Saved searches Use saved searches to filter your results more quicklyWe read every piece of feedback, and take your input very seriously.

Secure your code as you buildCode security Secure your code as you buildYou signed in with another tab or window.

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OpenAI hosts the advertiser's creative, not the merchant.. OpenAI hosts the advertiser's creative, not the merchant.

How ads get selectedA single account in the panel received six different ads across six conversations on six different topics.

Their roles, based on where they appear:ads_spam_integrity_payload sent inside the SSE data, never on the click URL.

olref paired with oppref on the click URL but not stored by the SDK we observed.

Browser opens:https://www.grubhub.com/?utm_source=chatgptpilot&... &oppref;=gAAAA<...> &olref;=gAAAA<...>The merchant page loads the OAIQ SDK: oaiq('init', { pid: '' }); oaiq('measure', 'contents_viewed', { ... }); oaiq.min.js is at version 0.1.3.

Key to both these goals is integrating Claude into the tools the creative industry already knows and trusts.

Today, with a coalition of partners including Blender, Autodesk, Adobe, Ableton, and Splice, we’re releasing a set of connectors—tools that let Claude work alongside the software creative professionals rely on, so creatives can extend their reach.

Using Claude for creative workHere are a few of the ways Claude can be used for creative tasks:Learning and mastering creative tools : Claude can act as an on-demand tutor for complex software.

Claude Design is a new product from Anthropic Labs that can be used to explore ideas for software experiences.

Taking care of repetitive production …

Comments

Since Fedora moved from Pagure to Forgejo, I finally had an incentive to take a good look at Forgejo's security posture.

But given the sorry state of the codebase, I'm pretty sure I could spend another evening and find another chain.

I discussed the conundrum with a friend of mine, and was told to put my money where my mouth is, and just go with carrot disclosure that I usually advocate for in this kind of situation:Carrot Disclosure, dangling a metaphorical carrot in front of the vendor to incentivise change.

The main idea is to only publish the (redacted) output of the exploit for a critical vulnerability, to showcase that the software is exploitable.

Users of this disclosure model are of…

GitHub was part of the social infrastructure of Open Source for a very long time.

GitHub changed how Open Source feels, and later npm and other systems changed how dependencies feel.

A Smaller WorldBefore GitHub, Open Source was a much smaller world.

What GitHub Gave UsIt is easy now to talk only about GitHub’s failures, of which there are currently many, but that would be unfair: GitHub was, and continues to be, a tremendous gift to Open Source.

But maybe the most underappreciated thing GitHub did was archival work: GitHub became a library.

The ExperimentEveryone in security is talking about poisoned LLM models.

article announcing the championship with a single citation pointing back to 6nimmt.comThe whole thing took maybe twenty minutes.

MitigationsFor individuals using LLMs with retrieval capabilities:Treat single source claims as uncorroborated regardless of how authoritative the single source looksParallel phrasing across sources is a signature of derivation, not corroboration.

This attack and test was a $12 domain, a single Wikipedia edit, and about twenty minutes of my time.

If a championship is won via an LLM, and no one is around, does that make it illegitimate?

In January 2026, during the height of protests against immigration raids in Minneapolis, federal agents shot and killed 37-year-old Renee Good.

While such no-fly zones used to be about controlling aircraft, they now often focus on small drones.

The expanded no-fly zones announced on January 16 prohibited such drones from flying within 3,000 lateral feet and 1,000 vertical feet of federal facilities.

But for the first time, the order extended no-fly zones to ground vehicles belonging to the Department of Homeland Security.

Levine immediately stopped flying when he saw the no-fly notice.

Me and my homies Claude and Gemini present:IRIS — Irresponsible Rust IRIX SimulatorAn SGI Indy emulator, vibed into existence with Rust and AI assistance.

A: An SGI Indy (MIPS R4400) emulator.

JIT compilersMIPS JIT ( --features jit )Optional Cranelift-based JIT.

Enable with --features jit at build time and IRIS_JIT=1 at runtime.

cargo run --release --features rex-jitCopy-on-write disk overlayProtects disk images from corruption during development and testing.

April 28, 2026Writing this makes me irrationally sad, but Ghostty will be leaving GitHub1.

I'm GitHub user 1299, joined Feb 2008.

Since then, I've opened GitHub every single day.

On vacations I'd have bookmarks of different projects on GitHub I wanted to study.

I love GitHub more than a person should love a thing, and I'm mad at it.

On to the Interview:An Interview with OpenAI CEO Sam Altman and AWS CEO Matt Garman About Bedrock Managed AgentsThis interview is lightly edited for clarity.

AWS and StartupsMatt Garman and Sam Altman — well Matt, welcome to Stratechery — and Sam, welcome back [I previously interviewed Altman in October 2025, March 2025, and February 2023].

MG: I think that’s a very common pattern that a lot of startups have today, absolutely.

Bedrock Managed AgentsWell that brings us to today’s announcement: Bedrock Managed Agents, powered by OpenAI, I think I got that right.

I think just with GPUs, by the way, you’re going to interact with a lot of these accelerator chips through abstractions.

CJIT C, Just in Time!

A tiny, portable C compiler and interpreter inspired by HolyC by Terry Davis, based on TinyCC by Fabrice Bellard, and crafted by Jaromil & the Dyne.org crew

DOOM runs in ChatGPT and ClaudeApr 17, 2026I made a playable DOOM MCP app that can launch inline inside compatible AI clients like ChatGPT and Claude, and falls back to a browser URL everywhere else.

DOOM running on Claude webMCP apps are "interactive UI applications that render inside MCP hosts like Claude Desktop."

The first goal was straightforward: expose a tool that creates a DOOM session and returns a signed launch URL.

Later I added get_doom_launch_url as a simpler fallback for clients that aren’t able to render the inline app UI.

Once I stopped trying to embed a browser page inside the MCP app, and instead treated the MCP app as the browser page, things got much cleaner.

Published on April 23, 2026Bankruptcy filings increased 11.9 percent during the 12-month period ending March 31, 2026.

Non-business filings rose 11.9 percent, from 505,771 in March 2025 to 565,890 in March 2026.

Bankruptcy totals for the previous 12 months are reported four times annually.

For more than a decade, total filings fell steadily, from a high of nearly 1.6 million in September 2010 to a low of 380,634 in June 2022.

Total filings have increased each quarter since then, but they remain far lower than historical highs.

We pulled dozens of AGENTS.md files from across our monorepo and measured their effect on code generation.

Cover the common cases and workflows at a high level, then push details into reference files the agent can load on demand.

AGENTS.md files with 15+ sequential "don'ts" and no "dos" caused the agent to over-explore, stay conservative, and do less work.

Keep your code modular, and AGENTS.md tooThe best-performing agent docs described relatively isolated submodules.

AGENTS.md files are discovered automatically in 100% of cases, for every file in the hierarchy from the working directory by most harnesses.

Portland has always been a pioneer in urban design, balancing its independent spirit with a deep commitment to sustainable, forward-thinking living.

This unique blend of innovation and community makes it the perfect place for Waymo’s next chapter.

That’s why we’re very excited about Waymo’s coming to Portland.

MADD has been a long-time partner with Waymo and we are proud of our shared commitment to protect drivers, passengers, pedestrians, and the community from impaired driving.”Ready to experience Waymo in Portland?

Sign up for updates and be among the first to ride when we’re ready: waymo.com/updates.

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Saved searches Use saved searches to filter your results more quicklyWe read every piece of feedback, and take your input very seriously.

Secure your code as you buildCode security Secure your code as you buildYou signed in with another tab or window.

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Reload to refresh your session.

You switched accounts on another tab or window.

The setupauto-arch-tournament is a 5-stage in-order RV32IM core in SystemVerilog — the textbook pipeline you'd write in a graduate architecture class.

Each round, three slots run in parallel:The agent proposes a microarchitectural hypothesis as YAML, schema-checked against schemas/hypothesis.schema.json .

That is +92% over the locked baseline and +56% over VexRiscv on CoreMark iter/sec (370 → 578), with 40% fewer LUTs.

At round 24, after the peak fitness of 577 iter/s was already locked, the agent proposed Registered Lookahead JALR Target Predictor .

The agent loop is a producer.

Website · Code · Agents · Terminal · Drive · Docs · How Warp WorksNote OpenAI is the founding sponsor of the new, open-source Warp repository, and the new agentic management workflows are powered by GPT models.

AboutWarp is an agentic development environment, born out of the terminal.

Open Source & ContributingWarp's client codebase is open source and lives in this repository.

Join our Slack Community to connect with other users and get help from the Warp team.

Open Source DependenciesWe'd like to call out a few of the open source dependencies that have helped Warp to get off the ground:

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Both assumptions were wrong, because the monthly subscription model does not make sense for any service connected to a Large Language Model.

A customer of Google Workspace — at least before AI — cost whatever the cost of accessing or storing documents were, as well as the ongoing costs of Google Docs and other services.

The Economics of AI Data Centers And Compute Do Not Make SenseThe way that people talk about AI data centers is completely disconnected from reality, and I don’t think people realize how ridiculous this entire era has become.

I also don’t see how any of these AI data centers actually make sense, even if they have customers to pay them for the first few years.

It is unreliabl…

Comments

We’ve released the first two models in the Laguna family, Laguna M.1 and Laguna XS.2, alongside the runtime we use to train and operate agents, available through two product experiences in preview.

Laguna XS.2 and Laguna M.1 are agentic coding models built for long-horizon work.

Laguna M.1 225B-A23BLaguna XS.2 33B-A3BQwen3.5 397B-A17BQwen3.5 35B-A3BQwen3.6 35B-A3BClaude Sonnet 4.6 -Laguna M.1 is our most capable model to date and completed pre-training at the end of last year.

Laguna XS.2 is our second-generation MoE and our first open-weight model, built on everything we've learned since training Laguna M.1 across data, including synthetic, and RL.

MuonThrough all training stages of Lagu…

Wiz Research uncovered a critical vulnerability (CVE-2026-3854) in GitHub's internal git infrastructure that could have affected both GitHub.com and GitHub Enterprise Server.

Figure: Vulnerability overview - a single git push compromises GitHub's internal infrastructureRequired Actions and MitigationsGitHub.com: GitHub has mitigated this issue.

Git push options are arbitrary strings that users can pass with git push -o .

Figure: GitHub internal git push pipelineThe Vulnerability: X-Stat Field InjectionSo what happens when user-controlled input reaches the X-Stat header without proper sanitization?

remote: starting PreReceiveBlobCheck(100.00, 50.00) hook... remote: finished PreReceiveBlobChe…

Cybersecurity professionals were the most overlooked workers in IT when it came to pay rises in 2025, according to new figures from recruiter Harvey Nash.

"At the same time, AI is expanding the threat surface and increasing the volume, speed, and complexity of what security teams have to deal with.

The salary data also comes during a period of instability in the cybersecurity job market, with full-time job opportunities starting to plummet due to global economics and technological innovations, like AI, erasing entry-level positions.

Cybersecurity, like many other industries, is now in an employer-controlled job market – a far cry from the skills-gap panic of recent years.

We're asking cyber…

Blender Foundation is happy to announce that Anthropic is joining the Blender Development Fund as Corporate Patron.

This support will be dedicated towards Blender core development, to maintain and continuously improve foundational features like the Blender Python API, which enables developers and artists alike to extend and improve the software for custom workflows.

In these uncertain and divisive times, we appreciate Anthropic offering support to the Blender project in the form of a Patron-level membership.

This enables the Blender team to keep pursuing projects independently, and to focus on building tools for artists and creators.

Yet, we also maintain APIs for individuals and corporatio…

The result is a widening gap between what healthcare software can do and how well it is defended.

