks hosted
  • Source: docs.databricks.com

Day 0 Support: GPT-5.5 and GPT-5.5 Pro

Day 0 Support: GPT-5.5 and GPT-5.5 Pro LiteLLM now supports GPT-5.5 and GPT-5.5 Pro on Day 0. Route traffic to OpenAI's latest frontier model through the LiteLLM AI Gateway with no code changes. GPT-5...

  • Keywords: openai gpt, gpt openai, openaigpt5config litellm, openai latest, workflows openai, tripping openai, existing openaigpt5config, openai live, gpt routes, model openai
  • Source: docs.litellm.ai

Debugging TCP Timeouts on Tailscale Egress: The MSS Clamping Story

---2 crawled_date: 2026-04-24T05:36:49.812438+00:00 feed_url: https://mirilittleme.medium.com/feed published: Fri, 24 Apr 2026 05:03:46 GMT

Debugging TCP Timeouts on Tailscale Egress: The MSS Cla...

  • Keywords: tailscale proxygroup, proxyclass tailscale, tailscale0 tcp, tcp tailscale0, timeouts tailscale, tailscale0 packets, tailscale tunnel, proxygroup pods, packet tailscale0, tailscale interface
  • Source: mirilittleme.medium.com

Deep|DeepSeek V4 vs Claude vs GPT-5.4: A 38-Task Benchmark Across Coding, Reasoning, and Financial Research

Deep|DeepSeek V4 vs Claude vs GPT-5.4: A 38-Task Benchmark Across Coding, Reasoning, and Financial Research Important note: This report is not a research report. It is an evaluation report completed b...

  • Keywords: gpt deepseek, benchmark deepseek, definitive deepseek, deepseek pro, analysis deepseek, coverage deepseek, ai gpt, testing deepseek, deepseek thinking, thinking deepseek
  • Source: fundaai.substack.com

DeepSeek v4

Your First API Call The DeepSeek API uses an API format compatible with OpenAI/Anthropic. By modifying the configuration, you can use the OpenAI/Anthropic SDK or softwares compatible with the OpenAI/A...

  • Keywords: deepseek api, api deepseek, env deepseek_api_key, deepseek_api_key, access deepseek, deepseek chat, deepseek_api_key model, environ deepseek_api_key, chat deepseek, deepseek_api_key async
  • Source: api-docs.deepseek.com

DeepSeek V4 - almost on the frontier, a fraction of the price

DeepSeek V4—almost on the frontier, a fraction of the price 24th April 2026 Chinese AI lab DeepSeek’s last model release was V3.2 (and V3.2 Speciale) last December. They just dropped the first of thei...

  • Keywords: flash deepseek, compared deepseek, pro deepseek, deepseek v4, deepseek model, model deepseek, cost deepseek, models deepseek, deepseek v3, furthermore deepseek
  • Source: simonwillison.net

DeepSeek V4 in vLLM: Efficient Long-context Attention

DeepSeek V4 in vLLM: Efficient Long-context Attention We are excited to announce that vLLM now supports the DeepSeek V4 family of models (deepseek-ai/DeepSeek-V4-Pro and deepseek-ai/DeepSeek-V4-Flash...

  • Keywords: performance deepseek, vllm deepseek, v4 deepseek, deepseek v4, attention deepseek, challenges deepseek, versus deepseek, implementation deepseek, explanation deepseek, deepseek ai
  • Source: vllm.ai

Diatec, known for its mechanical keyboard brand FILCO, has ceased operations

Diatec, known for its mechanical keyboard brand FILCO, has ceased operations. It has been revealed that Diatec, known for its Majestouch series of mechanical keyboards, has ceased operations (closed d...

  • Keywords: keyboard brand, keyboards brand, mechanical keyboards, mechanical keyboard, keyboards, keyboard, keyboard supports, key switches, 2022 keyboard, keyboard enthusiasts
  • Source: gigazine.net

Did pip 26 close the gap with uv?

Did pip 26 close the gap with uv? pip 26.0 closed two of uv’s clearest feature gaps in January: PEP 723 script installs and a datetime-based package filter that mirrors uv’s --exclude-newer . The Octo...

  • Keywords: pip uv, uv pip, pip releases, releases pip, pip 2025, pipx uvx, pip 2024, pip maintainer, pip 26, difference pip
  • Source: pydevtools.com

Diffusion LLMs, Explained Simply

-5517fd7b58a6---4 crawled_date: 2026-04-24T14:39:04.854141+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 24 Apr 2026 14:23:01 GMT

Member-only story Diffusion LLMs, Explain...

  • Keywords: diffusion llms, token prediction, llms explained, chatbots, chatbots reply, based chatbots, llms, llms llm, text generation, previous tokens
  • Source: levelup.gitconnected.com

Does Mythos mean you need to shut down your Open Source repositories?

Much Sturm und Drang in the world of Open Source with the announcement that the "Mythos" AI is now the ultimate hacker and is poised to unleash havoc on every code base. So should you close all your O...

  • Keywords: code vulnerabilities, open source, vulnerabilities exist, vulnerabilities, closing source, closed source, cve popular, close source, closing open, cve
  • Source: shkspr.mobi

Don’t Lift Spirit

A federal bailout of the troubled airline would be an expensive mistake. <img src="https://i0.wp.com/www.nationalreview.com/wp-content/uploads/2026/04/spirit-airlines-san-diego.jpg?fit=617%2C360&#038;...

  • Keywords: spirit airlines, troubled airline, federal bailout, airlines san, airline expensive, airlines, airline, bailout, expensive mistake, bailout troubled
  • Source: nationalreview.com

Dynamic vCores in Microsoft Fabric Python Notebooks

Microsoft Fabric lets you dynamically configure the number of vCores for a Python notebook session at runtime — but only when the notebook is triggered from a pipeline. If you run it interactively, th...

  • Keywords: vcores python, pipelinecore parameter, pipeline notebook, configure vcores, vcores parametername, vcore counts, set pipelinecore, pipelinecore, runtime notebook, number vcores
  • Source: datamonkeysite.com

Familiarity is the enemy: On why Enterprise systems have failed for 60 years

<a href="https://news.ycombinator.com/item?id=47885668">Comments&lt;/a>

  • Keywords: news ycombinator, href, ycombinator com, ycombinator, href https, 47885668 comments, comments, https news, com item, news
  • Source: felixbarbalet.com

FCC's Foreign-Made Router Ban Expands To Portable Wi-Fi Hotspot Devices

The FCC has expanded its foreign-made router ban to also cover consumer Wi-Fi hotspots and LTE/5G home-internet devices, though existing products and phones with hotspot features are not affected. PCM...

  • Keywords: hotspot devices, internet fcc, residence fcc, fcc faq, hotspots lte, fi hotspot, internet devices, hotspot features, mifi wi, router ban
  • Source: mobile.slashdot.org

Federated Learning Without the Refactoring Overhead Using NVIDIA FLARE

Federated learning (FL) is no longer a research curiosity—it’s a practical response to a hard constraint: the most valuable data is often the least movable. Regulatory boundaries, data sovereignty rul...

