adblock-rust ManagerA Firefox extension that enables and manages Firefox's built-in adblock-rust engine — Brave's open-source, Rust-based ad and tracker blocking engine, quietly shipped in Firefox 149.

BackgroundIn March 2026, Firefox 149 silently shipped adblock-rust — the same Rust-based content blocking engine that powers Brave's native ad blocker.

Features🛡 One-click ETP toggle — Disable Firefox's built-in Enhanced Tracking Protection so adblock-rust handles blocking instead.

— Disable Firefox's built-in Enhanced Tracking Protection so adblock-rust handles blocking instead.

📝 Filter list manager — Add, remove, and reorder filter lists.

From farm to cup A cup of coffee starts with the coffee farm workers planting the seeds and picking coffee berries – but climate change is starting to affect crop yields.

Pour from close range and the slow stream fails to effectively disturb the coffee bed.

The increased energy in the stream enables it to dig deep into the coffee bed, suspending the particles and creating a hole in the middle.

First, a water jet starts to erode the coffee bed, causing the granules to become suspended and mixed into the water (left).

These then accrete outwards towards the edge of the coffee bed (centre).

Paste a post URL to render it distraction and paywall-free.

This is the first dedicated customer success hire at Stardex.

You'll define how we support our customers, what processes look like, and how we scale this function as we grow.

You have 2–4 years of experience in customer support or success at a SaaS company.

The path from here to Head of Customer Success is wide openYou'll work directly with the founders.

Apply here or email Sanket directly at sanket(at)stardex.ai with a short note on what excites you about this role and one example of a customer support process you built or improved.

Hashicorp co-founder Mitchell Hashimoto has decided GitHub is so unstable it is “no longer a place for serious work,” and will therefore move his current project elsewhere.

I want to ship software and it doesn't want me to ship softwareLike many developers, Hashimoto used GitHub to work on the project, and in a Tuesday post declared himself a fan.

I want to get work done and it doesn't want me to get work done.

Those fears largely proved unfounded and the service entrenched itself as the de facto place to work on and share code.

The increasing prevalence of GitHub wobbles Hashimoto observed also coincide with Microsoft’s AI obsession.

Paterson ListingsTim Paterson's DOS listings, containing source code of 86-DOS 1.00 kernel, various PC-DOS 1.00 pre-release kernels and utilities, and the Microsoft BASIC-86 Compiler runtime library.

Most of the sources here target Seattle Computer Products' ASM assembler, so you will need a copy.

It can be obtained from any release of 86-DOS or MS-DOS by Seattle Computer Products.

You will also need the HEX2BIN utility from Seattle Computer Products to convert Intel HEX objects produced by the assembler into binaries.

The simplest way to assemble a source file is to run ASM , followed by HEX2BIN .

Two-thirds of babies watch screens — some for eight hours a day A report finds a third of newborns use devices for more than three hours, despite government advice that under-twos have no screen time at all

The internet moves fast.

They were on our desktops one day, the next their servers were dark, their domains squatted, their icons gone from our trays.

Some are technically still alive, but their soul left a long time ago.

This page is a memorial to all of them.

Pour a 56k modem out for them.!

The code.overheid.nl (Dutch) platform is now live.

It is the government-wide code platform for publishing and developing open-source software.

For now, this is a pilot using Forgejo, an open-source, European, and sovereign alternative to GitHub and GitLab.

Get involvedThe code platform is initiated by the Open Source Program Office at the Ministry of the Interior and Kingdom Relations (BZK), in collaboration with DAWO (SSC-ICT), Opensourcewerken (Dutch), and developer.overheid.nl.

Further information is available in Dutch, in the blog ‘We gaan samen code.overheid.nl bouwen’ (‘We’re building code.overheid.nl together’) on developer.overheid.nl.

The legal state at any moment is the accumulated result of thousands of incremental patches applied over decades or centuries.

The legal state at any moment is the accumulated result of thousands of incremental patches applied over decades or centuries.

Distributed agents with partial authority : Different parliaments, at different times, with different mandates, enacted different provisions.

: Different parliaments, at different times, with different mandates, enacted different provisions.

The addressing scheme must survive amendments — which is why law uses hierarchical structural paths rather than page numbers or byte offsets.