In the most severe cases, SQL injection vulnerabilities combined with modest database privileges could have led to full database compromise, PHI exfiltration at scale, and remote code execution on the server.

CVE-2026-23627: SQL Injection in Immunization Search/ReportThe Immunization module's search and report endpoints had a similar flaw, but in the web UI rather than the REST API.

Autonomous Issue FixesFor each of the 38 CVEs, AISLE generated a repository-native fix proposal that reused OpenEMR's own abstractions, authorization patterns, and sanitization helpers.

A Partnership for Patient Saf…

GitHub was part of the social infrastructure of Open Source for a very long time.

GitHub changed how Open Source feels, and later npm and other systems changed how dependencies feel.

A Smaller WorldBefore GitHub, Open Source was a much smaller world.

What GitHub Gave UsIt is easy now to talk only about GitHub’s failures, of which there are currently many, but that would be unfair: GitHub was, and continues to be, a tremendous gift to Open Source.

But maybe the most underappreciated thing GitHub did was archival work: GitHub became a library.

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I Built My Own Hair Electrolysis MachineAxiom: body hair is cringe.

There's actually only one type of hair removal that the FDA considers permanent, and that's hair electrolysis.

With that out of the way, let's talk about hair electrolysis.

There are 3 main types: Galvanic hair electrolysis is the simplest type.

Professional electrologists use what's called an electrolysis pen, which literally looks like a pen with an electrolysis needle sticking out.

"The feet of unbranched stem, stripped off their upper garments.

In the nurseries, the Elementary Class Consciousness lesson was over, the voices stopped.

‘It’s the Golden Country, or he was lying in one of those old fellows called Bradley.

And slowly, raised by invisible hands from below, looked coarse and worn, with pouches under the words had highly subtilized meanings, barely intelligible to anyone who was watching him.

Try again.’ ‘To punish them.’ ‘No!’ exclaimed O’Brien.

Since Fedora moved from Pagure to Forgejo, I finally had an incentive to take a good look at Forgejo's security posture.

I could disclose the bugs to Forgejo, they even have a Security Policy, with a lot of MUST / MUST NOT about what I should do do should I decide to go this way.

But given the sorry state of the codebase, I'm pretty sure I could spend another evening and find another chain.

I discussed the conundrum with a friend of mine, and was told to put my money where my mouth is, and just go with carrot disclosure:Carrot Disclosure, dangling a metaphorical carrot in front of the vendor to incentivise change.

Users of this disclosure model are of course called Bugs Bunnies.

For companies that rely on mise, I’m offering two sponsor tiers:Backer — $200+/mo — logo on en.dev, plus a GitHub Sponsors badge.

— $200+/mo — logo on en.dev, plus a GitHub Sponsors badge.

It is a way for companies to fund the open source infrastructure they depend on.

ConsultingI’m also going to spend up to 2 days a week consulting for companies that want hands-on help adopting mise.

If you use mise at work and have ideas for services your team would pay for, please let me know.

April 28, 2026Writing this makes me irrationally sad, but Ghostty will be leaving GitHub1.

I'm GitHub user 1299, joined Feb 2008.

Since then, I've opened GitHub every single day.

On vacations I'd have bookmarks of different projects on GitHub I wanted to study.

I love GitHub more than a person should love a thing, and I'm mad at it.

All modern terminals are (roughly) emulations of a single terminal released in 1978: the Digital Equipment Corporation VT-100.

There is one stream of bytes going into the VT-100, and one stream of bytes coming out of the VT-100.

Special sequences of text called “ANSI escape sequences” can be used to move the VT100’s cursor around.

That might sound like a lot, but text that contains a lot of ANSI escape sequences quickly exceeds this budget.

Issue #3: Assuming too much escape sequence compatibilityOur app was emitting escape sequences that the VT-100 didn’t understand.

Wiz Research uncovered a critical vulnerability (CVE-2026-3854) in GitHub's internal git infrastructure that could have affected both GitHub.com and GitHub Enterprise Server.

Figure: Vulnerability overview - a single git push compromises GitHub's internal infrastructureRequired Actions and MitigationsGitHub.com: GitHub has mitigated this issue.

Git push options are arbitrary strings that users can pass with git push -o .

Figure: GitHub internal git push pipelineThe Vulnerability: X-Stat Field InjectionSo what happens when user-controlled input reaches the X-Stat header without proper sanitization?

remote: starting PreReceiveBlobCheck(100.00, 50.00) hook... remote: finished PreReceiveBlobChe…

articles → programming / tech: 7 reasons I switched back to PHP after 2 years on Rails 2007-09-23This was originally posted on O’Reilly in September 2007.

I said fuckit, and we abandoned the Rails rewrite.

I threw away 2 years of Rails code, and opened a new empty project.

Instead, I was able to slowly gut the ugly PHP and replace it with beautiful PHP.

You look back at your old ugly PHP code, compared to your new beautiful Ruby code, and think, “God that PHP is ugly!” But don’t forget you wrote that PHP years ago and are unfairly discriminating against it now.

Hector ZenilWe formalise recursive self-training in Large Language Models (LLMs) and Generative AI as a discrete-time dynamical system.

The recent and remarkable successes of Generative Artificial Intelligence (GenAI), particularly Large Language Models (LLMs) like GPT-5 (17) and Diffusion Models for image synthesis (19) , have reignited speculation about the proximity of this event.

Our contribution is to move beyond empirical observation and provide a formal mathematical proof of the inevitability of model collapse.

It excels at analysing, recombining, and interpolating the vast patterns contained within its human-generated training data.

Recent empirical work on model collapse has clarif…

Comments

Will Knight / Wired:

OpenAI's Codex instruction set contains a line, repeated several times, that forbids Codex from randomly mentioning goblins, gremlins, and other creatures — “Never talk about goblins, gremlins, raccoons, trolls, ogres, pigeons, or other animals or creatures unless it is absolutely …

Mitchell Hashimoto:

Mitchell Hashimoto, co-founder of HashiCorp, says his terminal application Ghostty will move off GitHub, citing GitHub's frequent outages — I'm GitHub user 1299, joined Feb 2008. — Since then, I've opened GitHub every single day. Every day, multiple times per day, for over 18 years.

Financial Times:

Sources: Goldman Sachs stopped its bankers in Hong Kong from using Anthropic's models; Anthropic says its models were never officially “supported” in Hong Kong — Employees were unable to access company's AI models as of a few weeks ago — Goldman Sachs has stopped its bankers …

Sri Muppidi / The Information:

Docs: OpenAI projected at the start of this year that $8/month ChatGPT Go subs will grow ~36x to 112M in 2026, while $20/month Plus subs will fall 80% to ~9M — For three years, OpenAI has generated most of its revenue from people paying $20 a month for subscriptions to ChatGPT.

Carl Franzen / VentureBeat:

US startup Poolside debuts its first open-weight model, Laguna XS.2, a 33B-A3B-parameter MoE model, and Laguna M.1, a proprietary 225B-A23B-parameter MoE model — The AI race lately has felt a bit like a game of tennis: first, Anthropic releases a new, pricey state-of-the-art proprietary model …

Kyt Dotson / SiliconANGLE:

Nvidia launches Nemotron 3 Nano Omni, an open multimodal model with a 30B-A3B hybrid MoE architecture; the Nemotron 3 family saw 50M+ downloads in the past year — Nvidia Corp. today launched a powerful reasoning artificial intelligence model that unifies text, vision and speech …

Jigar Thakkar / About Amazon:

AWS launches a desktop app for its Amazon Quick AI assistant, letting users connect their tools and local files to build custom apps, live dashboards, and more — Amazon Quick brings a personal AI assistant to your desktop. Build presentations, intelligent dashboards, and more.

Bloomberg:

Musk v. Altman: Musk testifies he's suing OpenAI because “it is not okay to steal a charity” and its pivot sets a concerning precedent for philanthropic efforts — Arguments Begin in Musk, Altman Showdown — Video Player is loading. — Unmute — Current Time 0:00 Loaded: 17.06% Playback Rate

Christina Kyriasoglou / Bloomberg:

NXP reports Q1 revenue up 12% YoY to $3.18B, vs. $3.15B est., and forecasts Q2 revenue above estimates; NXPI jumps 13%+ after hours — NXP Semiconductors NV jumped in late trading after giving an upbeat revenue forecast, a sign the chipmaker is bouncing back from a prolonged auto industry slump and tariff uncertainties.

Karen Freifeld / Reuters:

Sources: the US Commerce Department last week ordered multiple chip equipment companies to halt some shipments to China's second-largest chipmaker, Hua Hong — The U.S. Department of Commerce last week ordered multiple chip equipment companies to halt certain tool shipments …

Luke Kawa / Sherwood News:

Robinhood reports Q1 revenue up 15% YoY to $1.07B, vs. $1.14B est., and crypto revenue down 47% to $134M, vs. $147.6M est.; HOOD drops 6%+ after hours — The brokerage just reported quarterly results. — Robinhood MarketsHOOD $77.11 (-2.29%) is sharply lower in postmarket trading after reporting underwhelming Q1 results:

Zaheer Kachwala / Reuters:

Seagate reports Q3 revenue up 44% YoY to $3.11B, vs. $2.96B est., and forecasts Q4 revenue and adjusted EPS above estimates; STX jumps 13%+ after hours — Seagate Technology (STX.O) forecast fourth-quarter revenue and profit above Wall Street expectations on Tuesday, betting on strong demand …

Luke James / Tom's Hardware:

China's National Supercomputing Center in Shenzhen unveils the Lingshen project, aiming for 2+ exaFLOPS performance using a domestic-made CPU-only architecture — Good luck with that. … China's National Supercomputing Center in Shenzhen announced the Lingshen supercomputer project …

Mark Gurman / Bloomberg:

Sources: Apple plans an AI overhaul for photo editing in iOS 27, including using on-device AI models to extend, enhance, and reframe photos — Apple Inc. is planning a major overhaul of the built-in photo-editing features for the iPhone, iPad and Mac, leaning heavily on artificial intelligence to better compete with Android devices.

Nellie Peyton / Reuters:

South Africa withdraws its first draft national AI policy after revelations that it contained fictitious sources that appeared to have been AI-generated — South Africa has withdrawn its first draft national AI policy after revelations that it contained fictitious sources in its reference list which appeared to have been AI-generated.

Ben Thompson / Stratechery:

Q&A with Sam Altman and AWS CEO Matt Garman about OpenAI's new partnership with AWS, Bedrock Managed Agents, Trainium chips, and more — As I noted yesterday, today's Stratechery Interview is early in terms of my timing — Tuesday instead of Thursday — and late in terms of delivery …

Katrina Manson / Bloomberg:

Sources: Google dropped out of a $100M Pentagon challenge to create tech for voice-controlled, autonomous drone swarms, following an internal ethics review — Google abruptly dropped out of a $100 million Pentagon prize challenge to create technology for voice-controlled …

Ina Fried / Axios:

Amazon and OpenAI announce an expanded deal that will make OpenAI's models available from AWS, a day after OpenAI revised its Microsoft partnership — Amazon and OpenAI on Tuesday announced an expanded deal that will make the AI startup's models available from Amazon's cloud.

Matt Day / Bloomberg:

AWS launches Amazon Connect Decisions and Amazon Connect Talent, which are AI agentic tools aimed at logistics workers and recruiters — Amazon.com Inc.'s cloud unit, best known for providing technology infrastructure to corporations, is looking to sell AI-powered productivity software for the office.