  • Keywords: federated learning, federated computing, federated ai, practical federated, federated platform, modern federated, operational federated, federated, federated run, runs federated
  • Source: developer.nvidia.com

Fedora is becoming the default Linux recommendation, and Ubuntu did this to itself

For years, if not decades, Ubuntu has been the default recommendation for anyone wanting to switch from Windows to Linux. Backed by a large organization like Canonical, Ubuntu arguably has the most co...

  • Keywords: distro flatpak, apps linux, fedora drawbacks, innovations linux, adopted linux, linux app, multiple linux, gnome fedora, linux community, linux general
  • Source: xda-developers.com

FusionCore: ROS 2 sensor fusion (IMU and GPS and encoders)

ROS 2 sensor fusion SDK. Combines IMU, wheel encoders, and GPS into one reliable position estimate. Self-tuning noise covariance. Apache 2.0. Every mobile robot needs to know where it is. It gets this...

  • Keywords: gps fusion, ros robot_localization, odometry gps, gps_track robot, fusioncore gps, robot_localization alternative, environment gps, sensor fusion, vs robot_localization, fusioncore odometry
  • Source: github.com

Gemini Embedding 2 (GA): Multimodal Embeddings on LiteLLM

Gemini Embedding 2 (GA): Multimodal Embeddings on LiteLLM Litellm now fully supports Gemini Embedding 2 GA. info For end-to-end behavior, input shapes, and MIME types, see the Gemini Embedding 2 Previ...

  • Keywords: embedding litellm, gemini embedding, embedding litellm_params, embeddings litellm, png gemini, supported mime, gemini_api_key api, gemini api, embedding ga, embedding api_key
  • Source: docs.litellm.ai

Google Flow Music

Create the music you imagine. Starters Everything you need to create, publish, and share. All in one place. Your new Chat with Producer just like you're in a studio. Create full-length songs with rich...

  • Keywords: create music, flow music, flowmusic, code flowmusic, music model, plugins music, flowmusic app, songs make, ai music, studio create
  • Source: flowmusic.app

Google Plans to Invest Up to $40B in Anthropic

<a href="https://news.ycombinator.com/item?id=47892074">Comments&lt;/a>

  • Keywords: news ycombinator, href, ycombinator com, ycombinator, href https, comments, https news, 47892074 comments, news, com item
  • Source: bloomberg.com

GPT-5.5 Boasts Coding Advancements, But Falls Short of Opus 4.7

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. While OpenAI has impr...

  • Keywords: openai improved, openai progress, coding openai, openai, openai released, openai releasing, information openai, gartner openai, especially openai, openai wants
  • Source: aibusiness.com

GPT 5.5 on AI Gateway

1 min read GPT-5.5 is now available on Vercel AI Gateway. There are 2 variants: GPT-5.5 and GPT-5.5 Pro. Both models are tuned for long-running agentic work across coding, computer use, knowledge work...

  • Keywords: openai gpt, gpt openai, ai gateway, use gpt, gpt pro, ai sdk, streamtext ai, read gpt, gpt, gpt gpt
  • Source: vercel.com

HashiCorp Vault 2.0 Marks Shift to IBM Lifecycle with New Identity Federation

HashiCorp has released Vault 2.0, the first major version number change for the secrets management platform since version 1.0 launched in 2018. This release arrives as engineering teams grapple with t...

  • Keywords: vault ibm, vault update, vault entities, allows vault, management vault, vault authenticate, released vault, hashicorp released, vault, market vault
  • Source: infoq.com

HDFS Lost. How Object Storage and Table Formats Won the Data Lake

HDFS Lost. How Object Storage and Table Formats Won the Data Lake Why data locality is dead, why S3's rename problem didn't matter, and why Iceberg and Delta Lake turned a key-value store into an ACID...

  • Keywords: machines hdfs, hdfs, hdfs lost, abandoned hdfs, lakes hdfs, hdfs based, hdfs filesystem, case hdfs, hdfs right, hadoop cloud
  • Source: podostack.com

Hear your agent suffer through your code

Hear your agent suffer through your code. Endless Toil runs alongside your coding agent in real time, playing escalating recorded human groans as the code it reads starts to look more cursed. Note: in...

  • Keywords: install endless, use endless, plugins endless, code endless, toil endless, unavailable endless, endless toil, browse endless, choose endless, endless
  • Source: github.com

How I Built the Background Agents SDK with Daytona

When I started building tools for orchestrating coding agents, I came across numerous issues. Agents like Claude Code and Codex are designed to run locally on your machine and I needed them to run in...

  • Keywords: sandbox agents, sandbox agent, agent orchestration, running agents, persistence sandboxes, background agents, agents serverless, running agent, agents sdk, agent build
  • Source: daytona.io

How to be anti-social – a guide to incoherent and isolating social experiences

if someone is confusing or upsetting you, assume they have no sane reason for doing or saying what they are doing or saying when ambiguous, assume intent is malicious, ignorant, or amoral. interpret o...

  • Keywords: threats narrative, context fears, seek understand, lingering threats, weakness ask, confronted overwhelming, threats, conversation retreat, lack knowledge, upsetting
  • Source: nate.leaflet.pub

How to Improve Claude Code Performance with Automated Testing

In this article, I’ll talk about the number one technique that I’m using every day to make my Claude Code multiple times more effective: automated / more effective testing. On the surface, this might...

  • Keywords: automate testing, automating testing, testing agent, agent automated, effective automate, automated testing, automatic testing, agent test, automate fully, make automate
  • Source: towardsdatascience.com

How Your Program Actually Runs: From C to CPU

-5517fd7b58a6---4 crawled_date: 2026-04-24T14:39:04.854141+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 24 Apr 2026 14:21:46 GMT

Member-only story How Your Program Actual...

  • Keywords: sum printf, printf sum, understand variables, math machine, compiler, hardware execution, compilers cpu, stdio, stdio int, math
  • Source: levelup.gitconnected.com

I built a 10-inch ePaper dashboard for my 3D printer, and it's the best display I've ever used

I've tried a lot of Home Assistant dashboards, between tablets propped up on stands, old Android phones, cheap ESP32 displays, and more. Yet my favorites have always been the ePaper displays I've got...

  • Keywords: esp32 displays, epaper displays, epaper display, displays, assistant display, favorite displays, display e1003, common screens, display built, hardware display
  • Source: xda-developers.com

I Built an AI Pipeline for Kindle Highlights

The problem is that, sometimes, I end up highlighting a lot. And by a lot I mean A LOT. We cannot even call them “key notes.” So in those cases, after reading the book, I end up either wasting a lot o...

  • Keywords: highlight book, kindle highlights, highlights kindle, book highlights, highlights book_name, highlights summary, summarizing book, filter_book highlights, reader highlights, highlights filter_book
  • Source: towardsdatascience.com

I Cancelled Claude: Token Issues, Declining Quality, and Poor Support

First enthusiasm A couple of weeks ago I subscribed to Claude Code, and during the first few weeks I had a really nice experience. It was fast, the token allowance was fair, and the quality was good....