Dear Tindie Community,My name is Gongyu Su, and I am writing on behalf of the new Tindie ownership team.

Our team took over Tindie because we believe it remains an important platform for makers, hardware creators, engineers, and independent sellers around the world.

If you have an order-related concern, please contact Tindie support so the team can review your case directly.

WHAT WE ARE FOCUSED ONStabilizing the platformRestoring reliable access for buyers, sellers, and the community.

Sincerely,Gongyu SuOn behalf of the Tindie Team

Continue after adThe Bundestag administration actively provides Wire as an alternative to commercial platforms such as WhatsApp or Signal.

The Bundestag President also refers to the registration process: unlike many competitors, registration with Wire is exclusively via an email address.

The private mobile number is not used, and the email address used is not visible to third parties.

Wire CEO Benjamin Schilz sees this as a step towards greater digital sovereignty, which relies on the interplay of certified software and secure state operating procedures.

Security in the “new territory” of the Bundestag will ultimately also depend on how sovereign users themselves handle their digital tools.

Comments

Medium-caliber ammunition rounds are larger than the bullets in machine guns but smaller than shells fired by popular artillery systems like howitzers.

But even prior to the Iran war, European countries had announced their plans to build up their own defense capabilities.

Ammunition is in high demand across Western armies, particularly rounds for artillery systems that protect troops in battle and hit high-value targets like depots and command centers.

Rheinmetall said it has been increasing its production of ammunition since 2022, when Russia launched its invasion of Ukraine.

Artillery rounds, particularly 155 mm ammunition, are particularly sought-after after being chewed up on Ukraine's …

Over the past week, I have been working on bringing HardenedBSD's code repositories on Radicle (as most/all of you already know by now.)

You will want to configure Radicle explicitly to support larger repos.

You may need to edit the Radicle config at ~/.radicle/config.json and set the node.limits.fetchPackReceive setting to at least 3GB.

When this happens, you now have the src tree stored in Radicle's local storage.

As I make progress on further Radicle integration, I will keep everyone informed.

In April 2026, Canonical disclosed 44 CVEs in uutils, the Rust reimplementation of GNU coreutils that ships by default since 25.10.

If you write systems code in Rust, this is the most concentrated look at where Rust’s safety ends that you’ll likely find anywhere right now.

A &Path in Rust looks like a value, but remember that to the kernel it’s just a name.

The original --preserve-root check in chmod was literally this:if recursive && preserve_root && file == Path :: new ( "/" ) { return Err ( PreserveRoot ); }That comparison is bypassed by anything that resolves to / but isn’t spelled / .

Here’s the fix:fn is_root (file : & Path ) -> bool { matches!

Not too long ago, the internet was a place you visited.

Always on, always watching, the internet is no longer a place to arrive at and explore but instead a panopticon-like enivronment that we are trapped within.

Where the early internet once required intention, place, and presence, today it saturates daily life in ways that erode our capacity for rootedness, attention, and freedom; to recover a healthier digital culture, we must reimagine the internet not as an omnipresent miasma of distraction and surveillance but as a place we choose to enter—and leave—on human terms.

This has resulted in fractured attention, anxiety, and sadly, a diminished sense of place and belonging even with the con…

fuck off ai musicwelcome to the fuck off ai music movementin this movement we believe that ai music should fuck off.

sorry i’d love to but i can’t unfortunately because i’m part of the fuck off ai music movement?

sorry maybe they are but unfortunately i’m part of the fuck off ai music movement so count me out?

sorry that may or may not be the case but either way i’m part of the fuck off ai music movement?

To me it seems like these questions are implicitly not asking about your membership in the fuck off ai music movement, but about your assumed reasons for that so I feel like these responses are kind of badsorry i’d love to discuss my views on ai music in more detail with you but unfortunat…

It worked, but it was the worst of both worlds: still expensive, and the results weren't as good as a frontier model.

We switched to the "triager" pattern: a Haiku agent with a very specific and narrow job.

The Haiku agent reads the logs, searches error messages, tries to match against known failures, and makes a call.

Expensive agents plan, cheap agents do the workOpus looks at what failed, forms a hypothesis, and spawns Haiku sub-agents to do the actual digging.

Return the exact error messages from the pnpm install step, the full error output, especially the last 50-100 lines.