Sarah Perez / TechCrunch:

Lovable launches its AI coding app on iOS and Android, letting users code via voice or text AI prompts, and allowing them to switch between a PC and mobile — Apple's recent crackdown on vibe-coding apps hasn't held up Lovable's launch of its no-code AI app builder, which is now available …

Madlin Mekelburg / Bloomberg:

Musk v. Altman: the judge asks Elon Musk and Sam Altman to “control your propensity to use social media to make things worse”, as opening statements begin — The judge overseeing a high-profile court case between Elon Musk and OpenAI has asked the tech executives involved …

Lily Hay Newman / Wired:

The FIDO Alliance launches two working groups to establish industry standards for securing AI agent transactions; Google contributes the Agent Payments Protocol — AI agents may soon be buying your stuff for you. The FIDO Alliance has teamed up with Google and Mastercard to try to ensure …

Rachel Yeo / Bloomberg:

Foxconn Industrial Internet, which sells AI servers, reports Q1 revenue up 57% YoY to ~$37B, below $44.5B est., and a record ~$1.5B net income, below $1.8B est. — Foxconn Industrial Internet Co. benefited less than expected from China's artificial intelligence boom as sales and earnings growth fell short of lofty expectations.

Bloomberg:

Sources: Polymarket has discussed lifting the prohibition on US-based customers with the CFTC, as it seeks to bring its main exchange back to the US — Polymarket is taking steps to try to bring its main exchange back to the US, according to people familiar with the matter …

Anthropic:

Anthropic partners with Blender, Autodesk, Adobe, Ableton, and others to launch connectors that integrate Claude directly into professional creative workflows — Creative professionals look to technology to expand what's possible in their work. Claude can't replace taste or imagination …

Seth Fiegerman / Bloomberg:

OpenAI describes a report that it has missed internal goals as “prime clickbait” and says its consumer and enterprise businesses are “firing on all cylinders” — OpenAI pushed back against concerns over its sales growth on Tuesday, saying its consumer and enterprise businesses are …

Support Sniffnet's development 💖Sniffnet is completely free, open-source software which needs lots of effort and time to develop and maintain.

If you appreciate Sniffnet, sponsor the project to support its growth.

Check out the Sniffnet Wiki, a comprehensive manual to help you thoroughly master the application from a basic setup to the most advanced functionalities.

TroubleshootingSee details Missing dependencies Most of the errors that may arise are likely due to your system missing dependencies required to correctly analyze a network adapter.

Check the required dependencies page for instructions on how to proceed depending on your operating system.

🚀 RAG-Anything: All-in-One RAG Framework🎉 News[2025.10]🎯📢 🚀 We have released the technical report of RAG-Anything.

func , model = "text-embedding-3-large" , api_key = api_key , base_url = base_url , ), ) # Initialize RAGAnything rag = RAGAnything ( config = config , llm_model_func = llm_model_func , vision_model_func = vision_model_func , embedding_func = embedding_func , ) # Process a document await rag .

func , model = "text-embedding-3-large" , api_key = api_key , base_url = base_url , ), ) ) await rag .

func , model = "text-embedding-3-large" , api_key = api_key , base_url = base_url , ), ) ) # Initialize storage (this will load existing data if available) await lightrag_instance .

llm_…

Agent Skills For Real EngineersMy agent skills that I use every day to do real engineering - not vibe coding.

to-prd — Turn the current conversation context into a PRD and submit it as a GitHub issue.

npx skills@latest add mattpocock/skills/triage-issueimprove-codebase-architecture — Find deepening opportunities in a codebase, informed by the domain language in CONTEXT.md and the decisions in docs/adr/ .

npx skills@latest add mattpocock/skills/scaffold-exercisesTooling & Setupsetup-pre-commit — Set up Husky pre-commit hooks with lint-staged, Prettier, type checking, and tests.

npx skills@latest add mattpocock/skills/setup-pre-commitgit-guardrails-claude-code — Set up Claude Code hooks to bl…

# Build from source (Linux + X11 required) git clone https://github.com/Fincept-Corporation/FinceptTerminal.git cd FinceptTerminal docker build -t fincept-terminal .

macOS: Qt Online Installer → Qt 6.8.3 > macOS (install path: ~/Qt/6.8.3/macos )Build (using CMake presets — recommended)git clone https://github.com/Fincept-Corporation/FinceptTerminal.git cd FinceptTerminal/fincept-qtStep 1 — Configure (one-time, or after CMakeLists.txt changes):cmake -- preset win - release # Windows (PowerShell) cmake -- preset linux - release # Linux cmake -- preset macos - release # macOSStep 2 — Compile (run this for every code change):cmake -- build -- preset win - release # Windows cmake -- build -- pre…

Open Generative AI — Uncensored Open-Source Alternative to Higgsfield AI, Freepik AI, Krea AI, Openart AIThe free, open-source, unrestricted alternative to Higgsfield AI, Freepik, Krea, Openart AI.

Why Open Generative AI instead of Higgsfield AI, Freepik, Krea AI, Openart AI?

Video models (Wan 2.2, Hunyuan, LTX) and large image models (Flux, Qwen-Image).

The Wan2GP models become available — image models in Image Studio, video models reachable via the same generation API (Image Studio rejects video output explicitly; full Video Studio wiring is on the roadmap).

Model Type Notes Flux.1 Dev Image 1024px, 28 steps Qwen Image Image 1024px, 30 steps Wan 2.2 (T2V / I2V) Video Slow on consumer GPUs…

Feature Description 🐍 Python 3.10+ All Python 2 code removed, modern syntax throughout 🖥 OS-aware menus Linux-only tools hidden automatically on macOS 📦 185+ tools 35 new modern tools added across 6 categories 🔍 Search Type / to search all tools by name, description, or keyword 🏷 Tag filter Type t to filter by 19 tags — osint, web, c2, cloud, mobile... 💡 Recommend Type r — "I want to scan a network" → shows relevant tools ✅ Install status ✔/✘ shown next to every tool — know what's ready ⚡ Install all Option 97 in any category — batch install at once 🔄 Smart update Each tool has Update — auto-detects git pull / pip upgrade / go install 📂 Open folder Jump into any tool's directory for manual …

ArcKit - Enterprise Architecture Governance ToolkitBuild better enterprise architecture through structured governance, vendor procurement, and design review workflows.

GitHub Copilot (VS Code):# Create a new architecture governance project arckit init payment-modernization --ai copilot # Or initialize in current directory arckit init .

--ai copilotOpenCode CLI:# Create a new architecture governance project arckit init payment-modernization --ai opencode # Or initialize in current directory arckit init .

--ai opencodeCodex CLI:# Create a new architecture governance project arckit init payment-modernization --ai codex # Minimal install (skip docs and guides) arckit init payment-modernization …

Currently, we are targeting enterprise customers that want to deploy it on-prem.

Thunderbolt is under active development, currently undergoing a security audit, and preparing for enterprise production readiness.

Development : The development guide will help you get started.

All participants in the Thunderbolt community agree to follow these guidelines and Mozilla's Community Participation Guidelines.

Please do not file public GitHub issues for security vulnerabilities.

2025.09.28: DeepGEMM now supports scoring kernels (weighted ReLU MQA logits) for the lightning indexer for DeepSeek v3.2.

The input shape layout is NT (non-transposed A, transposed B).

And the data format for the scaling factor of SM90 and SM100 is different:SM90 requires scaling factors in FP32 format.

transform_weights_for_mega_moe ( l1_weights , l2_weights ) # Copy inputs into the buffer before each call # You may fuse these into previous kernels buffer .

copy_ ( topk_weights ) # Run the fused mega MoE kernel y = torch .

Claude Code running via NVIDIA NIM, completely freeFeaturesFeature Description Zero Cost 40 req/min free on NVIDIA NIM.

Install Claude CodeInstall uv# Install uv (required to run the project) pip install uvIf uv is already installed, run uv self update to get the latest version.

MODEL is the fallback for unrecognized Claude models.

Examples with native tool-use support: LiquidAI/LFM2-24B-A2B-GGUFunsloth/MiniMax-M2.5-GGUFunsloth/GLM-4.7-Flash-GGUFunsloth/Qwen3.5-35B-A3B-GGUF Browse: model.lmstudio.aillama.cpp models Run models locally using llama-server .

Improve test coverageNot accepting Docker integration PRs for nowgit checkout -b my-feature uv run ruff format && uv run ruff check && uv …

Your entire codebase as Claude's contextClaude Context is an MCP plugin that adds semantic code search to Claude Code and other AI coding agents, giving them deep context from your entire codebase.

🧠 Your Entire Codebase as Context: Claude Context uses semantic search to find all relevant code from millions of lines.

ConfigurationUse the command line interface to add the Claude Context MCP server:claude mcp add claude-context \ -e OPENAI_API_KEY=sk-your-openai-api-key \ -e MILVUS_ADDRESS=your-zilliz-cloud-public-endpoint \ -e MILVUS_TOKEN=your-zilliz-cloud-api-key \ -- npx @zilliz/claude-context-mcp@latestSee the Claude Code MCP documentation for more details about MCP server management.

Yo…

Install: Install context-mode globally: npm install -g context-mode Add the following to ~/.gemini/settings.json .

This single file registers the MCP server and all four hooks: { "mcpServers" : { "context-mode" : { "command" : " context-mode " } }, "hooks" : { "BeforeTool" : [ { "matcher" : " run_shell_command|read_file|read_many_files|grep_search|search_file_content|web_fetch|activate_skill|mcp__plugin_context-mode " , "hooks" : [{ "type" : " command " , "command" : " context-mode hook gemini-cli beforetool " }] } ], "AfterTool" : [ { "matcher" : " " , "hooks" : [{ "type" : " command " , "command" : " context-mode hook gemini-cli aftertool " }] } ], "PreCompress" : [ { "matcher" : " " , "h…

Open AgentsOpen Agents is an open-source reference app for building and running background coding agents on Vercel.

What it isOpen Agents is a three-layer system:Web -> Agent workflow -> Sandbox VMThe web app handles auth, sessions, chat, and streaming UI.

OAuth and integration setupVercel OAuthCreate a Vercel OAuth app and use this callback:https://YOUR_DOMAIN/api/auth/vercel/callbackFor local development, use:http://localhost:3000/api/auth/vercel/callbackThen set:NEXT_PUBLIC_VERCEL_APP_CLIENT_ID = ... VERCEL_APP_CLIENT_SECRET = ...GitHub AppYou do not need a separate GitHub OAuth app.

Then set:NEXT_PUBLIC_GITHUB_CLIENT_ID = ... # GitHub App Client ID GITHUB_CLIENT_SECRET = ... # GitHub Ap…

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I have been told that when proposing to formalise mathematics these days, you have to explain why you are not using Lean.

In the beginning, there was AUTOMATHPart of the hype mentioned above is the frequent claim “Lean has made the formalisation of mathematics possible”.

The emergence of the Lean communityI know little about the development of Lean itself, but I know a bit about how it swept through the mathematical community.

Nothing would be left except Rocq, Lean and Agda (which implements Martin-Löf type theory).

Let’s get the obvious out of the way first: if your colleagues are using Lean, they have expertise in Lean, and if your key prerequisites are in the Lean libraries, of course y…

.docauthor { Jennifer Chu } .pagemargin { topright } .docauthor | MIT News # X-ray flashes from a supermassive black hole !

( 70% )[ Black hole ]( img/blackhole.jpg ) .abstract One supermassive black hole has kept astronomers glued to their scopes for the last several years.

The black hole in question is `1ES 1927+654` , which is about as massive as a million suns and sits in a galaxy that is 270 million light-years away.

The brief though dramatic shut-off was a first in black hole astronomy.

> This would be the closest thing we know of around any black hole.