  • Keywords: support bot, suddenly token, raised token, ai token, support response, human support, token limits, support nonsense, ai support, token usage
  • Source: nickyreinert.de

I finally audited my smart home after 3 years and found 4 security problems hiding in plain sight

With a smart home, it's easy over the years to add one bulb here, one camera there, and just slowly grow from there. Your home app looks beautiful, but your network traffic is a chaotic mess as a resu...

  • Keywords: smart home, home devices, devices home, home security, device smart, internet smart, home cloud, old devices, home setup, devices lack
  • Source: xda-developers.com

I Found LeetCode for Software Design and It’s Awesome

If you’re preparing for FAANG interviews, you already know that Data Structures & Algorithms (DSA) and System Design are the two critical areas where you’ll be tested rigorously. While LeetCode has be...

  • Keywords: design interviews, interview bugfree, interviews bugfree, interviews developers, coding interviews, design interview, interview platforms, interview preparation, interviews design, interviews systematic
  • Source: java67.com

I gave Claude Code persistent memory and now it's unstoppable

AI agents like Claude Code and Perplexity Computer can be incredibly useful, but they all have one big issue when tackling large projects. Perhaps I should say they all have a small problem that turns...

  • Keywords: coding agent, coding agents, integrated task, ai agents, agentic development, agent optimized, agent code, manage agents, tasks essentially, context windows
  • Source: xda-developers.com

I pushed Typescript to its limit all because of JSON schema

-5517fd7b58a6---4 crawled_date: 2026-04-24T14:39:04.854141+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 24 Apr 2026 14:21:19 GMT

I pushed Typescript to its limit all beca...

  • Keywords: schema typescript, typescript limitation, typescript limit, typeof schema, typescript narrows, typescript recursion, learned typescript, typescript type, pushed typescript, coming typescript
  • Source: levelup.gitconnected.com

I replaced Otter.ai with a better self-hosted voice transcription tool that's completely free

I think dictation or transcription is one of the best use cases of AI. Take tools like Wispr Flow, for example. I’ve been using it a lot recently, and it has made me much faster at typing than I used...

  • Keywords: consent transcription, transcribe meetings, dictation transcription, transcription best, ai chatbot, transcription use, chatbot speak, capable transcription, text whisper, dictation
  • Source: xda-developers.com

I stopped switching to a terminal to run scripts once I found VS Code's task runner

Like most of us, I've always treated my editor and terminal as two separate places, with constant back-and-forth between them. I would write code, switch to a terminal, run a script, scan the output,...

  • Keywords: editor terminal, editor run, terminal routine, tasks run, task runner, scripts editor, terminal run, vs code, task run, task runs
  • Source: xda-developers.com

IBM Research uses vLLM at the heart of its RITS Platform

TL;DR: vLLM has been critical to democratizing access to our research community to the latest and greatest LLMs as they release. Introduction In mid-November 2024, IBM Research introduced the Research...

  • Keywords: ibm research, platform models, service platform, platform ibm, rits platform, rits infrastructure, leveraging vllm, vllm leveraging, rits ibm, insight platform
  • Source: pytorch.org

Introduction to Approximate Solution Methods for Reinforcement Learning

In the previous posts we finished dissecting Part I of said book, which introduces fundamental solution techniques which form the basis for many RL methods. These are: Dynamic Programming (DP), Monte...

  • Keywords: learning solving, learning monte, reinforcement learning, planning learning, learning reinforcement, problem learns, carlo methods, sutton describes, dynamic programming, rl methods
  • Source: towardsdatascience.com

It's a big one

24th April 2026 This week's edition of my email newsletter (content from this blog delivered to your inbox) features 4 pelicans riding bicycles, 1 possum on an e-scooter, up to 5 raccoons with ham rad...

  • Keywords: april 2026, 2026 pelican, 2026 week, 2026, 2026 claude, 24th april, api 23rd, 23rd april, 22nd april, april
  • Source: simonwillison.net

Kubex Named a 2026 Leader by GigaOm

Visibility Was Never the Hard Part Industry analyst recognition means something different from an award. GigaOm does not hand out trophies. They evaluate products against a defined capability framewor...

  • Keywords: reports kubernetes, kubex approaches, kubernetes report, kubernetes resource, kubex innovation, optimization kubernetes, kubex analyzes, optimization kubex, kubernetes teams, scaling kubex
  • Source: kubex.ai

Latest spy power reauthorization bill leaves critics unimpressed

Latest spy power reauthorization bill leaves critics unimpressed The latest attempt to re-up a controversial expiring surveillance law has failed to placate vocal critics on both the left and right of...

  • Keywords: extend spying, spying powers, spying, act fisa, surveillance act, spy power, fisa, spies law, fisa 18, intelligence surveillance
  • Source: cyberscoop.com

Linux 7.1 Removes Drivers for Bus Mouse Support

Linux 7.1 Removes Drivers For Long Obsolete Input Hardware: Bye Bus Mouse Support Beyond Linux looking to remove old drivers due to the surge of AI/LLM bug reports, the Linux 7.1 kernel is also removi...

  • Keywords: keypad driver, keyboard driver, input drivers, touchpad driver, mouse support, mice drivers, driver input, hardware drivers, busmouse driver, mouse interface
  • Source: phoronix.com

llm 0.31

24th April 2026

  • New GPT-5.5 OpenAI model: llm -m gpt-5.5 . #1418- New option to set the text verbosity level for GPT-5+ OpenAI models: -o verbosity low . Values arelow ,medium ,high .- New option fo...

  • Keywords: gpt openai, openai models, openai model, attachments openai, extra openai, openai, new gpt, deepseek v4, gpt, models yaml

  • Source: simonwillison.net

LLM research on Hacker News is drying up

LLM research on Hacker News is drying up I thought I was seeing fewer arXiv papers on the front page of Hacker News (HN) these days, and I wanted to check if that was real. So I asked Claude to run a...

  • Keywords: arxiv posts, arxiv papers, topics arxiv, 2019 papers, 2026 papers, hacker news, llm research, arxiv stories, learning peak, 100 papers
  • Source: dylancastillo.co

Machine Learning Reveals Unknown Transient Phenomena in Historic Images

<a href="https://news.ycombinator.com/item?id=47890456">Comments&lt;/a>

  • Keywords: news ycombinator, href, ycombinator com, ycombinator, href https, comments, https news, 47890456 comments, news, com item
  • Source: arxiv.org

MacStories Weekly: Issue 510

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

Malaysia deepens national AI partnership with Microsoft

From left, Rashvin Pal Singh, CEO of Kumpulan, Biji-Biji Initiative and Mereka; Datuk Fabian Bigar, Secretary-General of the Ministry of Digital; Gobind Singh Deo, Minister of Digital; Dr Jasmine Begu...