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.

You signed out in another tab or window.

Reload to refresh your session.

You switched accounts on another tab or window.

This decision to “bless” built-in types with the “blessed syntax” was not a mistake.

Odin isn’t trying to be the next C++ or Rust by allowing for arbitrary syntax for all custom data types.

Case Study: String TypesI’ll start with a specific example of a need to swap out the default string type.

One such case would be the need for a string type that has inlined-data for small strings but still has the same interaction syntax as another/default string type.

Ergonomics is designing for humans and that does not mean just designing for “syntax” or “typing” or any of that.

Taking down a European network with a TLS certificate: my RIPE NCC RPKI exploit chainOne click on a malicious, but not suspicious, link.

I could also hijack all their RIPE Database objects, locking the legitimate owners out until RIPE NCC staff manually restore them.

From Atlas to RPKI and RIPE dbIt turns out a single cookie authenticates all requests on ripe.net : RIPE NCC uses single sign-on across RIPE Atlas, RIPE Labs, training modules, and critical systems like the RPKI dashboard.

RIPE Database: unauthorised object modificationsThe RIPE Database is the authoritative source for routing policy in the RIPE region.

2026-03-18 After further back and forth, RIPE NCC releases RIPE Database 1.…

Github banned me for no understandable reasonI got unbanned three hours after publishing this post Weird how that happens.

I'm not a Github power user or anything, but it's impossible to not transact with Github for open source projects.

Including suspensions, that contact support link in the suspension dialog will send you first to https://support.github.com/contact/reinstatement, then to https://support.github.com/request/landingWhich will ask you to sign into your Github account....

I gave Github my credit card details to support the work that I benefit from, and by extension their platform.

But HACS is built entirely on Github, which means their app depends entirely on being able to do …

If you do not run the activate command after a reboot, then Samba will not start automatically on an older Time Capsule.

It validates the checked-in binaries, copies the payload and boot files to the Time Capsule, and sets up the Samba password files.

On NetBSD 6 devices, deploy then reboots the device so the new runtime comes up cleanly.

TroubleshootingThe current default result is:SMB service name: Time Capsule Samba 4SMB username: adminshare name: DataFinder address: smb://timecapsulesamba4.local/DataThe Time Capsule Does Not Show Up In FinderRun:.venv/bin/tcapsule doctorThen check Bonjour directly:dns-sd -B _smb._tcp local.

To inspect discovery results from the tool itself in JSON, run:…

stable specialization in Rust(published on April 28, 2026)with apologies to Rust maintainersit is a well-known fact that Rust standard library uses specialization internally.

over the years, there were various attempts to observe this behaviour in user code and thus achieve ersatz specialization on stable.

the problem with this trick is that specializations are not guaranteed, so it might break over Rust update (as happened there).

thus, I believe it is possible to observe specialization on stable Rust relying only on documented behaviour.

Sized + Send > FusedIterator for Checker < '_ , T > {} let mut counter = 0 ; let mut it = Checker ( & mut counter , PhantomData :: < T > ).

For all its brilliance, Haskell resists most of the attempts people make to just hack and write useful code quickly.

When pragmatism enables actual productivity #Scheme (and Lisp in general) might lack Haskell’s innovations and purity, favoring a minimalistic flexibility instead, but it mixes practicality with functional beauty in a way that makes it a functional language for human beings.

Actually, in my opinion, Scheme (and Lisp) allows you to express complex systems and problem domains in more simple terms than any other language can.

Meta-programming and DSLs #The second problem with Monads is directly tied to their greatest strength: they are synonymous with Domain Specific Languages (…

The cyan lines separate all of the /8 blocks, and grey parts are non-public IPv4 addresses (documentation, multicast, private, etc).

Assuming 3,723,100,160 public IPs exist, that means that one out of every 2,000 public IPv4 address hit me that day .

Out of all the IPv4 address space, 202 of the 256 /8 blocks had at least one IPv4 address classified as a bot ..

91.76% of requests were from IPv4 addresses (4,596,940 requests), 8.25% by IPv6 addresses (419,942 requests).

At the same time, the share of requests classified as bots tanked to below 79%, which never happens.