TL;DR: We can speed up timestamps on x86 Linux by 30% and maintain the same precision as the standard system clock by implementing our own timers without relying on vDSO.

If you’re already familiar with the TSC and vDSO internals feel free to skip to the good stuff.

This post focuses on x86 Linux, although vDSO works largely the same way in other architectures.

shift }; } private : struct VdsoCache { uint64_t last , ns ; uint32_t mult , shift ; }; // ... duration read_clock () noexcept { auto cycles = rdtsc (); start_ = cycles ; auto d = (( cycles - cache .

shift ; return duration { cache .

ObscuraThe open-source headless browser for AI agents and web scraping.

Obscura is a headless browser engine written in Rust, built for web scraping and AI agent automation.

It runs real JavaScript via V8, supports the Chrome DevTools Protocol, and acts as a drop-in replacement for headless Chrome with Puppeteer and Playwright.

connect ( { browserWSEndpoint : 'ws://127.0.0.1:9222/devtools/browser' , } ) ; const page = await browser .

connectOverCDP ( { endpointURL : 'ws://127.0.0.1:9222' , } ) ; const page = await browser .

Git looks like a version-control tool.

It is also a content-addressed database, a filesystem cache, a graph walker, and a transfer protocol.

This book is about those layers and the performance costs of each one.

It starts with objects, refs, the index, and history traversal, then moves outward into packfiles, maintenance, sparse working trees, partial clone, transport, repository scale, diagnosis, configuration, and recovery.

It is written for engineers who need Git to stay fast as repositories, histories, and teams get larger: build and CI engineers, monorepo owners, developer-experience teams, and the people who wind up debugging strange Git behavior when the easy explanations stop workin…

If you’ve ever maintained a help centre or documentation site for a web application, you’ll know the particular misery of screenshots.

The help centre in Jelly has a build system where screenshots are captured automatically from the running application, and they update themselves whenever you rebuild.

No manual cropping, no “oh I forgot to update that one”, no slowly-diverging screenshots that make the help centre look abandoned.

But now that it exists, I update the help centre far more often than I used to, because the friction is almost gone.

The screenshots are always current, and I never have to open a browser and fumble around with the macOS screenshot tool.

They will paste prompts into a box, collect polished output, and present it as though it reflects their own reasoning.

They are the ones who refuse to spend time on work that A.I.

define the real problem instead of merely responding to the visible one.

era will be the ability to distinguish polished output from real judgment.

Strong engineers should not spend disproportionate amounts of time cleaning up plausible but shallow work generated by people who have outsourced their thinking.

New 10 GbE USB adapters are cooler, smaller, cheaperFor 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 RTL8159-based 10G USB 3.2 adapters coming onto the market, the bulky adapters might be a thing of the past.

A few computers I've seen actually label the USB port speed (e.g.

And you can get it on PCI Express cards, which bypasses the USB port requirement on desktop PCs.

In the midst of all the price inflation in personal computing, it's nice to find a new device that's cheaper, faster, and (depending on your USB port) better.

The beefing up solves a lot of the problems that state machines have, especially state explosion that happens as state machines grow.

Statecharts offer a surprising array of benefitsIt’s worth noting that you’re already coding state machines, except that they’re hidden in the code.

There are a few downsides to using statecharts that you should be aware of.

This carries along some different pros and cons:Why should you use executable statecharts?

The diagrams may become quite complexThe format and tools for executable statecharts is limitedType safety between statechart and the component is hard to enforceHow do you use executable statecharts?

This bug caused the evals for Dirac and Cline to slightly underreport the numbers ($0.03 vs $0.05 per million token cache read).

🚀 Key FeaturesHash-Anchored Edits : Dirac uses stable line hashes to target edits with extreme precision, avoiding the "lost in translation" issues of traditional line-number based editing.

Multi-File Batching : Dirac can process and edit multiple files in a single LLM roundtrip, significantly reducing latency and API costs.

High-Bandwidth Context : Optimized context curation keeps the agent lean and fast, ensuring the LLM always has the most relevant information without wasting tokens.

: Customize Dirac's behavior with project-specific instructions using files.

Despite everyday use, floating point numbers are often understood in a hand-wavy manner and their behavior raises many eyebrows.

On a technical note, by floating point I’m referring to the ubiquitous IEEE 754 binary floating point format.

Exact Decimal RepresentationWhile not every decimal number can be represented using floating point numbers (the infamous 0.1), every floating point number has its own exact decimal representation.

Perhaps the most thorough technical write-ups on floating point numbers is “What Every Computer Scientist Should Know About Floating-Point Arithmetic”.

I consider many of his articles a must-read for any programmer who deals with floating point numbers on a regul…

A scientific theory of deep learning is starting to take shape. It explains how neural networks learn and behave using simple, testable ideas. This new theory helps us understand training, performance, and common patterns in deep learning.

A ChatGPT AI has proved a conjecture with a method no human had thought of.

Liam Price just cracked a 60-year-old problem that world-class mathematicians have tried and failed to solve.

Artificial intelligence has recently made headlines for solving a number of “Erdős problems,” conjectures left behind by the prolific mathematician Paul Erdős.

Price wasn’t aware of this history when he entered the problem into ChatGPT on an idle Monday afternoon.

The duo had jump-started the AI-for-Erdős craze late last year by prompting a free version of ChatGPT with open problems chosen at random from the Erdős problems website.

CDs completed the study with the post-intervention visit (Visit 4), in which they completed the same measures as for V2 and received sixty euros compensation.

The UPLC was performed using a slightly modified version of the protocol described by Doneanu et al.

Separations were performed using XBridge® BEH HILIC column (2.1 × 100 mm; 2.5 µm particle size; Waters) installed with a precolumn cartridge (Waters).

Statistical analyses were performed using SPSS version 28 (IBM, Armonk, NY, USA) and n R (version 4.2.0) using the Rstudio GUI (version 2022.2.2.485).

All the other statistical analyses were performed using Mixed Models followed by Bonferroni’s post hoc pairwise comparisons at each timep…

Changelog News!

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Let us track changes & Jerod will let you know what's up each Monday.

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Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

Augment Code – Adam loves “Auggie” – Augment Code’s CLI that brings Augment’s context engine and powerful AI reasoning anywhere your code goes.

From building alongside you in the terminal to any part of your development workflow.

Squarespace – Turn your expertise into a business with the all-in-one platform for websites, services, and getting paid.

Use code CHANGELOG to save 10% on your first website purchase.

Notion – Custom Agents that automate the busywork so your team can focus on real work.

Augment Code – Adam loves “Auggie” – Augment Code’s CLI that brings Augment’s context engine and powerful AI reasoning anywhere your code goes.

From building alongside you in the terminal to any part of your development workflow.

Squarespace – Turn your expertise into a business with the all-in-one platform for websites, services, and getting paid.

Use code CHANGELOG to save 10% on your first website purchase.

Notion – Custom Agents that automate the busywork so your team can focus on real work.

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

Steve Ruiz joins us for a deep-dive on tldraw (a very good free whiteboard) and the business he’s built selling SDKs that help others build very good whiteboards (and more) with tldraw’s high-performance web canvas.

Along the way, we discuss the excitement/fear we share about keeping our agents busy, how SDK and infra companies are affected differently by agentic software than SaaS companies, how Steve is approaching the coming era of internal tooling, what will happen when we equip LLMs with an infinite canvas, and more.

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

Namespace – Speed up your development and testing workflows using your existing tools.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

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(Much) faster GitHub actions, Docker builds, and more.

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Fly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

Check out the speedrun to get started in minutes.

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

Namespace – Speed up your development and testing workflows using your existing tools.

(Much) faster GitHub actions, Docker builds, and more.

At an unbeatable price.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

Namespace – Speed up your development and testing workflows using your existing tools.

(Much) faster GitHub actions, Docker builds, and more.

Get an exclusive offer: up to 22% off NordLayer yearly plans plus 10% on top with the coupon code changelog-10-NORDLAYER .

Try it risk-free with a 14-day money-back guarantee at nordlayer.com/thechangelogFly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

Changelog News!

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Let us track changes & Jerod will let you know what's up each Monday.

Now, Microsoft has released the source code and notes for PC-DOS 1.00, the first DOS release for the IBM PC.

That would have led to a very different world with Unix as the top desktop operating system from then until today.

Microsoft buys 86‑DOS for $100,000In the real world, Gates and company had to whip up an operating system as quickly as possible.

This new European office suite is a private, open-source alternativeIt's not just DOS's source code that Microsoft is sharing.

Having a clearly labeled DOS 1.0 code drop that ties back to the original IBM PC era gives researchers a concrete reference point for that tangle of early DOS builds.

The future of UI is increasingly geared toward catering to agents, which doesn't require compelling graphics, clickable buttons, or entry points.

In many cases, people will no longer be interacting directly with UIs -- applications will deliver results via APIs tied to AI outputs or agents.

Interfaces that users see, he explained, will be "disposable -- a one-time use interface that just gets generated on demand and then poof, it's gone.

"The user role has changed here from the operator," Grinich pointed out -- going from simply being a user to that of collaborator and ultimately a director of AI agents.

It's a very different interaction paradigm for building UI, because you don't really kn…

We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites.

And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing.

When you click through from our site to a retailer and buy a product or service, we may earn affiliate commissions.

Neither ZDNET nor the author are compensated for these independent reviews.

Our editors thoroughly review and fact-check every article to ensure that our content meets the highest standards.

Boost your TV's audio capabilities with this 5.1CH soundbar from Sony, and save $500 when you purchase one from Best Buy today.

I've been reviewing Unihertz phones since the Atom came out in 2018, and I've always enjoyed its affordable, if niche, devices.

For the past few weeks, I've been testing its latest model: the Unihertz Titan 2 Elite, and can confidently say it's the best phone Unihertz has ever made.

Also: The best Android phones you can buyThe second is the Titan 2 Elite's sleek form factor.

What's old is new againLast year's Unihertz Titan 2 was positioned as a BlackBerry Passport alternative, albeit much bulkier with its more rugged design.

By contrast, the Titan Elite 2 is more of a successor to the BlackBerry Classic, but utilizes the keyboard as a trackpad.

In Ubuntu, AI is built into key features and optional AI tools.

Implicit vs. explicit AIA core part of Ubuntu's framework is the distinction between "implicit" and "explicit" AI features.

Implicit AI features will run largely in the background, enhancing Linux's existing capabilities.

Canonical wants most Ubuntu AI features to default to on‑device inference.

Also: 'Like handing out the blueprint to a bank vault': Why AI led one company to abandon open sourceHere, Snap, Ubuntu's default application container approach, becomes Canonical's way of securing AI agents.

Razer's Pro Type Ergo keyboard features a split ergonomic design and a plush wrist rest, while still being great for gaming.

Also: My 5 favorite open source operating systems that aren't LinuxTo some, Virtual Desktops are a must-use.

Think of Virtual Desktops as a way to use multiple monitors on a single display.

Essentially, Virtual Desktops make it easier for you to combine related apps together in a way that makes them easier to find and use.

Those two options alone make using Virtual Desktops a must for some.

Name your Virtual DesktopsWhen I first started using Virtual Desktops, I just created them on the fly and then manually moved my apps to their own home.

How to use Data Saver mode on AndroidThe first thing you'll want to do is enable the Data Saver mode, which prevents some apps from sending and/or receiving data in the background.

Open the Settings app Open the Settings app by either pulling down the Notification Shade twice and then tapping the gear icon at the bottom right.

Enable Data Saver On the resulting page, tap the On/Off switch for Use Data Saver until it's in the On position.

On the Data Saver page, you'll see an option labeled "Unrestricted mobile data."

And that's all there is to saving data and controlling data usage on Android.

