Different headline payloads, different victims, and in each case a GitHub Actions feature behaving exactly as documented.

The fork PR couldn’t reach the publishing credentials directly, so instead it poisoned a GitHub Actions cache entry, and when the legitimate release workflow later restored that cache it executed the payload while building wheels.

Around the same time Trivy’s action repository was compromised through, again, a pull_request_target workflow, which an attacker found in late February.

I mean that as a strong endorsement of the tool, but it’s a slightly uncomfortable thing to say about the platform when the best available defence for GitHub Actions is a third-party linter mai…

🎙️ VibeVoice: Open-Source Frontier Voice AI📰 News 2026-03-06: 🚀 VibeVoice ASR is now part of a Transformers release!

2025-12-03: 📣 We open-sourced VibeVoice‑Realtime‑0.5B, a real‑time text‑to‑speech model that supports streaming text input and robust long-form speech generation.

🔥OverviewVibeVoice is a family of open-source frontier voice AI models that includes both Text-to-Speech (TTS) and Automatic Speech Recognition (ASR) models.

📖 Documentation | 🤗 Hugging Face | 📊 PaperEnglishES_._3.mp4Chinesedefault.mp4Cross-Lingual1p_EN2CH.mp4Spontaneous Singing2p_see_u_again.mp4Long Conversation with 4 people4p_climate_45min.mp4VibeVoice-Realtime is a lightweight real‑time text-to-speech model supp…

AboutLocalSend is a cross-platform app that enables secure communication between devices using a REST API and HTTPS encryption.

Start hidden(Updated in v1.15.0)To start the app hidden (only in tray), use the --hidden flag (example: localsend_app.exe --hidden ).

On v1.14.0 and earlier, the app starts hidden if autostart flag is set, and the hidden setting is enabled.

To make development more consistent, LocalSend uses fvm to manage the project Flutter version.

AndroidTraditional APKflutter build apkAppBundle for Google Playflutter build appbundleiOSflutter build ipamacOSflutter build macosWindowsTraditionalflutter build windowsLocal MSIX Appflutter pub run msix:createStore readyflutter pub r…

Caught bloody handedThat period tracking app, Flo, has been found liable in connection with selling user data to Meta all the while promising their users they were protecting their privacy.

In a post-Dobbs environment, how do concerns around digital privacy impact our consumer choices in sexual health and period tracking apps?

As slippery as an ovulation flow, Flo was telling us our private data was safely hidden from prying eyes.

Much of health tech, which includes a lot of reproductive health tech currently on the market, isn’t explicitly clinical or directly tied to communications with a healthcare provider.

Flo definitely broke my trust, along with at least 13 million former Flo users.

New gas projects linked to just 11 data center campuses around the US have the potential to create more greenhouse gases than the country of Morocco emitted in 2024.

Michael Thomas, the founder of clean energy research firm Cleanview, has been tracking gas permits for data centers across the country.

xAI’s gas turbines also represent what could be a significant source of greenhouse gas emissions.

Microsoft, meanwhile, is reportedly looking into purchasing power from a Chevron-backed natural gas project in West Texas.

That single project, according to its permit, could emit more than 11.5 million tons of greenhouse gases each year—more than the yearly emissions of the entire country of Jamai…

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…

The Social Edge of IntelligenceA room of secretaries at typewriters circa 1925.

The Social Edge Framework outlined here is a direct counterpoint to Amodei, Aschenbrenner, and Altman.

The Social Edge Framework says: yes, scaling matters, architecture matters, and compute matters.

The Social Edge Framework suggests this calculus can be self-defeating in ways that compound slowly but surely.

The Social Edge is more than a metaphor.

I wanted to give an update on GitHub’s availability in light of two recent incidents.

April 23 merge queue incidentOn April 23, pull requests experienced a regression affecting merge queue operations.

Pull requests merged through merge queue using the squash merge method produced incorrect merge commits when a merge group contained more than one pull request.

In affected cases, changes from previously merged pull requests and prior commits were inadvertently reverted by subsequent merges.

The issue did not affect pull requests merged outside merge queue, nor did it affect merge queue groups using merge or rebase methods.

Last month, we shared how GitHub Copilot code review runs on agentic tool-calling architecture, allowing the code review agent to pull in broader repository context and produce more relevant feedback on each pull request.

You or your organization administrator (for GitHub Teams and Enterprise) can use budgets to manage spending on GitHub Actions.