Todd Gillespie / Bloomberg:

Rogo, which uses AI to help lighten junior bankers' workloads, raised a $160M Series D led by Kleiner Perkins at a $2B valuation, up from $750M in January — Rogo, started by young bankers around a kitchen table in 2021, just won a multibillion-dollar valuation

Financial Times:

Sources: OpenAI has, in practice, abandoned its Stargate JV in favor of large bilateral deals; execs say its guiding principle remains to “build more compute” — Chief executive Sam Altman's flexible approach to infrastructure projects is unsettling partners but boosting computing lead

Patrick Coffee / Wall Street Journal:

Hightouch, which uses AI to help marketers create and manage campaigns, raised $150M led by Goldman Sachs and Bain at a $2.75B valuation, up from $1.2B in 2025 — The Trade Desk also invested in Hightouch, which is now valued at $2.75 billion — Hightouch, a platform that uses generative AI …

Jason Gale / Bloomberg:

Mayo Clinic researchers detail an AI system called Redmod that identified pancreatic cancer on routine CT scans an average of 475 days before clinical diagnosis — An artificial intelligence system can spot pancreatic cancer long before it shows up on scans, raising the prospect of catching …

Tim Harford / Financial Times:

A working paper uses an LLM to analyze political discourse on X, finding that anger is the dominant emotion expressed by US users, especially those over 65 — There is a gap between the calm, rational decision-makers we often aspire to be and the overwrought, sentiment-tossed creatures we often are.

Bloomberg:

How Chinese regulators killed Manus by blocking Meta's $2B takeover in a 54-character decree, creating an uncertain era for the country's expanding AI industry — The AI startup Manus, once hailed as a breakthrough that would challenge Silicon Valley's dominance, is turning into a cautionary tale …

Reuters:

Cognizant agrees to acquire Astreya, which helps manage data center infrastructure, AI lab environments, and enterprise networks, for ~$600M, set to close in Q2 — Cognizant Technology (CTSH.O) has agreed to buy Astreya, an IT services and technology provider focused on AI infrastructure …

Bloomberg:

Indonesia sentences eFishery founder Gibran Huzaifah to nine years in prison, concluding a $300M scandal that destroyed one of Southeast Asia's top startups — Indonesia handed eFishery founder Gibran Huzaifah a nine-year prison sentence on Wednesday, concluding a high-profile $300 million financial scandal …

Isabelle Bousquette / Wall Street Journal:

Cash-rich AI startups fuel a boom in Manhattan's commercial real estate market; many offices have more vacant desks than workers, as startups prepare to scale — AI firms are rushing to grab Manhattan's most coveted office space, but desks outnumber employees. Some grow into them; others just want room to think.

Natasha Voase / Bloomberg:

Knight Frank: Anthropic, OpenAI, and other AI companies have leased 1M+ square feet of London office space since the start of 2025, or ~7% of available listings — Artificial intelligence-linked companies ranging from Anthropic PBC to OpenAI have been rushing into London for office space …

Bloomberg:

Samsung's Lee family dynasty reached a combined ~$45.5B net worth in March, up from ~$20.1B in 2025, amid the AI boom; they are now Asia's third-richest family — When Lee Kun-hee, the patriarch behind Samsung Electronics Co. died in 2020, his dynasty soon dealt with a crisis on two fronts …

Jay Peters / The Verge:

YouTube CEO Neal Mohan says YouTube TV is getting “fully customizable” multiview, letting users pin up to four live streams, after a limited rollout in 2023 — Custom multiview is finally here. Custom multiview is finally here. … YouTube CEO Neal Mohan announced Tuesday …

Financial Times:

Source: China's leverage against Meta in the Manus deal could include 10%+ of its global revenue from Chinese ads and Goertek in Meta AI glasses' supply chain — National Development Reform Commission is becoming Beijing's chief enforcer — China's abrupt order to Meta to unwind its $2bn deal …

The Economic Times:

Bengaluru-based stock trading platform Sahi raised a $33M Series B led by Accel at a $200M valuation to expand into margin trade funding, commodities, and more — Bengaluru's Sahi, a stock trading platform, has raised $33 million, valuing it at $200 million.