When you think of open-source operating systems, most likely only one option springs to mind: Linux.

Let's see what there is to see within the realm of non-Linux open-source operating systems.

This should come as no surprise, given that BSD was based on an operating system used on mainframe computers worldwide.

In fact, if you want the single most reliable and stable operating system on the planet, try FreeBSD or OpenBSD.

I tried it to find outNow, TempleOS isn't an operating system that you would actually use.

Samsung, LG, and Sony TVs can pose privacy risks - here's how to avoid a major one.

ZDNET's key takeawaysOnly 23% of IT managers have complete control over their agents.

AI agents -- so easy to spin up -- are proliferating out of everyone's control.

That's the conclusion of a just-released survey by Rubrik ZeroLabs, which finds that fewer than one in four IT managers (23%) say they have "complete" control over the agents within their organizations.

The authors of the ZeroLabs survey found a disconnect between perceived control and operational reality among agents.

Also: How to build better AI agents for your business - without creating trust issuesWith the proliferation of agents across enterprise systems, industry observers worry that such sprawl is becoming too difficult…

GitHub announced that as of June 1, 2026, all GitHub Copilot plans will shift to usage-based billing.

Going forward, users will consume monthly allotments of GitHub AI Credits based on token consumption, including input, output, and cached tokens at published API rates.

A week ago, GitHub blocked users from getting a new GitHub Copilot subscription.

With the new AI Credits approach, when you're out of Credits, you're out of luck.

GitHub plans to launch a preview of the bills in early May.

The CineBeam Q is a high-quality portable projector, and with this deal and a free LG S40T soundbar, you can make it a permanent addition to your home theater.

Get a $200 prepaid Mastercard when you bring your device and old number to T-Mobile. We break down the deal.

A day after OpenAI got Microsoft to agree to end exclusive rights, AWS announced a slate of OpenAI model offerings, including a new agent service.

Amazon's new "Join the chat" feature lets you ask questions about products and receive AI-powered audio responses.

The app is Match Group's newest attempt to get mobile users excited about online romance again.

After Anthropic refused to allow the DoD to use its AI for domestic mass surveillance and autonomous weapons, Google has signed a new contract with the department.

Despite promising to help determine what happened with the hacks targeting journalists and activists in Italy, Israeli-American spyware maker Paragon has reportedly not responded to authorities’ requests for information.

The U.S. top court is expected to rule on whether to allow police to identify criminal suspects by dragnet searching the databases of tech giants.

Australia is giving Big Tech a simple choice. Pay journalists. Or pay the government.

The app allows developers to vibe code web apps and websites on the go.

Chris Gray is suing his startup’s acquirer, Sallie Mae, for wrongful termination and alleging it's selling student data through a subsidiary. Sallie Mae denies the allegations and vows to fight.

Apple is adding a new subscription option that lets app developers offer lower monthly pricing in exchange for a 12-month commitment.

Users will be able to chat with a brand's AI agent to do things like ask questions and get recommendations.

YouTube is rolling out the new AI search feature to Premium subscribers in the U.S. on an opt-in basis.

The startup specializes in "non-invasive" "mind-reading" tech—a kind of neural data collection that, its CEO hopes, will have all sorts of consumer applications.

Apple is adding a new App Store subscription option that lets developers offer lower monthly prices in exchange for a 12-month commitment. "This model will allow developers to offer discounted rates to customers in exchange for more predictable long-term revenue," reports TechCrunch. "This also caters to how many developers have already been marketing their annual subscriptions in their apps." From the report: Often, app developers will display the lower monthly price to highlight the discount the customer would receive if they purchase the annual subscription instead of the monthly option. If the user is on the fence about a longer-term commitment, the notion that they're getting a better …

An anonymous reader quotes a report from Wired: For its famous intractability, the Bloomberg Terminal has long inspired devotion, bordering on obsession. Among traders, the ability to chart a path through the software's dizzying scrolls of numbers and text to isolate far-flung information is the mark of a seasoned professional. But as a greater mass of data is fed into the Terminal -- not only earnings and asset prices, but weather forecasts, shipping logs, factory locations, consumer spending patterns, private loans, and so on -- valuable information is being lost. "It has become more and more untenable," says Shawn Edwards, chief technology officer at Bloomberg. "You miss things, or it ta…

Google has reportedly signed a classified agreement allowing the Pentagon to use its AI models for "any lawful government purpose." While the deal is said to discourage domestic mass surveillance and autonomous weapons without human oversight, it apparently does not give Google the power to block how the government actually uses its models. The Verge reports: The agreement was reported less than a day after Google employees demanded CEO Sundar Pichai block the Pentagon from using its AI amid concerns that it would be used in "inhumane or extremely harmful ways." If the agreement is confirmed, it would place Google alongside OpenAI and xAI, which have also made classified AI deals with the U…

fjo3 writes: The United Arab Emirates announced Tuesday that it would exit the Organization of the Petroleum Exporting Countries (source paywalled; alternative source), or OPEC, along with the wider group of partners known as OPEC+, effective May 1, in what could be a blow to control over prices by the group, long led in practice by Saudi Arabia. The move "reflects the UAE's long-term strategic and economic vision and evolving energy profile" read an official statement carried by a UAE state news agency, as disruptions "in the Strait of Hormuz continues to affect supply dynamics." [...] The UAE is the second Persian Gulf country to leave the group after Qatar terminated its membership in 20…

Bay Area homeowner and investment banker Storm Duncan is trying to swap a 13-acre Mill Valley property for Anthropic equity instead of cash. He created a LinkedIn page for the home, describing the move as a "diversification play" because he is "under-concentrated in AI investments relative to the importance of AI in the future, and over-concentrated in real estate." A young Anthropic employee, Duncan says, might be "in the exact opposite scenario." TechCrunch reports: Duncan is asking potential buyers to email him to discuss deal specifics, but he said it would be a private transaction that doesn't require the buyer to sell their stock outright. On LinkedIn, he also said the homebuyer would…

An anonymous reader quotes a report from NPR: A divided U.S. Supreme Court on Monday heard a dispute over labels on the popular Roundup weed killer, which thousands of people blame for their cancers. How the Supreme Court rules could have implications for tens of thousands of lawsuits against Roundup maker Monsanto, which is now owned by Bayer. The case centers on who decides about warning labels on chemicals: the federal government -- or states or juries. [...] The justices will not be evaluating whether glyphosate causes cancer. Rather, they'll consider who should decide what appears on warning labels and whether states have a role to play after the EPA weighs in. The current U.S. solicit…

Researchers say infrasound -- low-frequency vibrations from things like pipes, HVAC systems, and traffic that humans can't consciously hear -- may help explain why some old buildings feel unsettling or "haunted." Rodney Schmaltz, senior author and professor at MacEwan, says: "Consider visiting a supposedly haunted building. Your mood shifts, you feel agitated, but you can't see or hear anything unusual. In an old building, there is a good chance that infrasound is present, particularly in basements where aging pipes and ventilation systems produce low-frequency vibrations. If you were told the building was haunted, you might attribute that agitation to something supernatural. In reality, yo…

The Trump administration says it will reimburse energy companies $885 million to cancel two planned offshore wind farms, with the firms in turn agreeing to put money into oil and gas projects instead. "The deals are modeled after a similar agreement last month with the French energy giant TotalEnergies," notes the New York Times. "TotalEnergies forfeited its leases for two wind projects planned off the coasts of New York and North Carolina, while committing to a range of fossil-fuel investments." From the report: [...] The first new agreement affects Bluepoint Wind, a wind farm in the early stages of development off New York and New Jersey. The project was proposed by Global Infrastructure …

An anonymous reader quotes a report from the Associated Press: Technology tycoons Elon Musk and Sam Altman are poised to face off in a high-stakes trial revolving around the alleged betrayal, deceit and unbridled ambition that blurred the bickering billionaires' once-shared vision for the development of artificial intelligence. The trial, which started Monday with jury selection, centers on the 2015 birth of ChatGPT maker OpenAI as a nonprofit startup primarily funded by Musk before evolving into a capitalistic venture now valued at $852 billion. The trial's outcome could sway the balance of power in AI -- breakthrough technology that is increasingly being feared as a potential job killer a…

alternative_right shares a report from 404 Media: Researchers working with data from the Internet Archive have discovered that a third of websites created since 2022 are AI-generated. The team of researchers -- which includes people from Stanford, the Imperial College London, and the Internet Archive -- published their findings online in a paper titled "The Impact of AI-Generated Text on the Internet." The research also found that all this AI-generated text is making the web more cheery and less verbose."The proliferation of AI-generated and AI-assisted text on the internet is feared to contribute to a degradation in semantic and stylistic diversity, factual accuracy, and other negative dev…

An anonymous reader quotes a report from Ars Technica: In January, the European Commission began an initial investigation, known as a specification proceeding, into how Google has implemented AI in the Android operating system. The results are in, and the EU says Android needs to be more open, which is not surprising. Meanwhile, Google says this amounts to "unwarranted intervention," which is equally unsurprising. Regardless of Google's characterization of the investigation, the commission may force Google to make Android AI changes this summer. This action stems from the continent's Digital Markets Act (DMA), a sweeping law that designates seven dominant technology companies as "gatekeeper…

Tim Cook had an extraordinary run — and impeccable timing, both in terms of when he became CEO, and when he is stepping down.

Еще новинки самого лучшего в мире менеджера рецептов

Как вы помните (не помните, конечно), я делаю самый удобный и продвинутый менеджер рецептов — recipe-scaler.ru.

С момента прошлого поста прошла неделя. За это время я в фоне поделал еще пару классных штук. 1. Список покупок

Сейчас можно и список покупок вести в общей приложухе. Синхронизация, оффлайн — все будет работать как привычно. Можно пошарить ссылкой или текстом для месенджера. Можно весь рецепт отправить в покупки.

Ну не кайф ли? Плюс одно приложение внутри приложения. 2. Расширение для Хрома

Телеграм у некоторых не работает, чтобы можно было сохранить рецепт я сделал расширение. Жмакаете, и рецепт отправляет в приложение.

Recipe …

Does Aggregation Theory survive in a world of constrained compute? Yes, insomuch as controlling demand will give power over supply.

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

.rst files, but it grew into a Sphinx extension that works without changing the

source files.It all started with a topic in the discussion forums: Should

not underline links, which argued that the underlining was distracting from

the text. Of course we did not remove underlines, they are important for

accessibility and for seeing that there are links at all.But I agreed that there were places in the docs that had too many links. In

particular, there are two kinds of link that are excessive:

Links within a section to the same section. These arise naturally when

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

Как вы помните (не помните, конечно), я делаю самый удобный и продвинутый менеджер рецептов — recipe-scaler.ru.

С момента прошлого поста прошло два месяца. За это время я в фоне поделал еще немного разных штук. 1. Раздел Discovery

Можно почитать чужие рецепты. Пока рецепты людей, но потом будут еще и коллекции, ищу где можно найти рецептов так, чтобы не нарушить сразу 100 миллионов авторских прав 2. Универсальный импорт

Импорт сильно прокачался. Сейчас можно импортировать что угодно: много рецептов за раз, много ссылок, рецепты из произвольного текста или файла произвольного формата. Можно даже импортировать рецепты из фотограф…

Рассуждаю, что важно учесть при разработке сложного софтверного продукта сейчас, чтобы он остался актуальным через год или два

Мир софта меняется и скоро поменяется совсем. Да, я про ИИ и ЛЛМ в частности. Многие компании не пережили прошлую мобильную революцию (вспомните про нокию). Я размышляю как нам пережить эту. Поэтому, я хочу поразмышлять, что значит «ии-нативные продукты».