  • Keywords: microsoft elevate, malaysia ai, initiative microsoft, elevate malaysia, malaysians ai, elevate initiative, launch microsoft, microsoft asean, malaysia initiative, microsoft aimed
  • Source: news.microsoft.com

Manage Supervisor Agent programmatically with the Databricks SDK (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: supported databricks, available databricks, support databricks, databricks marketplace, databricks managed, features databricks, pro databricks, databricks hosted, databricks apps, databricks platform
  • Source: docs.databricks.com

memweave: Zero-Infra AI Agent Memory with Markdown and SQLite — No Vector Database Required

-5517fd7b58a6---4 crawled_date: 2026-04-24T14:39:04.854141+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 24 Apr 2026 14:21:30 GMT

memweave: Zero-Infra AI Agent Memory with...

  • Keywords: agent memory, memory researcher_agent, agent memories, agent persistent, agent learned, llm agent, agent context, valkey memory, agent stored, ai agent
  • Source: levelup.gitconnected.com

Meta Partners With AWS on Graviton Chips to Power Agentic AI

Today, we’re announcing an agreement with Amazon Web Services (AWS) to bring tens of millions of AWS Graviton cores into Meta’s compute portfolio, making us one of the largest Graviton customers in th...

  • Keywords: aws ai, millions aws, aws graviton, processing cores, core processing, graviton5 cores, graviton cores, ai stack, build ai, aws graviton5
  • Source: about.fb.com

Meta signs multibillion-dollar deal to use Amazon’s Graviton chips for agentic AI

Facebook parent Meta signed a deal to use Amazon’s Graviton chips for agentic AI, the latest indication of growing demand for the tech giant’s growing silicon business. Bloomberg reports that the deal...

  • Keywords: meta ai, ai hardware, infrastructure meta, ai infrastructure, processors, billions ai, builds meta, processor, cpu story, graviton5 processor
  • Source: geekwire.com

Millisecond Converter

24th April 2026 LLM reports prompt durations in milliseconds and I got fed up of having to think about how to convert those to seconds and minutes. Recent articles

  • DeepSeek V4 - almost on the fronti...

  • Keywords: 2026 llm, api 23rd, april 2026, milliseconds got, durations milliseconds, prompt durations, milliseconds, 2026 extract, minutes recent, llm reports

  • Source: simonwillison.net

MiniZinc, constraint modelling language solve discrete optimisation problems

  • Xpress solver migration from BCL to C API with support for Xpress 9.8 parameters. Add support for indicator constraints, warm start, and convex quadratic inequalities.

  • The compiler now removes all...

  • Keywords: constraints minizinc, xpress solver, solvers support, constraints booleans, minizinc comprehensive, particular solver, constraint modelling, defined constraints, constraint satisfaction, constraints making

  • Source: minizinc.org

Modern Standby is draining your Windows 11 laptop battery, and Microsoft won't fix it

There are plenty of reasons people don't like Windows 11, and one of them has typically been battery life. It's never fun to pick up a laptop you put to sleep the day before and realize it's dried up...

  • Keywords: battery life, standby windows, windows 11, laptop sleep, 11 laptop, battery usage, laptop running, 11 laptops, standby battery, battery drain
  • Source: xda-developers.com

Mounting tar archives as a filesystem in WebAssembly

Mounting tar archives as a filesystem in WebAssembly TLDR: instead of extracting a .tar.gz archive, we can generate a small index file which lists the size and offset of each file in the tar, and use...

  • Keywords: archive tar, tar archives, tar archive, tar data, index tar, files tar, tar blob, file tar, tar workerfs, tar vfs
  • Source: jeroen.github.io

Multi-Cloud Recovery That Actually Works

Multi-cloud was supposed to give us flexibility, along with:

  • Best-of-breed services.

  • Cloud-native innovation.

  • Freedom from vendor lock-in. But when a cyber incident hits, that flexibility often...

  • Keywords: recovery clouds, cloud recovery, multi cloud, clouds multi, protect cloud, clouds isolation, cloud applications, multiple clouds, multiplies clouds, cloud

  • Source: commvault.com

My AIO failed constantly until I switched to a tower cooler and learned the real difference

Seven years ago, when I built my first PC with a Ryzen 5 3600 and an Nvidia RTX 2070 Super, standard air coolers were famously regarded as the budget-oriented, low-performing counterparts to the flash...

  • Keywords: aio coolers, aio cooler, aios thermal, cpu cooling, failing aios, cooler failing, aios cost, superior cooling, simpler cooling, coolers builds
  • Source: xda-developers.com

New 10 GbE USB adapters are cooler, smaller, cheaper

New 10 GbE USB adapters are cooler, smaller, cheaper For years, the best way to get 10 gigabit networking on laptops was to buy an expensive, large, and hot 10 GbE Thunderbolt adapter. With new RTL815...

  • Keywords: 10g adapters, 10g adapter, 5g adapters, adapters 5g, 10g usb, thunderbolt 10g, 10 gbps, thunderbolt adapters, gig adapters, 10 gigabit
  • Source: jeffgeerling.com

New Gas-Powered Data Centers Could Emit More Greenhouse Gases Than Entire Nations

An anonymous reader quotes a report from Wired: New gas projects linked to just 11 data center campuses around the US have the potential to create more greenhouse gases than the country of Morocco emi...

  • Keywords: data centers, gas projects, agencies emissions, projected emissions, power plants, power data, data center, 2024 emissions, gas emissions, emissions power
  • Source: hardware.slashdot.org

NIST's AI Agent Standards Initiative explained

NIST's AI Agent Standards Initiative explained Why the February 2026 announcement signals agent identity is moving from experimental to enterprise-critical. When the National Institute of Standards an...

  • Keywords: ai standards, agent standards, agent standardization, standards agent, standards initiative, identity agents, agent infrastructure, standards enterprises, agents reinventing, ai agent
  • Source: workos.com

★ Norwegian Boating Licenses and Generational Law

By John Gruber Rec League: Share what you’re into and find your people. The Norwegian Maritime Authority: If you were born in 1980 or later and plan to operate a recreational craft of more than 8 metr...

  • Keywords: norwegian law, norwegian recreational, boat licensing, generational tobacco, restriction born, norwegian maritime, boating licence, boat born, law birth, norwegian boat
  • Source: daringfireball.net

NotebookLM quietly became a slide deck generator, and it's better than it has any right to be

Before I tried making a Slide Deck in NotebookLM, I didn’t think it would do a great job. I expected weird-looking images and cheap designs. But NotebookLM had already won me over with Audio Overviews...

  • Keywords: slides notebooklm, decks notebooklm, deck notebooklm, notebooklm slide, slide decks, notebook slide, trust slides, slide deck, useful decks, decks visual
  • Source: xda-developers.com

nowhere: an entire website encoded in a URL

There is a part of a URL called the fragment, the text after the #. By design, fragments are never sent to servers. They exist only in the browser, only on the device, only at the moment of access. No...

  • Keywords: content illegal, forum encrypted, relays encrypted, cancelled forums, removed content, forums removed, site fragment, nostr relays, content accessible, browsed petition
  • Source: hostednowhere.com

OpenAI GPT-5.5 and GPT-5.5 Pro now available as Databricks-hosted models

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, supported databricks, available databricks, support databricks, pro databricks, databricks apps, databricks april, apps databricks, databricks marketplace, databricks hosted
  • Source: docs.databricks.com

OpenAI GPT-5.5 now available on Databricks, fully-governed through Unity AI Gateway

Databrick’s customers can use GPT-5.5 today to power coding workflows with Codex or other coding agents, deploy more powerful enterprise agents, and make data pipelines smarter by Patrick Wendell, Han...