Gian Volpicelli / Bloomberg:

The European Commission issues preliminary DSA findings against Meta, saying Instagram and Facebook fail to prevent under-13 users from accessing the services — The European Union's executive arm accused Meta Platforms Inc. of failing to keep young children off its services, ramping up a probe that could result in hefty fines.

Mary Page James / Gallup:

Poll: 31% of US adults expect driverless cars to be common within five years, up from 19% in 2018, and 19% say they would own or lease one, the same as in 2018 — About three in 10 Americans expect driverless cars to be common within five years, while 19% say they would own or lease one

Alex Heath / Sources:

An interview with AWS CEO Matt Garman on why AWS will be a better OpenAI partner than Microsoft, chip bubble fears, Jeff Bezos' Project Prometheus, and more — AWS CEO Matt Garman on why Amazon will “be a better partner” than Microsoft. Also: His reaction to bubble fears, working with Anthropic …

Wen-Yee Lee / Reuters:

Filing: TSMC sold its remaining 1.11M Arm shares at $207.65 per share for a total of ~$231M this week; TSMC invested ~$100M in Arm's 2023 IPO at $51 per share — Taiwan Semiconductor Manufacturing Co (2330.TW), the world's largest contract chipmaker, has sold its remaining stake in Arm Holdings …

Bloomberg:

Sources: China suspends issuing new Level 4 autonomous vehicle licenses, after over 100 of Baidu's Apollo Go robotaxis disrupted traffic in Wuhan last month — China has suspended issuing new licenses for autonomous vehicles, according to people familiar with the matter …

Nikkei Asia:

Sources: Apple tells suppliers it will maintain its current production share in India rather than expand, after local sites struggled without China-based teams — PALO ALTO, California/TAIPEI — Apple's incoming CEO has a China problem: On the one hand, the iPhone giant is finally seeing sales rebound …

Seema Mody / CNBC:

Pentagon's Digital and AI Chief Cameron Stanley confirms the DoD is expanding its Google Gemini use, saying “overreliance on one vendor is never a good thing” — Pentagon AI chief Cameron Stanley confirmed to CNBC that the Department of Defense is expanding its use …

Sofia Chierchio / Forbes:

New York-based Actively, which offers AI sales agents for account management, raised a $45M Series B co-led by TCV and First Harmonic at a $250M valuation — Actively AI has raised $45 million to scale up its AI sales agents, which can automate a chunk of the work reps typically do manually.

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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GTFO Bins Sponsor Fork Star Sponsor Fork StarGTFOBins is a curated list of Unix-like executables that can be used to bypass local security restrictions in misconfigured systems.

The project collects legitimate functions of Unix-like executables that can be abused to get the f**k break out restricted shells, escalate or maintain elevated privileges, transfer files, spawn bind and reverse shells, and facilitate other post-exploitation tasks.

GTFOBins is a joint effort by Emilio Pinna and Andrea Cardaci, and many other contributors.

Please note that this is not a list of exploits, and the programs listed here are not vulnerable per se, rather, GTFOBins is a compendium about how to live off the…

Introducing talkie: a 13B vintage language model from 1930Nick Levine, David Duvenaud, Alec RadfordApril 2026Claude chats with talkie, a 13B language model trained on pre-1931 text Connecting... Jump to new messagesThis is a 24/7 live feed of Claude Sonnet 4.6 prompting talkie-1930-13b-it in order to explore its knowledge, capabilities, and inclinations.

Right: An example of a successful solution to a Python coding problem produced by a vintage language model.

talkie is the largest vintage language model we are aware of, and we plan to continue scaling significantly.

Training vintage language modelsDeveloping vintage language models presents unique challenges.

Are you an individual or insti…

I came across a video by Simple Lucas describing a routine to improve focus and productivity.

After watching Simple Lucas’ experience, I decided to try it when I hit my focus wall.

In my attempts, I combined wall staring with a few other concepts I had heard about.

It was the exact same experience with the wall staring.

I’ve also been using some other strategies to improve focus, which I’ll be talking about in a future post.

Time Alignment: Per-output delay (up to 85ms) for speaker/subwoofer alignment with automatic latency compensation between S/PDIF/I2S and PDM output paths.

Subwoofer Output: Dedicated mono PDM output channel with a high-performance 2nd-order delta-sigma modulator, enabling direct subwoofer output without the need for a second DAC.