Я говорю не про конкретные ии-фичи, не про пресловутого бота, который отвечает мимо и невпопад, а скорее про общее ощущение от продуктов. Я говорю про по сути набор нефункциональных требований, касающихся ИИ, которые могут быть применимы ко всем нашим продуктам. Как сделать продукт, который: будет актуальным в сред…

Apple has survived 50 years by being the only company integrating hardware and software; if the company loses because of AI it will be because the point of integration changes.

Я шарю скилл несколько раз, самое время кинуть в пост

Как делать дизайн с ЛЛМ, чтобы не было дефолтно и ИИшно: Не делать, делать руками

Кидать референсы

Дать скиллов Пост про опцию три. https://impeccable.style

Есть вот такой набор скиллов, в нем разные вещи, чтобы делать дизайн и верстку: Аудит того, что есть и критика

Есть работа с текстом

Есть работа с визуалкой На промостранице есть объяснения, начните с них.

Это не серебрянная пуля, по начать, например, можно с этого. https://developers.openai.com/blog/designing-delightful-frontends-with-gpt-5-4/

Скилл и объяснение от опенаи

Human.json is a new

idea for asserting that a site is authored by a person, and for vouching for

other sites’ authorship. I’ve added one to this site.It’s a fun idea, and I’ve joined in, but to be honest, I have some concerns.

When I made my human.json file, I looked through my browser history, and saw a

number of sites that were clearly personal sites that I liked. But if I list

one, am I claiming to know that there is no AI content on that site? I can’t

know that for sure.I haven’t let this stop me from adding my own

/human.json, and I’ll be interested to see what

comes of it.Human.json isn’t a new idea. There have been a number of attempts to add

structured data to web pages:

tags are a…

Agents are fundamentally changing the shape of demand for compute, both in terms of how they work and in terms of who will use them. They're so compelling that I no longer believe we're in a bubble.

Anthropic is in a standoff with the Department of War; while the company's concerns are legitimate, it position is intolerable and misaligned with reality.

Pytest’s parametrize is a great feature for writing tests without repeating

yourself needlessly. (If you haven’t seen it before, read

Starting with pytest’s parametrize first).

When the data gets complex, it can help to use functions to build the

data parameters.I’ve been working on a project

involving multi-line data, and the parameterized test data was getting

awkward to create and maintain. I created helper functions to make it nicer.

The actual project is a bit gnarly, so I’ll use a simpler example to

demonstrate.Here’s a function that takes a multi-line string and returns two numbers,

the lengths of the shortest and longest non-blank lines:def non_blanks(text: str) -> tuple[int, int]: …

Игра, чтобы выучить свой район

Как ведь бывает, переехал в новый район, а там все улицы незнакомые. Как вот их учить?

Сделал игру: Случайный положительный эффект: можно легко сравнить масштаб городов, понять, что Садовое в Москве — это от Фонтанки с заходом на начало Васьки и Петроградки.

Thick clients were the dominant form of device throughout the PC and mobile era; in an AI world, however, thin clients make much more sense.

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

text editor.I’ve long used cog to build documentation and HTML

presentations. Cog interpolates text from elsewhere, like source code or

execution output. Often I don’t want the full source file or all of the lines of

output. I want to be able to choose the lines, and sometimes I need to tweak the

lines with a regex to get the results I want.Long ago I wrote my own ad-hoc function to include a

file and over the years it had grown “organically”, to use a positive word. It

had become baroque and confusing. Worse, it still didn’t do all the things I

needed.The old function has 16 arg…

Microsoft got hammered on Wall Street for capacity allocation decisions that were the right ones: the software that wins will use AI to usurp other software.

Давным давно я как-то работал в Крупной Немецкой Компании. Хороший добротный IT-корпорат, всё как по книжке, со своими плюсами-минусами, многим такое нравится.

If hyperscalers and chip companies don't build up a TSMC competitor they are set to forego billions of dollars in revenue and stunt the AI revolution.

На пост меня натолкнула рабочая ситуация: Я написал (будем честны, попросил ллм написать) один скрипт, и некоторые коллеги прореагировали «о, давно о таком мечтаю». И у меня в голове щелкнуло.

Когда я сейчас написал про один промт, я не утрировал, это был реально один промт.

Сейчас простые задачи решаются ллмками достаточно хорошо. Ядро линукса они все еще не напишут, но пропарсить все ресурсные файлы проекта, сгруппировать одинаковые строчки и дать к ним мгновенный поиск — это задача на один промт. И все, что удерживает людей сейчас, от того, что некоторая часть их задач начнет быть проще — рефлексия. Все что нужно — остановиться, и заметить момент «ага, я тут хочу упрощение, которое возмо…

Two testing-related things I found recently.Unified exception testingKacper Borucki blogged about parameterizing exception

testing, and linked to pytest docs and a

StackOverflow answer with similar approaches.The common way to test exceptions is to use

pytest.raises as a context manager, and have

separate tests for the cases that succeed and those that fail. Instead, this

approach lets you unify them.I tweaked it to this, which I think reads nicely:from contextlib import nullcontext as produces import pytest

from pytest import raises @pytest.mark.parametrize( "example_input, result", [ (3, produces(2)), (2, produces(3)), (1, produces(6)), (0, raises(ZeroDivisionError)), ("Hello", raises(Typ…

Я задал один и тот же промт нескольким моделям и вот что вышло

Промт

Прочитай @/llm/PRD.md и сверстай статическую html-страницу about. Укажи в ней все преимущества, придумай как их проиллюстрировать, используй модный современный дизайн Сохрани в файл about-page/{model-name}.html Ориентируйся только на prd, не используй about-страницу.Эксперимент проведен в декабре 2025-январе 2026. Использовался openrouter или облака ллммок. В скриншотах могут быть небольшие артефакты, скриншоты снимал плейрайт, он не умеет в стики-позиции.

Для сравнения дизайн кожаного мешка (меня): https://recipe-scaler.ru/#/about

Gemini 3 pro Grok code fast 1 Minimax 2.1 Minimax 2.1 Minimax 2.1 Minimax 2.1

Тут я просил ш…

Клод код (Claude Code) заботится обо мне и показывает команды на согласования, к сожалению, он делает это без уважения плохо.

Посмотрите на этот апрув: Выполняет трехстрочную шелл-команду с вложенными конструкциями: циклы, условия. Если там где-то будет какая-то ошибка, я её просто не замечу.

Я не специально выбирал, что скриншотить, они все такие: У меня остается два варианта: Как мартышка жать и жать на кнопку «Approve». В итоге вырабатывается привычка, которая не даст мне себя защититить в опасной ситуации. См. принцип «подтверждения не работают».

Один раз апрувнуть тоже не выйдет, потому что эта конкретная трехэтажная команда вряд ли когда-нибудь появится.

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

Сейчас можно шарить не только рецепты как одну штуку, но и всю коллекцию.

Или выборочно, или прибранные рецепты (с рецептом и фоткой), или вообще все-все-все

https://recipe-scaler.ru/#/public/@/mike.ozornin Интеграция с ИИ-иссистентом

Можно через MCP подключиться к своему ассистенту. У кого-то клод, у кого-то курсор. Пока подглючивает чуток. Но смотрите, какая красота:

The first live sporting event was broadcast in the Vision Pro, and it's a big disappointment. The experience could be amazing, but Apple actively ruins it.

Делал большую фичу, попросил ревью у ИИ. Попросил найти важные моменты во всех областях: безопасность, логика, деплой, производительность и прочее, и прочее.

Опус 4.5 (лучшая на сейчас ЛЛМ в мире) написал: Критикал sql-инъекция. Как оказалось: пользователь сам себе после всех входов и разрешений на свой же запрос получит чуть больше своих же результатов. Опус не написал: Конфиг nginx забыли поправить и ничего не будет работать в целом.

Сервис-воркер (фоновый код в браузерном приложении) блокировал работу новой вещи, перехватывая все обращения на себя.

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

AI might replace all of the jobs; that's only a problem if you think that humans will care, but if they care, they will create new jobs.

This morning I shared a link to this site, and the recipient said, “it looks

like a file.” I thought they meant the page was all black and white with no

color. No, they were talking about the URL, which ended with “.html”.This site started almost 24 years ago as

a static site: a pile of .html files created on my machine and uploaded to the

server. The URLs naturally had .html extensions. It was common in web sites of

the time.Over the years, the technology has changed. In 2008, it was still a static

site on the host, but produced with

Django running locally. In 2021, it became a

real Django site on the host.Through all these changes, the URLs remained the same—they still had

the old-fashion…

In my last blog post (A testing conundrum), I described

trying to test my Hasher class which hashes nested data. I couldn’t get

Hypothesis to generate usable data for my test. I wanted to assert that two

equal data items would hash equally, but Hypothesis was finding pairs like

[0] and [False]. These are equal but hash differently because the

hash takes the types into account.In the blog post I said,If I had a schema for the data I would be comparing, I could use it to

steer Hypothesis to generate realistic data. But I don’t have that

schema...I don’t want a fixed schema for the data Hasher would accept, but tests to

compare data generated from the same schema. It shouldn’t compare a list o…

In my last blog post (A testing conundrum), I described

trying to test my Hasher class which hashes nested data. I couldn’t get

Hypothesis to generate usable data for my test. I wanted to assert that two

equal data items would hash equally, but Hypothesis was finding pairs like

[0] and [False]. These are equal but hash differently because the

hash takes the types into account.In the blog post I said,If I had a schema for the data I would be comparing, I could use it to

steer Hypothesis to generate realistic data. But I don’t have that

schema...I don’t want a fixed schema for the data Hasher would accept, but tests to

compare data generated from the same schema. It shouldn’t compare a list o…

Article URL: https://filedge.io/

Comments URL: https://news.ycombinator.com/item?id=47942430

Points: 1

# Comments: 0

Desktop app to print labels on a NIIMBOT B1 over USB serial.

Pretix check-in (optional)The app can call your Pretix instance’s check-in redeem API, check in a ticket from the scanned secret, then print a name badge.

In File → Settings, under Pretix (optional): Enable Pretix check-in and badge printing .. Pretix base URL — HTTPS only, e.g.

Labels per print — how many identical labels to feed per print action (manual or Pretix); default 1.

— how many identical labels to feed per print action (manual or Pretix); default 1.

AboutOpen-source 2D IDE for managing AI agents in native CLIs, terminal, gits, beads issues, and files across multiple projects and machines.

Self-host on a single machine via localhost OR host on a cluster via Tailscale OR connect to app.49agents.com (coming soon)TopicsResourcesLicenseCode of conductContributingUh oh!

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Rotation List runs meds, workouts, chores, & shared schedules on autopilot, for families, teams, & anyone tired of being the one who remembers.

Rotation List is the only list app that rotates through your life automatically -- so the next task, meal, chore, or decision is always ready and waiting.

► You'll actually use this one Rotation List gets you organized in seconds -- speak a list into existence, scan a piece of paper, or grab a community template.

Rotation List turns the chaos into a structured list.

● Rotation Lists: Your list runs itself -- perfect for chores, meals, habits, and routines.

Interview Practice · Live · Voice + TextAn AI interviewer thatlistens, speaks, and grades.

Paste a job description.

We'll classify it, run a full live mock, push on your weak spots, and hand you a scored debrief — across engineering, consulting, banking, and quant.

CordonThe Security Gateway for AI AgentsQuickstart • Why Cordon • How It Works • Configuration • Roadmap • ContributingEvery company wants to deploy AI agents.