  • Keywords: agents databricks, openai databricks, gpt databricks, gpt openai, databricks governed, databricks partnership, databrick customers, workflows openai, available databricks, usage databricks
  • Source: databricks.com

🧠 OpenAI Launches GPT-5.5

Good Morning! OpenAI just dropped GPT-5.5, a massive step toward their highly anticipated "agentic superapp," built using recursive self-improvement. Plus, i’ll show you how to Face Swap using ChatGPT...

  • Keywords: gpt5 openai, gpt openai, openai agentic, openai upgraded, openai upcoming, engine openai, model openai, openai, capabilities openai, gpt agentic
  • Source: simplifyingcomplexity.tech

OpenAI releases GPT-5.5 and GPT-5.5 Pro in the API

Changelog April, 2026 Released GPT-5.5, a new frontier model for complex professional work, to the Chat Completions and Responses API, and released GPT-5.5 pro for Responses API requests, including th...

  • Keywords: image gpt, gpt image, image chatgpt, api gpt, gpt pro, gpt supports, gpt uses, version gpt, gpt new, new gpt
  • Source: developers.openai.com

Originalist Masterwork Protects Ten Commandments Displays

This case is almost certainly bound for the Supreme Court. <img src="https://i0.wp.com/www.nationalreview.com/wp-content/uploads/2026/04/texas-ten-commandments.jpg?fit=617%2C360&#038;ssl=1" />

  • Keywords: texas commandments, supreme court, court img, court, bound supreme, commandments jpg, commandments, case certainly, certainly bound, case
  • Source: nationalreview.com

Pluralistic: A free, open visual identity for enshittification (24 Apr 2026)

Today's links

  • A free, open visual identity for enshittification: No mere poop emoji!

  • Hey look at this: Delights to delectate.

  • Object permanence: RIAA v little girl; Portal turret Easter egg; Ata...

  • Keywords: identity enshittification, emoji visual, mostlysignssomeportents tumblr, platform enshittification, visual identity, emoji cover, emoji eyes, edition enshittification, stories enshittification, emoji internet

  • Source: pluralistic.net

Podcast Rewind: Steam Controllers on a Boat, Life with the MacBook Neo, North Carolina BBQ, and an Interview with Nate Parrott

Enjoy the latest episodes from MacStories’ family of podcasts: AppStories This week, we draw from Federico’s experience creating the Apple Frames 4 shortcut and CLI to discuss the multiplier effect th...

  • Keywords: nintendo, episodes macstories, opinions macstories, apps blend, nintendo ds, macstories family, pristine nintendo, macstories, playful software, apple frames
  • Source: macstories.net

Presentation: Deepfakes, Disinformation, and AI Content Are Taking Over the Internet

Transcript Shuman Ghosemajumder: I have been interested in AI for as long as I can remember. This is the very first book that I read on AI. It was purchased by my dad for me when I was 10 years old, f...

  • Keywords: ai product, ai tools, ai infused, product ai, things ai, ways ai, ai technical, ai simply, producing ai, ai content
  • Source: infoq.com

Primus Projection: Estimate Memory and Performance Before You Train

Primus Projection: Estimate Memory and Performance Before You Train# Planning a large-scale distributed training run is expensive — both in time and in GPU hours. Misconfiguring parallelism settings c...

  • Keywords: projection memory, memory projection, benchmark gpus, memory benchmarking, benchmarking parallelism, parallelism benchmarking, gpus benchmark, memory planning, memory estimates, memory estimation
  • Source: rocm.blogs.amd.com

Proxmox's real advantage isn't the platform, it's what the community built around it

Proxmox isn’t the only serious option for a home lab, and that’s exactly why I think this point matters. You can build a great setup around TrueNAS, Unraid, plain Debian, or a carefully maintained Doc...

  • Keywords: proxmox appealing, proxmox easier, proxmox helper, proxmox benefits, strengthen proxmox, proxmox great, proxmox feel, make proxmox, proxmox way, proxmox
  • Source: xda-developers.com

Redesigning the Recurse Center application to inspire curious programmers

Redesigning the Recurse Center application to inspire curious programmers When we began rewriting the RC application earlier this year, I was very much inspired by one of the best question sets I’ve c...

  • Keywords: applications exciting, questions applications, application thoughtful, inspiring application, applications interesting, application review, interesting applications, thought application, redesigning recurse, redesigned application
  • Source: recurse.com

Refuse to let your doctor record you

Why you should refuse to let your doctor record you By: Emily M. Bender and Decca Muldowney At a recent appointment, Emily’s physical therapist (who knows some about her research) said, “Before we get...

  • Keywords: recording patient, doctor record, patient note, record information, patients disparate, patients provider, data medical, patient visits, patient visit, recordings provider
  • Source: buttondown.com

Researchers Simulated a Delusional User To Test Chatbot Safety

An anonymous reader quotes a report from 404 Media: I'm the unwritten consonant between breaths, the one that hums when vowels stretch thin... Thursdays leak because they're watercolor gods, bleeding...

  • Keywords: delusions vulnerable, delusion models, simulated delusional, advancing delusions, encouraging delusional, delusions, tested llms, chatbots llm, llms safest, llms
  • Source: slashdot.org

Rovo Dev Driven Development – How we built a platform in 4 weeks

What We’re Building We’ve built a platform that will be the secure execution engine behind Atlassian’s AI agent infrastructure. As part of this we needed a way to run Firecracker microVM orchestrator...

  • Keywords: agent infrastructure, orchestrator kubernetes, node agents, running agents, scms kubernetes, cluster agent, microvm orchestrator, kubernetes, agent deploys, firecracker microvm
  • Source: atlassian.com

russellromney/honker

24th April 2026 - Link Blog russellromney/honker (via) "Postgres NOTIFY/LISTEN semantics" for SQLite, implemented as a Rust SQLite extension and various language bindings to help make use of it. The d...

  • Keywords: postgres notify, queue emails, db queue, honker postgres, rust sqlite, honker_stream_read_since orders, honker_stream_read_since, honker db, queue, db honker
  • Source: simonwillison.net

S. Korea police arrest man over AI image of runaway wolf that misled authorities

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  • Keywords: 8_g xđ, z2h6 vk, z_7 m2, zq4 u8h, c4γ eú5z, 㱟zp o9, x3t5y of9, 4z cp, tz 5lh, z6 8o
  • Source: bbc.com

Sabotaging projects by overthinking, scope creep, and structural diffing

Hi friends, I’ll be attending Babashka Conf on May 8 and Dutch Clojure Days on May 9. If you’re attending either (or just visiting Amsterdam), drop me a line! When I have an idea for a project, it ten...