Output EQ (PASS 5): Independent 10-band EQ per output channel on both platforms.

USB communication, audio streaming, DSP processing (master EQ, crossfeed, loudness, matrix mixing, output EQ for S/PDIF pair 1), and control logic.

When the PDM output is enabled, Core 0 handles all S/PDIF output EQ processing.

Field report from an SSH honeypot left open for 54 days: 269K login attempts, 48K unique passwords, and a surprising cast of attackers.

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.

Jer Crane was inspired to write a public response after an AI coding agent deleted his firm’s entire production database.

It used the AI coding agent Cursor, running Anthropic's flagship Claude Opus 4.6.

“It took 9 seconds.”Article continues belowThe AI agent was set to complete a routine task in the PocketOS staging environment.

Cursor and Claude’s failureCrane decided to ask his AI agent why it went through with its dastardly database deletion deed.

Crane’s use of an AI coding agent on the Railway platform wasn’t exploring new frontiers, or wasn’t supposed to be.

TL; DR Agentic coding tools like Claude Code, Cursor, and Codex generate code that may be uncopyrightable, owned by your employer, or contaminated by open source licenses you cannot see.

On March 31, 2026, Anthropic accidentally published 512,000 lines of Claude Code’s source code in a routine software update through a missing configuration file.

What it means for you: Code that Claude Code or Cursor generated and you accepted without meaningful modification may not be copyrightable by anyone.

He had used Claude Code for work projects and for a personal fitness tracking app built on evenings and weekends.

The open source contamination problemEven if you own your AI-generated code, you may h…

Ξ sci - botThe server is under maintenance and will be back online soon

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?

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.

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.

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.

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…

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

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

When agents help developers write code in minutes, validation becomes your bottleneck.

RWX gives agents programmatic control, sub-second cached builds, and semantic outputs they can act on.

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 Wire…

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.

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Looks like the server had a hiccup.

Try reloading the page to see if the issue has cleared up.

In the meantime, enjoy some clips!

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.

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.

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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.

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.

Divine, a Vine reboot backed by Jack Dorsey’s nonprofit, revives six-second looping videos.

We visited Scout AI's training ground where it's working on AI agents that give individual soldiers control of fleets of autonomous vehicles.

Geopolitical turmoil has made venture investing challenging, leading Kompas VC to carve out a niche in startups focused on the physical world.

It's a story Musk has told before -- in interviews and to author Walter Isaacson for his bestselling biography of Musk -- but Tuesday was the first time he said it under oath.

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.

fjo3 shares a report from The Times: More than two-thirds of babies under two use screens, a report has found, and some are exposed for up to eight hours a day. Nearly a third of newborns were found to be watching screens for more than three hours a day, while almost 20 percent of infants of four to 11 months used screens for more than an hour a day. The report comes after the government issued guidance that children under two do not use screens at all, apart from communal activities such as video-calling relatives. In a review of the current research, researchers found evidence linking screen time to poorer outcomes for children, including an increased risk of obesity, short-sightedness, s…

Elon Musk testified on day two of his trial against OpenAI, saying he helped create the company as a nonprofit counterweight to Google and would not have backed it if the goal had been private profit. CNBC reports: Musk on Tuesday was the first witness called to testify in the trial. He spoke about his upbringing, his many companies, his role in founding OpenAI and his understanding of its structure. Musk said in his testimony that he was not opposed to the creation of a small for-profit subsidiary, "as long as the tail didn't wag the dog." Musk said he was motivated to start OpenAI to serve as a counterweight to Google. He got the idea after an argument he had with Google co-founder Larry …

An anonymous reader quotes a report from Ars Technica: University of Oregon chemist Christopher Hendon loves his coffee -- so much so that studying all the factors that go into creating the perfect cuppa constitutes a significant area of research for him. His latest project: discovering a novel means of measuring the flavor profile of coffee simply by sending an electrical current through a sample beverage. The results appear in a new paper published in the journal Nature Communications. [...] The coffee industry typically uses a method for measuring the refractive index of coffee -- i.e., how light bends as it travels through the liquid -- to determine strength, but it doesn't capture the …