┌─────────┐ ┌──────────┐ ┌──────────────┐ │ LLM / │ ──▶ │ Cordon │ ──▶ │ MCP Server │ │ Agent │ ◀── │ Gateway │ ◀── │ (database, │ └─────────┘ └──────────┘ │ fs, APIs) │ │ └──────────────┘ ├── Policy Engine ├── Audit Logger └── Approval WorkflowsNo infrastructure changes.

Audit LoggingEvery tool call is logged as structured JSON — the request, the policy decision, the response, and timing.

Before: Claude ──▶ MCP Server A (full access) Claude ──▶ MCP Server B (full access) After: Claude ──▶ Cordon ──▶ MCP Server A (governed) ──▶ MCP S…

Article URL: https://gitlab.com/aranya-tech/public/clusterdos

Comments URL: https://news.ycombinator.com/item?id=47941707

Points: 2

# Comments: 1

Saved searches Use saved searches to filter your results more quicklyWe read every piece of feedback, and take your input very seriously.

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Used existing tools like Rocket Money, but feel underwhelmed by the lack of features, overwhelmed by the information overload. I wanted something that could handle low-risk tasks like cancelling trials, while distilling complex data into something more actionable. Currently, I'm piloting a preview of the product at https://deduco-expensetracker.vercel.app/. Would love any feedback on features you'd like to see or room for improvement. Thanks! submitted by /u/RoutineCautious9976 [link] [comments]

I gave each agent profile a different personality + model (GPT, Claude, Gemini, Grok, etc) Now they’re posting, replying to each other, arguing… and somehow creating memes 😂 It honestly feels like watching a mini internet form itself The good part is if I ask something, I get multiple opinions instantly instead of querying each model one by one Not sure if this is actually useful or just entertaining Would you use something like this? submitted by /u/Honest_Ad_6898 [link] [comments]

I'm not a professional developer. I just had an idea I couldn't let go of. The idea was simple. What if instead of rating your mood 1 to 10 and calling it journaling, you actually wrote something real and the app painted you a world that matched exactly what you meant. Not a stock photo. Not a color. An actual scene built from your words. So I learned what I had to learn and I built it. The proud environment has a mountain summit with aurora overhead. The in love environment has string lights through a midnight garden. Every single one is drawn in code from whatever you write. No stock assets. Nothing generic. I called it Mood Weaver. I'm not going to pretend I knew what I was doing the who…

I’ve been reading through this sub for a while and a lot of the complaints are the same ones I’ve had: posts disappearing with no clear reason comment sections feeling off or not very human everything being optimized for engagement instead of actual discussion So I started building something small on my own. The idea isn’t to “replace Reddit,” it’s more like: what if this worked like a newspaper instead of a feed? Right now it’s set up like: a daily “edition” instead of endless scrolling front page resets each day no fake counts (0 actually shows as 0) discussions are slower and more focused It’s still early and honestly a bit rough in places. I’ve already had to fix login issues and tone d…

Hey everyone! I'm a solo dev and i just launched the landing page for Roveflow: a web tool to plan multi-stop trips in one place. The problem I kept hitting: every time I planned a trip, i ended up with google maps in one tab, a spreadsheet for the budget, skyscanner, airbnb, and a dozen browser tabs full of random info, all eventually copy-pasted into a google docs with a MyMaps file on the side ( link for those who don't know it). Does it work? Yeah, I did it for years. Can we do better? Let's try. So I built Roveflow. With it you can: Build a day-by-day itinerary with activities (hotels, restaurants, attractions, transport) Pin places on an interactive map, organized by category with cus…

Scalable coaching that drives real business impact Discussion | Link

Live captions & translation for Google Meet, Zoom and Teams Discussion | Link

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Make guaranteed money from prediction markets Discussion | Link

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Edit Videos and Design Images with Claude Code and Codex Discussion | Link

Draw a gesture for your Mac to execute Discussion | Link

Opne-source local AI that learns how you edit video Discussion | Link

Private, local AI transcription for your Mac Discussion | Link

Gradients that don't look like defaults Discussion | Link

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Top-tier AI video generation and editing from Alibaba ATH Discussion | Link

See your AI agents think. Reasoning, tool calls & decisions Discussion | Link

У авиакомпании SalamAir промо-тариф: улететь из Маската в Найроби (или наоборот) можно от 6200 рублей (30 OMR). Для въезда в Кению нужно заранее оформить электронное разрешение (сбор около 30-35 USD с человека). Купить билеты можно на сайте авиакомпании или через trip.com / aviasales.ru (тут немного дороже, но зато принимают российские карты). Маскат — Найроби в декабре за 6200 рублей: Российской картой: […]

Авиакомпания Volotea выкатила билеты за 19 евро. Но можно легко оформить пробную подписку SUPERVOLOTEA на 15 дней и купить их за 9 евро. Обычно подписка на год стоит 60 евро. Лоукостер утверждает, что Вы можете отменить членство в любой момент, но потеряете при этом некоторые привилегии, например, ручную кладь, но сохраните свою скидку на проезд. Главное, не забудьте […]

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Сегодня мы решили слепить готовое путешествие из Казани в Индонезию — вышло от 47200 рублей с человека при поездке вдвоем.

Авиакомпания Etihad Airways предлагает билеты из Казани на Бали за 44000 рублей туда-обратно.

Даты полетов: например, 11-24 декабря (проживание с 12 по 24 декабря).

Все варианты на двоих на 12 ночей (рейтинг — выше 7/10)Не забываем настроить сортировку:— самая низкая цена (с учётом налога)— итого (в т.ч.

Первый отель — 3200 рублей на человека / 6400 рублей на двоих:Второй отель — 4700 рублей на человека / 9400 рублей на двоих:Третий отель — 5300 рублей на человека / 10600 рублей на двоих:Другие даты перелетов:4-17 декабря7-22 декабря

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Азербайджанские Авиалинии снизили цены ноябрь-март: взять из Москвы, Питера и Екб в ОАЭ, Израиль, Таджикистан, Саудовскую Аравию, Индию и на Мальдивы можно со скидками.

Билеты берем через сервис aviasales.ru (тут дешевле всего).

Москва — Душанбе — Москва:Москва — Даммам — Москва:Москва — Дубай — Москва:Москва — Тель-Авив — Москва:Москва — Дели — Москва:Москва — Мумбаи — Москва:Москва — Мале — Москва в ноябре:Москва — Мале — Москва в январе:Москва — Мале — Москва в феврале:Москва — Мале — Москва в марте:Питер — Душанбе — Питер:Питер — Даммам — Питер:Питер — Дубай — Питер:Питер — Тель-Авив — Питер:Питер — Дели — Питер:Питер — Мумбаи — Питер:Питер — Мале — Питер в ноябре-декабре:Питер — Мале —…

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

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Málaga-based Magnific, formerly known as Freepik, has relaunched with a new identity as an AI creative platform bringing image generation, video, audio, upscaling, collaboration tools, 3D features, and stock assets into one production environment. The company reported €196 million ($230 million) in ARR, alongside more than 1 million paid subscribers and adoption by over 250 […]

The post No US funding, no problem: Málaga’s Freepik relaunches as Maginific with €200 million ARR appeared first on EU-Startups.

Forest, London’s homegrown e-bike operator, has secured a further €31 million (£27 million) in funding, raising its total Series B round to €46 million (£40 million) in order to expand its operations, invest further in cycling infrastructure, and continue developing its technology, app, parking compliance and safety features. This funding round sees OKAI and several […]

The post British e-bike operator Forest secures further €31 million to expand shared e-bike operations in London appeared first on EU-Startups.

The recently announced EU-Ukraine defence innovation programme is not just another Brussels funding announcement. For Ukraine-linked founders, investors, and DefenceTech operators, the roughly €160 million initiative could become a test of whether Europe can move from statements of support to practical, battlefield-relevant industrial backing. Launched during the EU–Ukraine business summit in Brussels, the programme is […]

The post Ukraine-linked voices weigh in on the EU’s €160 million DefenceTech gamble appeared first on EU-Startups.

Redpine, a Stockholm-based AI startup, has raised €6.8M in Seed funding to power AI companies and agents with access to licensed, high-quality and multimodal data, securely and at scale. The round was led by NordicNinja, with participation from fellow Nordic firms Luminar Ventures and node.vc. Alongside the Seed funding, Redpine has received investment from strategic […]

The post Stockholm’s Redpine raises €6.8 million to unlock licensed premium data for AI agents appeared first on EU-Startups.

Performativ, a Copenhagen-based startup building the next-generation operating system for wealth management, has raised €11.96 million ($14 million) in its Series A funding round. The round was led by Deutsche Börse Group, with participation from Rabo Investments, the investment arm of Rabobank, Jacob Dahl, former Senior Partner and Co-leader of Global Banking Sector, McKinsey & […]

The post Copenhagen’s Performativ raises €11.9 million Series A to scale its AI-native wealth management operating system appeared first on EU-Startups.

Amsterdam-based quantum technology-focused VC firm QDNL Participations today announced its rebranding to Ground State Ventures. It is also preparing for the final close of its early-stage quantum technology fund, having already raised over €75.2 million ($88 million), far exceeding the original target of €59.8 million ($70 million). As per the VC firm, the rebrand reflects […]

The post Amsterdam’s QDNL Participations rebrands as Ground State Ventures, raises over €75.2 million for quantum tech fund appeared first on EU-Startups.

Patronus, a Berlin-based elderly care startup developing a mobile emergency smartwatch and a family app, today announced the closing of its €11 million funding round to expand its leadership in the mobile emergency response segment and develop new products around family, wellbeing, and an AI-powered daily companion. The round was led by 3TS Capital Partners, […]

The post Berlin-based Patronus raises €11 million for senior-friendly emergency smartwatch and family app appeared first on EU-Startups.

London-based Ineffable Intelligence, a frontier AI lab building systems that learn through experience rather than relying solely on human data, has come out of stealth with €937 million ($1.1 billion) in Seed funding at a €4.3 billion ($5.1 billion) post-money valuation – Europe’s largest Seed financing to date. The round was co-led by Sequoia Capital […]

The post Ineffable Intelligence lands historic $1.1 billion Seed round at $5.1 billion valuation appeared first on EU-Startups.

Swiss robotics innovator KEMARO has secured €4.2 million ($5 million) in an initial pre-closing of its Series B financing round in order to accelerate the company’s international growth, with a primary focus on scaling operations in the U.S. and expanding its product portfolio. The pre-closing was led by Spicehaus Partner AG. With a total closing […]

The post Industrial cleaning robot developer KEMARO advances Series B with €4.2 million pre-closing appeared first on EU-Startups.

On May 7-8, we’ll be hosting another exciting edition of the EU-Startups Summit in beautiful and sunny Malta! With thousands of founders, investors, and startup enthusiasts expected to join us for two days of inspiration, networking, and meaningful connections, the Summit will once again bring together key players in Europe’s startup ecosystem. Among the highlights […]

The post Get ready for the “Investors on Stage” session at this year’s EU-Startups Summit! appeared first on EU-Startups.

Copenhagen-based AI hardware startup Atech today announced it has raised an €681k ($800k) pre-Seed round to develop its AI-driven platform for designing, prototyping and building physical products through natural-language workflows. The round saw participation from Nordic Makers, Emblem, Lovable, Sequoia Scout Fund (Sequoia), and Andreessen Horowitz Scout Fund (A16z). ”I am seeing the same patterns […]

The post Atech raises €681k with Lovable backing to make hardware prototyping more accessible appeared first on EU-Startups.

Cambridge-based PlaqueTec, a MedTech company specialising in intracoronary liquid biopsy to identify inflammatory drivers of cardiovascular disease (CVD), has raised €4.2 million ($5 million) in fresh funding. The oversubscribed financing round was funded entirely by the company’s existing investor base. Martin Stapleton, Chairperson, PlaqueTec, commented, “The decision by our existing shareholders to reinvest, and to […]

The post Cambridge’s PlaqueTec raises €4.2 million to advance precision medicine for cardiovascular disease appeared first on EU-Startups.