Until that day, Copilot code review usage will continue to draw only from your existing Copilot premium request unit (PRU) allowance and will not consume GitHub Actions minutes.

You or your organization administrators (for GitHub Teams and Enterprise) can adjust spending limits for GitHub Actions at any time.

Monitor your Copilot and Actions usage …

I've been scraping 241 UK council planning portals – 2.6M decisions so farUK planning data is technically public.

I'm now at 241 councils and 2.6 million decisions across England, Scotland and Wales.

The scraping problemMost UK councils run one of a handful of portal systems, Idox being the most common.

Nationally it's around 88%, but it varies wildly by ward within a council, not just between councils.

Guildford is the worst at scale: 66% of decisions over target, averaging 13.3 weeks.

BYD unveiled the Seal 08, its new flagship electric sedan, at the Beijing Auto Show this weekend.

The vehicle packs BYD’s second-generation Blade Battery targeting over 1,000 km of CLTC range and megawatt-level flash charging that adds 400 km of range in five minutes.

Blade Battery 2.0 and flash chargingThe Seal 08 is built on an 800-volt high-voltage platform and equipped with BYD’s second-generation Blade Battery, which uses lithium iron phosphate (LFP) chemistry.

BYD first announced the Blade Battery 2.0 in early March, claiming over 1,000 km of range under CLTC conditions — roughly double what the first-generation Blade Battery delivered.

BYD has not announced pricing for the Seal 08, b…

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…

Wasm is not quite a stack machineApril 27, 2026Everyone knows Wasm is a stack machine.

The major difference is that with a stack machine, the values operated upon are implicitly encoded in the program order, while the register machine always encodes indices.

The one we’re looking for is called dup , and it duplicates the value on top of the stack:(calculate x as usual)as usual) dup() – the stack now contains x, x– the stack now contains dup() – the stack now contains x, x, x– the stack now contains mul() – the stack now contains x, x*x– the stack now contains mul() – the stack now contains x*(x*x)You might notice that the register machine calculated (x*x)*x , while the stack machine calcula…

Comments

MethodStreaming 3D reconstruction is fundamentally a question of memory — what to keep, and in what form.

Lingbo-Map answers this with Geometric Context Attention (GCA), a small but structured streaming state that is learned end‑to‑end.

GCA maintains three complementary contexts: an anchor for coordinate and scale grounding, a local pose‑reference window for dense local geometry, and a trajectory memory that compresses the full history into compact per‑frame tokens — keeping memory and compute per frame nearly constant on sequences of 10,000+ frames at ~20 FPS.

"Competition has never been tougher for Gen Alpha shoppers," she said.

"They are the generation of social shoppers - changing the way they buy and expecting more from the brands that they interact with.

Every game is monocolor, pure 1-bit pixel art, single canvas, zero runtime dependencies, and shares the same combo / power-up / high-score / achievement framework.

jellyfish , octopus , paperBoat Pixel Runner runner Tap to jump, hold for higher jumps.

dino , ninja , frog Gravity Flip gravity Tap to invert gravity.

Input Action Hold Space / Arrow Up / W / Touch Primary action (game-specific) Release StopJellyfish — hold to thrust upward, release to sink under gravity.

Gravity — tap to flip gravity.

In case you’re not aware, Dry January is a challenge many people do to quit drinking alcohol during the month of January.

These folks were doing a variant in which, instead of not drinking, one simply drinks less.

Alcohol is good for socializing sometimesI did find not drinking to have one clear downside: It’s just not that much fun to hang out with people who are drinking if you are not drinking yourself.

AftermathTowards the end of the year, I started wondering if I should quit drinking forever.

If I can continue rarely drinking while almost never thinking about drinking, I’ll probably do that.

AgentSwiftDownload AgentSwift-0.1.zip You must install the dependencies listed below in order for the binary to work.

Dependencies:XcodeXcode command line toolsxcodebuildmcpopenspecA native macOS app that runs an autonomous AI coding agent for Apple platform development.

Describe what you want to build, and AgentSwift uses Claude to discover your project, implement changes, build, run, and validate — without you touching Xcode.

Select a Project Folder (the root of your Xcode project).

On the first run the agent discovers your project's scheme and simulator target.

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

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

There was an error while loading.

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StarsWatchersForks

Git looks like a version-control tool.

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

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

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

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

What is generative AI vegetarianism?