Apple's Vision Pro has been used in what's described as the world's first cataract surgery performed with the headset. MacRumors reports: [New York opthalmologist] Dr. Eric Rosenberg of SightMD completed the initial procedure in October 2025 and has since performed hundreds of additional cases using ScopeXR, a surgical platform he co-developed for Apple's mixed reality device. ScopeXR streams live feeds from 3D digital surgical microscopes directly into the Vision Pro, which lets the surgeon view the operative field in stereoscopic 3D while overlaying preoperative diagnostic data. The platform also supports real-time remote collaboration, allowing surgeons to virtually join procedures and s…

Sony is reportedly rolling out a 30-day online check-in requirement for some digital PS4 and PS5 games, meaning players could temporarily lose access if their console does not reconnect to renew the license. Tom's Hardware reports: In the info page of an affected game, you'd see a new validity period and a "remaining time" deadline. At first, this seemed like a software bug, but now PlayStation Support has confirmed its authenticity to multiple users. PlayStation owners are furious about the change. From what we've seen, this DRM is intended for digital game copies. It works by instating a mandatory online check-in where you have to connect to the internet within a rolling 30-day window or …

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 …

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…

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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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SPREAD AI, a Berlin-based Engineering Intelligence Platform innovating how complex products are developed and operated, today announced it has raised €25 million ($30 million) in Series B funding to expand across Europe and the U.S., scale within the Salesforce ecosystem, and strengthen its presence in aerospace, defense, and heavy machinery sectors. The round was backed […]

The post As Europe pushes for AI sovereignty, Germany’s SPREAD raises €25 million to scale industrial AI appeared first on EU-Startups.

Max Samuel, the former Thiel Capital investor and SNÖ Ventures General Partner, has launched Off Piste Capital, a new Solo GP venture firm, and held the first close of Off Piste Fund I, with a target of €25 million ($30 million). Off Piste Fund I is an early-stage venture fund investing in companies building the […]

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If you’re already deep in the startup ecosystem, you know the playbook. These are familiar battlegrounds: product-market fit, scaling teams, refining go-to-market strategies. But when it comes to expanding into new markets, particularly the EU, the real friction often lies elsewhere: access, structure, and the right operating base. Malta is increasingly positioning itself as the […]

The post Malta’s startup residency: A pathway for founders expanding into Europe (Sponsored) appeared first on EU-Startups.

Cleo Labs, a Paris-based RegTech startup specialising in product regulatory compliance, has today announced a €1.5 million funding round to accelerate the development of its AI-powered platform for international product compliance. The round was led by Larry Berger, alongside Kima Ventures and Financière Saint-James, as well as several tech ecosystem figures, including Boris Paillard (Le […]

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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 […]

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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 […]

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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 […]

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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.

The company is developing an integrated construction model that combines autonomous robotics, AI-powered design software, and robotic manufacturing.

Its system includes a legged robot for on-site assembly, alongside tools that enable the production of custom components, with the aim of improving efficiency, reducing costs, and lowering the environmental impact of construction projects.

Construction remains one of the world’s largest industries, with limited productivity gains over recent decades and continued reliance on manual labour.

The funding will be used to advance research and development in London and Belgrade and to deploy an initial fleet of robots on commercial construction proje…

KOMPAS VC, an early-stage venture capital firm focused on physical industries, has announced the €160 million final close of its second fund.

With Fund II, KOMPAS VC will continue investing in technologies aimed at improving productivity, resilience, and decarbonisation across sectors such as manufacturing, the built environment, energy, advanced materials, and logistics.

These industries are characterised by complex infrastructure and legacy systems, where transformation is both necessary and challenging.

The investor focuses on solutions that can be deployed in real-world industrial environments, including industrial AI, robotics, and cybersecurity.

With the new fund, KOMPAS VC plans to e…

SPREAD AI has raised $30 million in Series B funding to support international expansion, enhance its platform capabilities, and strengthen its position across key industries.

The round included new investors such as DTCP Growth, IQT, OTB Ventures, Salesforce, and Thesiger Capital, alongside angel investor Christian Schulz.

This is Industrial AI delivering tangible impact.

The investment comes as European policymakers place increasing emphasis on AI capabilities in strategic industries, with initiatives aimed at strengthening regional leadership in industrial AI.

SPREAD is positioning its platform to support manufacturers globally with data-driven operations aligned with European standards f…

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…

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, […]