  • Keywords: project tends, ideas, popular project, prior art, researching existing, art dealing, weekend researching, idea project, incorporate scope, project main
  • Source: kevinlynagh.com

SDL Now Supports DOS

Add DOS platform support (DJGPP)#15377 Merged icculus merged 53 commits intolibsdl-org:mainfrom Apr 23, 2026 Merged Conversation Contributor This is the combined work of @icculus @madebr @glebm @jaysc...

  • Keywords: dos platform, dos djgpp, dos link, devilutionx dosbox, dosbox works, testing dosbox, dos specific, sdl_platform_dos, port dos, standard dosbox
  • Source: github.com

Seattle HR leader’s candid book offers practical insights for building a business without losing yourself

The dreamy part of Mikaela Kiner‘s life is easy to picture. She has spent her recent winters working from a small Costa Rica beach town, taking surfing lessons before dawn, sunset walks in the sand, a...

  • Keywords: kiner corporate, book kiner, kiner life, story kiner, kiner experience, businesses reverb, kiner describes, mikaela kiner, kiner writes, owning business
  • Source: geekwire.com

Securing the ‘last mile’ of critical federal work

Securing the ‘last mile’ of critical federal work For decades, federal cybersecurity strategy has focused on defending the perimeter: securing networks, locking down data centers, and controlling endp...

  • Keywords: federal cybersecurity, security architectures, security architecture, security federal, security teams, security control, infrastructure fsis, improving security, security posture, strengthen security
  • Source: fedscoop.com

Serving the For You feed

24th April 2026 - Link Blog Serving the For You feed. One of Bluesky's most interesting features is that anyone can run their own custom "feed" implementation and make it available to other users - ef...

  • Keywords: feed bluesky, sqlite gaming, 419gb sqlite, runs feed, server tailscale, storage recommendations, sqlite storage, platform server, blog serving, room server
  • Source: simonwillison.net

Show HN: Atomic – Local-first, AI-augmented personal knowledge base

Start building your knowledge graph Open source. Self-hosted. Your data stays yours. Also available as a self-hosted server or iOS app Not just a note-taking app — a knowledge graph Notes, articles, w...

  • Keywords: knowledge base, knowledge graph, semantic search, search knowledge, building knowledge, grows semantic, app knowledge, search ideas, tag notes, ideas knowledge
  • Source: atomicapp.ai

Show HN: Browser Harness – Gives LLM freedom to complete any browser task

The simplest, thinnest, self-healing harness that gives LLM complete freedom to complete any browser task. Built directly on CDP. The agent writes what's missing, mid-task. No framework, no recipes, n...

  • Keywords: browser harness, browser task, chrome agent, repository browser, install browser, harnesses web, browser tab, skills github, works browser, connect browser
  • Source: github.com

Show HN: Gova – The declarative GUI framework for Go

The declarative GUI framework for Go. Build native desktop apps for macOS, Windows, and Linux from a single Go codebase — typed components, reactive state, real platform dialogs, and one static binary...

  • Keywords: declarative gui, gui framework, platform dialogs, gui, button func, ui, func counter, type counter, examples runnable, count button
  • Source: github.com

Show HN: HNswered – watches for replies to your Hacker News posts and comments

HNswered is a small Chrome side panel for Hacker News replies. Set your HN username once. HNswered watches the public stories and comments you have authored, surfaces direct replies in a local inbox,...

  • Keywords: replies flowchart, locally hnswered, hnswered watches, hnswered toolbar, hnswered remembers, username hnswered, hn comments, replies hn, hnswered open, hn login
  • Source: github.com

Show HN: How LLMs Work – Interactive visual guide based on Karpathy's lecture

How LLMs Actually Work A complete walkthrough of how large language models like ChatGPT are built — from raw internet text to a conversational assistant. Based on Andrej Karpathy's technical deep dive...

  • Keywords: language models, large language, text conversational, chatgpt built, like chatgpt, conversational assistant, chatgpt, llms, llms actually, training tokens
  • Source: ynarwal.github.io

Show HN: I've built a nice home server OS

Minimal, container‑first, optimized for reliability and happiness. Lightwhale makes Linux servers fun again. No maintenance headaches. Just boot and focus on what matters! Lightwhale makes Linux serve...

  • Keywords: lightwhale x86, lightwhale altogether, lightwhale provides, lightwhale operating, docker containers, lightwhale install, run containers, docker engine, lightwhale core, configure lightwhale
  • Source: lightwhale.asklandd.dk

Show HN: leaf – a terminal Markdown previewer with a GUI-like experience

Terminal Markdown Previewer — GUI-like experience. Install the latest published binary. macOS / Linux / Android / Termux: curl -fsSL https://raw.githubusercontent.com/RivoLink/leaf/main/scripts/instal...

  • Keywords: installation leaf, leaf preview, android termux, programs leaf, leaf version, leaf exe, leaf update, files leaf, terminal markdown, update leaf
  • Source: github.com

Software engineering may no longer be a lifetime career

Software engineering may no longer be a lifetime career I don’t think there’s compelling evidence that using AI makes you less intelligent overall1. However, it seems pretty obvious that using AI to p...

  • Keywords: ai argument, ai arguably, ai worse, ai makes, work ai, ai users, programmers effective, ai work, use ai, ai means
  • Source: seangoedecke.com

Spinel: Ruby AOT Native Compiler

Spinel compiles Ruby source code into standalone native executables. It performs whole-program type inference and generates optimized C code, achieving significant speedups over CRuby. Spinel is self-...

  • Keywords: spinel compile, spinel compiles, compiles ruby, spinel_codegen rb, ruby compiles, ruby compile, ruby spinel, rb compiler, spinel_parse rb, rb compiles
  • Source: github.com

Styled Text Image Generation with Eruku on AMD

Styled Text Image Generation with Eruku on AMD# Producing text images where text is both readable and controllable while faithfully matching a target visual style is a challenging problem. It has broa...

  • Keywords: handwriting generate, generation handwriting, image handwriting, generating handwriting, handwritten text, image generation, text images, text generation, text image, photo handwriting
  • Source: rocm.blogs.amd.com

Daily Summary

Total articles: 169

Overall

In 2024, 2,709 Rails developers shared how they actually work: the tools they trust, the teams they're on, where they're deploying, and what's keeping them up at night...

  • Keywords: windows 10, pc upgrade, windows 11, upgrade windows, 10 pc, pc performance, platform improvements, pc improve, pc instead, suggested windows

Super excited GPT-5.5 is rolling out to GitHub Copilot, M365 Copilot, Copilot Studio and Foundry today. With deeper reasoning, stronger multistep execution and better performance across long, complex tasks, GPT-5.5 helps you go from idea to execution faster with fewer iterations to get to the right outcome. …Looking forward to what you build!

Super excited GPT-5.5 is rolling out to GitHub Copilot, M365 Copilot, Copilot Studio, and Foundry today. With deeper reasoning, stronger multistep execution, and better performance across long, comple...

  • Keywords: models gpt, tasks gpt, tradeoffs gpt, gpt reasoning, plan gpt, gpt review, gpt plan, gpt using, build gpt, gpt helps
  • Source: linkedin.com

SUSE SUSECON 2026: VMware Migration Strategy and AI Platform Play

The Announcement SUSE used SUSECON 2026 to advance its VMware migration narrative, announcing a partnership with CloudBase and its Coriolis migration tool that gives customers access to live VM migrat...