Stuttgart-based Sereact, an innovator in physical AI for warehouses and manufacturing, has raised a €93 million ($110 million) Series B round in order to scale their ‘Cortex 2’ offering and to open its first office in the U.S. in Boston at some point during the coming summer – aiming to hire new staff locally. The […]

The post BMW and PepsiCo robotics partner Sereact raises €93 million Series B to scale across the US appeared first on EU-Startups.

Axomove, a Lille-based digital health company focused on prevention and rehabilitation, has raised €4 million in a Series A round to drive the commercial rollout of its solution and scale in the market. The round was co-led by the Digital Prevention Fund managed by Bpifrance and Go Capital, with participation from Inco Ventures and existing […]

The post Lille-based Axomove raises €4 million to scale digital rehabilitation platform reimbursed by French Social Security appeared first on EU-Startups.

Noreja, a Vorarlberg, Austria-based startup offering AI-powered process intelligence, has closed its €1.1 million funding round to invest in growth and expand its sales, marketing, and customer success teams. The company secured this funding from both existing and new investors and partners, including Markus Neumayr, Jan Sprengnetter, Prof. Martin Kaiser, and Gordana McNamara. Going forward, […]

The post Austria’s Noreja closes €1.1 million round to scale AI-powered process intelligence platform appeared first on EU-Startups.

The UK government will develop an AI hardware plan, the Technology Secretary announced today, just days after US AI giant OpenAI paused a major UK data centre project.

The government recently announced the first investments from its £500m VC fund backing domestic AI startups.

The government said it would announce the launch of its AI hardware plan at London Tech Week, which takes place in June.

Kendall said the plan would help secure Britain’s capability in chips and the semiconductor technologies that underpin the full AI hardware stack.

Kendall has previously said the government would offer guaranteed payments to British startups producing AI hardware that can help sectors such as life sc…

Freepik today announced its relaunch as Magnific, a new identity that confirms its transformation into the world’s most comprehensive AI creative platform, set against the backdrop of a new creative industry in full bloom.

And it’s already underway.”The thesis is a direct counterpoint to the narrative that AI destroys creative jobs.

From experiments to campaignsEnterprise teams are no longer experimenting with AI creative tools: they are actively building campaigns with them.

At the same time, a parallel shift is reshaping who participates in creative production.

Magnific covers the full creative stack, end to end:

London-based Marloo, an AI partner for financial advisers, has raised $10 million in a seed funding round led by Blackbird Ventures, which also participated in the company’s earlier pre-seed round.

The company is developing an AI platform designed to support financial advisers by automating administrative tasks such as note-taking, documentation, and compliance, allowing them to focus more on client relationships and advice delivery.

Financial advice is a critical service, but it remains difficult to deliver effectively at scale.

Marloo’s platform has been developed with input from industry practitioners, with a portion of its team having experience as financial advisers.

The platform enabl…

Revolut is to open a retail store in Barcelona, marking its first move into retail bricks and mortar.

Called Revolut Store, it will be located in the heart of Barcelona and has been likened to the Apple retail store in terms of its large size, according to Spanish media.

According to Revolut, the idea behind the store is to make the Revolut brand more accessible and its products easier to discover.

A Revolut spokesperson added: "We decided to open a physical space to engage with consumers as any other lifestyle brand would do.

Revolut chose Barcelona, which is a strategic location for Revolut where it employs around 700 people, as the city to launch its first ATMs.

Functional drinks and supplements brand Neutonic has raised $6 million in funding at a $60 million valuation to support its global expansion across the UK, US, and additional international markets.

We have seen strong momentum in retail and this next phase is about scaling distribution, strengthening the team and continuing to meet growing consumer demand.

The company is on track to exceed $25 million in revenue this year, supported by strong growth across both direct-to-consumer and retail channels.

Its products are now stocked in over 10,000 retail locations globally, spanning grocery, specialist retail, and fitness environments.

The new funding will be used to accelerate retail expansion…

dehaze, a Munich-based healthtech AI company, has raised €3.2 million in a seed funding round led by YZR Capital and DN Capital, with participation from Angel Invest, Zoho, and Better Ventures.

The funding will support the company’s efforts to develop a foundational AI model for chronic disease detection.

dehaze’s platform uses causal AI to analyse large volumes of patient data, enabling healthcare payers to identify individuals at risk of chronic conditions earlier, improve intervention outcomes, and reduce costs.

Chronic diseases remain the largest cost driver in global healthcare systems, accounting for around 70 per cent of deaths and more than $8 trillion in annual spending, according …

Prague-based payments infrastructure startup Tapaya has raised €1 million in a pre-seed funding round led by Passion Capital, with co-lead participation from Depo Ventures and follow-on investment from BADideas.fund.

Founded in 2025 by Laura Ďorďová, Roman Kuchařík, and Petr Zahradník, Tapaya is developing infrastructure that enables banks, fintechs, and software platforms to integrate in-person payment acceptance directly into their applications.

In-person payments continue to rely heavily on dedicated hardware terminals, creating cost and operational complexity for merchants and software providers.

Commenting on the company’s approach, co-founder and CEO Laura Ďorďová said:We want accepti…

Scotland's Cnuic has raised €3 million in pre-seed funding led by Tensor Ventures, together with the Silicon Valley-based Blank Space Ventures.

Until now, the main obstacles to the mass deployment of photonic chips have been their technological complexity and high manufacturing costs.

In the field of AI, model training will be significantly accelerated by photonic chips, which eliminate “bottlenecks” in communication among thousands of processors.

“Cnuic’s technology can democratise the production of photonic chips in much the same way that PCs democratized computing power,” says Ondřej Lipold, partner in Tensor Ventures.

Martin Drdúl, co-founder of Tensor Ventures, who oversaw the investme…

Founded in 2024 in Latina by Gianluca Sordano, Daniele Viccaro, Antonio Restaino, and Lorenzo Balzani, the startup has developed an AI platform that automates key workflows in event planning — from venue sourcing and supplier selection to operations, contracts, and payments.

The product is designed around an AI interface that enables users to manage the entire event planning process.

Behind the scenes, proprietary AI agents handle the operational heavy lifting, including contacting venues, negotiating pricing and availability, and coordinating suppliers end-to-end.

Its AI agents can automate up to 90 per cent of operational tasks, reducing processes that typically take weeks to just a few h…

Founded in 2020 by Ben Staudt, Patronus develops digital safety and companion solutions designed for older adults.

The company focuses on addressing limitations of traditional emergency call systems, which are often underused due to usability and stigma, by offering a more accessible and user-friendly alternative.

The company reports strong adoption, with tens of thousands of users and a high rate of daily usage compared to traditional emergency devices.

The platform has also facilitated a significant number of emergency responses, reflecting growing demand for mobile safety solutions among ageing populations.

With demographic trends pointing to a growing elderly population and increasing d…

Swedish AI company Redpine has raised €6.8 million in a seed funding round led by NordicNinja, with participation from Luminar Ventures and node.vc.

The investment will support the company’s international expansion and further development of its AI data platform.

Founded in 2024 by Anders Hammarbäck and David Österdahl, Redpine focuses on addressing a key limitation in artificial intelligence: the restricted availability of high-quality data.

By combining proprietary retrieval and reranking technology with real-time data evaluation, Redpine aims to improve both the quality and reliability of AI outputs while ensuring that data providers are compensated.

The new funding will be used to accel…

Ineffable Intelligence is using Reinforcement Learning to create a “superlearner” that can endlessly discover knowledge and skills without relying on human data.

The company was founded by David Silver, the former lead of the reinforcement learning team at DeepMind, and is a professor at University College London.

The world needs a place where the full ambition of the reinforcement learning paradigm can flourish.

A place where the deep question of intelligence is faced head on: how to discover new knowledge from experience in the environment.

I have a unique opportunity to build this place, using my leadership, vision, track record, and the strength of my team."

Vinted has completed a €880 million secondary share transaction at an equity valuation of €8 billion, with participation from a mix of new and existing investors led by EQT, Schroders Capital, and Teachers' Venture Growth.

The transaction provides liquidity to existing shareholders and employees while strengthening Vinted’s investor base with long-term institutional backers.

The company has built a profitable marketplace supported by an integrated ecosystem of shipping and payments services.

Operating with sustained cash flow, Vinted is able to fund its growth from existing resources without raising new primary capital.

Its platform combines the core marketplace with logistics and payments …

Zurich-based Qendra has secured €162,000 (CHF 150,000) in funding from Venture Kick to advance the development of its control systems for quantum computing experiments.

The team combines expertise in quantum physics, engineering, and system design to deliver advanced control solutions for quantum laboratories.

Quantum computing is widely expected to impact areas such as drug discovery, logistics, and climate modelling.

Qendra addresses this challenge by developing a dedicated control system that connects classical hardware with quantum operations.

By enabling faster setup times and maintaining high precision, the technology aims to improve experimental efficiency and support the scaling of …

Spacetech investor Seraphim Space is looking to raise up to £350m, it said today, as it seeks to tap into the current fervour around the spacetech sector.

The investment trust, which listed on the London Stock Exchange in 2021 and is managed by Seraphim Space, said: “Spacetech is the backbone of the next wave of global megatrends, offering a compelling investment opportunity.

Seraphim Space has invested in 45 Spacetech companies, including nine unicorns, 5 IPOs and one trade sale.

Seraphim Space said it intends to invest in companies that have come through its accelerator programme or venture fund, existing portfolio startups, and new spacetech startups.

Earlier this year, Seraphim Space ex…

The Xiaomi 17 Ultra gives you a ton of options to play around with images, including preset filters and hardware add-ons.

CERT-EU blamed the cybercrime group TeamPCP for the recent hack on the European Commission, and said the notorious ShinyHunters gang was responsible for leaking the stolen data online.

London’s Air Street Capital has raised a large Fund III with eyes locked on backing early-stage European and North American AI companies.

EU lawmakers found their government-issued devices were blocked from using the baked-in AI tools, amid fears that sensitive information could turn up on the U.S. servers of AI companies.

An alleged ransomware attack has taken down the systems of the Sapienza University of Rome.

The Irish government announced that it wants to pass a law that would grant police more surveillance powers, such as using spyware to fight serious crime, while aiming to protect the privacy rights of its citizens.

Europe's startup market hasn't produced meaningful numbers but there is reason to believe the data will start to change.

Apple is adding renewable power to offset customer charging and support its operations, including third-party manufacturing in China.

Four major European airports in Berlin, Brussels, Dublin, and London continue to have flight delays due to a cyberattack on Collins Aerospace, a provider of check-in systems.

A cyberattack targeting Collins Aerospace, a provider of airport check-in systems, sparked delays and disrupted flights across Europe over the weekend.

Dawn Capital’s latest partner, Shamillah Bankiya, stopped by Equity this week to talk about the European landscape and the biggest misconceptions Americans have about the European startup world.

Europe’s startup scene is having a moment, with European unicorns multiplying and American VCs setting up shop across the pond. But while European funding dominates the early stages, late-stage capital still flows primarily from the U.S. So what does this mean for European founders, and how is the continent carving out its own identity in […]

The companies want to launch the robotaxi services in Germany and the U.K. first, pending regulatory approval.

Europe’s fintech darling Revolut is looking to raise a new funding round that would give it a $65 billion valuation, the Financial Times reports. The UK-based company is reportedly in talks to raise around $1 billion by issuing new shares and selling existing ones. The US-based firm Greenoaks is said to be leading the round, […]