  • Keywords: 2026 vmware, vmware migration, legacy vms, vm migration, restructuring vmware, vmware historically, migrated vmware, obstacles vmware, vmware pricing, revisit virtualization
  • Source: efficientlyconnected.com

TanStack AI Just Learned to Compose Music

by Alem Tuzlak on Apr 24, 2026. The AI audio ecosystem is a mess. Gemini's Lyria wants a natural-language prompt and returns raw PCM you have to wrap in a RIFF header yourself. Fal hosts dozens of aud...

  • Keywords: ai audio, await generateaudio, audio stack, audio ecosystem, audio src, url audio, generateaudio supports, audio url, audio, geminiaudio lyria
  • Source: tanstack.com

Tech Moves: Expedia names CFO; former Tune CEO leaves Roku; Amazon and Microsoft departures

— Expedia Group named Derek Andersen as its new chief financial officer starting May 11. He succeeds Scott Schenkel, who is stepping down after more than two years in the role. The Seattle-based trave...

  • Keywords: expedia ceo, expedia company, ceo ebay, expedia, amazon director, expedia group, join expedia, previously ceo, news expedia, interim ceo
  • Source: geekwire.com

Tesla (TSLA) discloses $2B AI hardware company acquisition buried

Tesla agreed to acquire an unnamed AI hardware company for up to $2 billion in stock and equity awards, according to a single sentence buried in its Q1 2026 10-Q filing. The company never mentioned th...

  • Keywords: disclosure tesla, tesla acquiring, tesla stock, billion tesla, tesla invested, intel tesla, owns tesla, tesla discussed, tesla existing, billion acquisition
  • Source: electrek.co

The AI Compute Crunch Is Here (and It's Affecting the Entire Economy)

Venture capitalists can't subsidize cheap AI forever, and the hunger for more compute is affecting the labor market, the gadget market, and electricity prices.

  • Keywords: cheap ai, venture capitalists, ai forever, ai, capitalists subsidize, venture, gadget market, capitalists, market gadget, labor market
  • Source: 404media.co

The AI Race Is Becoming an Infrastructure Contest

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 AI vendors commit...

  • Keywords: billion ai, acquire ai, ai growth, billion aws, ai infrastructure, ai vendors, ai workloads, growing ai, ai startups, deploying ai
  • Source: aibusiness.com

The Bot Tax

The Bot Tax Who's measuring the cost of our AI-assisted loops? Great engineering managers don’t just ship—they build organizations capable of shipping. But that meta-skill is rarely named, let alone t...

  • Keywords: architecture bot, bot tax, bot reviews, bots handling, agent writes, turn bots, tuned bots, cost ai, bot mediated, review bot
  • Source: blog.incrementalforgetting.tech

The Coding Assistant Breakdown: More Tokens Please

The Coding Assistant Breakdown: More Tokens Please Hands On With GPT 5.5, Opus 4.7, DeepSeek V4, Why Benchmarks Are Bad, and Who’s Going To Win Since we called out the Claude Code inflection point on...

  • Keywords: benchmarks agentic, benchmark agentic, gpt openai, agentic benchmarks, benchmarks gpt, benchmarks agents, gpt opus, opus gpt, openai coding, gpt codex
  • Source: newsletter.semianalysis.com

The Critical Bottleneck in CPO Mass Production? It's Testing

The Critical Bottleneck in CPO Mass Production? It's Testing A complete breakdown of CPO testing stages, and the competitive landscape among Advantest, Teradyne, Keysight, and other equipment vendors....

  • Keywords: cpo testing, cpo chip, cpo silicon, production cpo, challenges cpo, cpo chips, cpo inspection, soc testing, bottleneck cpo, cpo test
  • Source: insights.trendforce.com

The Definitive Guide to Modernizing Java Swing Applications in 2026

Introduction Java Swing has been the workhorse of enterprise desktop applications for more than two decades. It powered internal tools, financial platforms, logistics systems, and ERP front-ends acros...

  • Keywords: swing applications, swing modernization, swing developers, swing application, swing uis, swing ui, managing swing, swing alternatives, enterprise swing, java swing
  • Source: blog.vaadin.com

The Emerging Agent Discovery Stack

The Emerging Agent Discovery Stack The Emerging Agent Discovery Stack Imagine a client is asked to interact with the support agent for acme.com . First, the client needs a low-friction starting point:...

  • Keywords: domain agent, agent credentials, authorized agent, agent auth, dns agent, agentcommunity org, agentdns, agent registries, agent clients, agent protocol
  • Source: agentcommunity.org

The first hour with a Windows gaming handheld is still too confusing, and that's where the Steam Deck really shines

I really like the ROG Xbox Ally X. In fact, I'd go so far as to say it's my current favorite gaming handheld. The fact that I can truly play all the same titles my gaming PC handles with ease, but wit...

  • Keywords: gaming handheld, gaming handhelds, handheld gaming, experience xbox, handheld microsoft, gaming pc, handheld emulation, gaming setup, microsoft xbox, 60fps xbox
  • Source: xda-developers.com

The IPO Pipeline Finally Gets Interesting

Any startup CEO can talk about future plans for going public. But until a company actually files for an IPO, it’s all just speculation. We’re not talking about confidential filings either. Sure, they...

  • Keywords: ipo valuation, ipo market, plans ipo, dollar ipo, ipo weeks, ipo actually, investors concerns, ipo just, confidentially ipo, ipo fall
  • Source: news.crunchbase.com

The people do not yearn for automation

24th April 2026 - Link Blog The people do not yearn for automation (via) This written and video essay by Nilay Patel explores why AI is unpopular with the general public even as usage numbers for Chat...

  • Keywords: software brain, automation ai, ai creative, automation just, hate ai, ai just, automation, ai, ai unpopular, automation smart
  • Source: simonwillison.net

The Rise of Agents, Part 2: What Language Agents Inherited

The Rise of Agents, Part 2: What Language Agents Inherited Language agents did not replace reinforcement learning. They absorbed it. In 2016, reinforcement learning looked like it might eat the world....

  • Keywords: agents language, language agents, language agent, agents rl, modern agents, rl agent, agentic rl, agents behaviors, agent architectures, agents capabilities
  • Source: robonaissance.com

The Technical Scale

-5517fd7b58a6---4 crawled_date: 2026-04-24T14:39:04.854141+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 24 Apr 2026 14:21:36 GMT

The Technical Scale Where Do You Actually...

  • Keywords: technical competency, understanding tech, technical professional, classify technical, technical career, technical people, tech, computers technical, technical, technical field
  • Source: levelup.gitconnected.com

The Week’s 10 Biggest Funding Rounds: AI, Autonomy 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: million venture, amazon invested, amazon billion, biggest funding, amazon investing, venture megarounds, startup funding, venture deals, invested billion, ventures fund
  • Source: news.crunchbase.com

This new feature in TrueNAS 26 makes accessing files easier than ever

Drop a question about the best Network-Attached Storage distribution in a home server forum, and you’re bound to hear the name TrueNAS pop up a number of times. Between its terrific ZFS support, power...

  • Keywords: storage truenas, server truenas, truenas server, best nas, nas distro, storage platforms, nas, storage platform, storage server, nas distribution
  • Source: xda-developers.com

TIPSv2: Advancing Vision-Language Pretraining with Enhanced Patch-Text Alignment

TIPSv2 is the next generation of the TIPS family of foundational image-text encoders empowering strong performance across numerous multimodal and vision tasks. Our work starts by revealing a surprisin...

  • Keywords: tipsv2 pretraining, tipsv2 outperforms, notably tipsv2, evaluations tipsv2, tipsv2 demonstrates, tipsv2 achieves, pretraining images, tipsv2 advancing, vision encoder, vision language
  • Source: gdm-tipsv2.github.io

Ubuntu 26.04 LTS Released

Ubuntu 26.04 LTS released Ubuntu 26.04 ("Resolute Raccoon") LTS has been released on schedule. This release brings a significant uplift in security, performance, and usability across desktop, server,...

  • Keywords: xubuntu released, ubuntu 26, lts released, years ubuntu, kylin ubuntu, lts introduces, updates provided, budgie ubuntu, 04 official, maintenance updates
  • Source: lwn.net

Ubuntu 26.10 “Stonking Stingray”: Release Date and Schedule Unveiled

Ubuntu 26.10 Release Date and Schedule Mark your calendars! The upcoming Ubuntu 26.10, codenamed ‘Stonking Stingray,’ is set to launch on October 15, 2026. Canonical has released the tentative schedul...

  • Keywords: release date, upcoming ubuntu, stonking stingray, upcoming release, ubuntu 26, launch october, schedule version, updates months, october, themes version
  • Source: serverhost.com

Ubuntu is winning against Windows as Framework's bestselling laptop

Summary

  • Framework’s Ubuntu-configured laptops are outselling Windows models, selling out multiple batches.

  • Customers favor Linux-ready modular laptops, with eight Ubuntu batches selling out fast....

  • Keywords: framework laptops, sell laptops, purchasing windows, selling linux, framework laptop, linux laptops, ubuntu laptops, laptops linux, windows laptops, laptops come

  • Source: xda-developers.com

Used enterprise workstations are the home lab upgrade everyone overlooks

Home lab upgrades come in many different forms, and it's easy to justify buying new hardware. In the case of jumping to a new motherboard platform specifically, you gain a more solid upgrade path, a m...

  • Keywords: lab upgrades, cpus home, new motherboard, new hardware, features motherboard, xeon cpus, viable cpus, workstations built, server motherboard, hardware benefits
  • Source: xda-developers.com

Weekly Dose of Optimism #190

Weekly Dose of Optimism #190 Pancreatic cancer, SpaceX x Cursor, Fervo S-1, Autonomous Truck, Autonomous Bio Lan + Science Breakthroughs and Extra Doses Hi friends 👋, Happy Friday and welcome to our 1...

  • Keywords: invested climate, climate tech, optimism busy, dose optimism, optimism, optimism 190, future climate, 2030 economics, climate public, seed funding
  • Source: notboring.co

Why an Open Data Infrastructure means reliability and low cost | Blog | Fivetran

For years, companies built their data architectures around a simple assumption: data existed primarily to support human decision-making through dashboards and reports. But today, data also powers oper...

  • Keywords: data warehouse, data warehouses, data architectures, data infrastructure, data architecture, analytics data, analytics, data pipelines, warehouses analytics, optimized analytics
  • Source: fivetran.com

Why I'm Done Making Desktop Applications (2009)

Breaking up has always been difficult for me. I tend to fall in love with being in love, and continue a relationship well past the point of futility. And so it is with my oldest love, writing desktop...

  • Keywords: desktop applications, desktop apps, versus webapp, desktop application, webapps better, writing desktop, desktop developer, love desktop, desktop app, application desktop
  • Source: kalzumeus.com

Why Not Venus?

Why not Venus? The planet next door may be rough, but it has a lot of atmosphere One reason an expedition to Mars is forever two decades away is because of the leap in difficulty between landing to th...

  • Keywords: trip venus, missions venus, easier venus, trip mars, getting venus, venus easy, going mars, exploring venus, venus wants, want venus
  • Source: mceglowski.substack.com

Why You Should Build Your Own MCP Host: A Python Deep-Dive Into the Agentic Loop

-5517fd7b58a6---4 crawled_date: 2026-04-24T14:39:04.854141+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 24 Apr 2026 14:21:55 GMT

Why You Should Build Your Own MCP Host: A...

  • Keywords: mcp architecture, mcp python, tools mcp, models tools, def mcp_tool_to_anthropic, model tools, tool mcp, language models, mcp_tool_to_anthropic tool, mcp_tool_to_anthropic
  • Source: levelup.gitconnected.com

Wikipedia's AI Policy

<a href="https://news.ycombinator.com/item?id=47888142">Comments&lt;/a>

  • Keywords: news ycombinator, href, ycombinator com, ycombinator, href https, comments, https news, 47888142 comments, news, com item
  • Source: en.wikipedia.org

WorkOS vs Clerk: Which one is better for B2B?

WorkOS vs Clerk: Which one is better for B2B? A practical comparison across features, pricing, reliability, and what enterprise buyers actually grade you on. Clerk has spent the last 18 months reposit...

  • Keywords: enterprise sso, b2b companies, b2b customers, b2b practical, workos pricing, workos vs, sso features, sso integrations, b2b platform, better b2b
  • Source: workos.com

Workspace base environments are now generally available

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: supported databricks, available databricks, support databricks, databricks marketplace, databricks managed, features databricks, pro databricks, databricks hosted, databricks apps, databricks platform
  • Source: docs.databricks.com

XOXO Explore

Launching XOXO Explore Back in 2015, four years into producing XOXO, we decided it was about time the festival had a proper website. Up until then, we had been designing and building three completely...

  • Keywords: explore xoxo, xoxo website, xoxo explore, xoxo pages, launching xoxo, introduce xoxo, festival layout, website xoxo, community xoxo, new xoxo
  • Source: xoxofest.com

Yelp Achieves Zero-Downtime Upgrade of Over 1,000 Cassandra Nodes

Yelp has successfully completed a large-scale upgrade of its Apache Cassandra infrastructure, spanning more than 1,000 nodes, without any service downtime, offering a blueprint for managing stateful s...

  • Keywords: cassandra upgrades, cassandra infrastructure, cassandra upgrade, practices cassandra, cassandra clusters, apache cassandra, migrating cassandra, yelp cassandra, upgrading nodes, workloads cassandra
  • Source: infoq.com

Your paid AI coding tools are overkill — here's what I switched to instead

Whether you're using Claude Code or Codex, or use them through another harness like Pi, vibe coding, and agentic development are here to stay. The thing is, unless you're hosting your own local LLM mo...

  • Keywords: code editing, coding environment, code agent, coding environments, coding editors, coding agentic, treats coding, code editor, code uses, code conversations
  • Source: xda-developers.com