In the case of generative AI tools:That’s generative AI in a nutshell.

Generative AI vegetarianism, simply put, is avoiding generative AI tools as much as you can in your day-to-day life.

Why generative AI vegetarianism?

Reasons to adopt generative AI vegetarianism:You don’t have to get behind the entire list here; if one or two of these resonate, that’s enough to become a generative AI vegetarian.

Comments

I wanted to give an update on GitHub’s availability in light of two recent incidents.

April 23 merge queue incidentOn April 23, pull requests experienced a regression affecting merge queue operations.

Pull requests merged through merge queue using the squash merge method produced incorrect merge commits when a merge group contained more than one pull request.

In affected cases, changes from previously merged pull requests and prior commits were inadvertently reverted by subsequent merges.

The issue did not affect pull requests merged outside merge queue, nor did it affect merge queue groups using merge or rebase methods.

Different headline payloads, different victims, and in each case a GitHub Actions feature behaving exactly as documented.

The fork PR couldn’t reach the publishing credentials directly, so instead it poisoned a GitHub Actions cache entry, and when the legitimate release workflow later restored that cache it executed the payload while building wheels.

Around the same time Trivy’s action repository was compromised through, again, a pull_request_target workflow, which an attacker found in late February.

I mean that as a strong endorsement of the tool, but it’s a slightly uncomfortable thing to say about the platform when the best available defence for GitHub Actions is a third-party linter mai…

All FOSDEM 2026 videos are onlineAll video recordings from FOSDEM 2026 that are worth publishing have been processed and released.

Videos are linked from the individual schedule pages for the talks and the full schedule page.

They are also available, organised by room, at video.fosdem.org/2026.

While all released videos have been reviewed by a human, it remains possible that one or more issues fell through the cracks.

To report any issues, you can contact us via:Thank you to all the volunteers, devroom managers, speakers and video team members who helped recording and reviewing, and who made this possible.

jjj2 min · 41 sentences · 64.52 cm · 28.04.2026Several jujutsu commands require a revset.

When I am hacking on a project, I tend to poke at multiple stacks simultaneously.

Many of these stacks use a generated bookmark name.

Identifying them becomes a bit tricky after a while, so I've created a little script with fzf , called jjj (jujutsu jump i suppose), to help me select revsets:cmd="${1:-show}" selected=$( jj log -r 'all()' --color=always \ | fzf \ --min-height=15 \ --cycle \ --ansi \ --prompt "jj $cmd> " ) || exit 0 rev=$(echo "$selected" | awk '{for(i=1;i<=NF;i++) if(length($i)>=7){print $i; exit}}') jj "$cmd" -r "$rev" "$@"jjj is exactly like jj , except your revset selection happen…

Building a threadiverse community platform ​In this tutorial, we will build a small threadiverse-style community platform that federates with Lemmy, Mbin, and NodeBB.

default ( sql `(unixepoch())` ), }); export type User = typeof users.$inferSelect; export type NewUser = typeof users.$inferInsert; export const sessions = sqliteTable ( "sessions" , { token: text ( "token" ).

default ( sql `(unixepoch())` ), }); export type User = typeof users.$inferSelect; export type NewUser = typeof users.$inferInsert; export const sessions = sqliteTable ( "sessions" , { token: text ( "token" ).

The Page object declares the thread: attribution (author), audience (community), to (community), cc (public + co…

Git looks like a version-control tool.

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

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

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

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

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…

With the moral contortionist trick for actually donating out of the way, the new problem becomes deciding which projects to donate to.

Ideally, it should be projects thatare important,can absorb donations and turn them into meaningful work, yetaren’t receiving lots of donations already.

I don’t know how to create a list of open source projects that are important to me.

I don’t know if a donation to Fedora would also finance Polkit, or if I should consider Polkit a separate donation target.

This is extremely unfair, because some of these libraries are probably in desperate need of financial support.

Vlad Fedorov / The GitHub Blog:

GitHub addresses two recent incidents and says it aims to improve reliability amid AI growth, focusing on “availability first, then capacity, then new features” — Here's what we've done—and what we're still doing—to improve our availability and reliability.

Bloomberg:

Chinese billionaire Chen Tianqiao says his startup MiroMind is adding strict “firewalls” between its Chinese and US businesses, as China blocked Manus' sale — The fallout from Meta Platforms Inc.'s controversial acquisition of Manus is prompting one tech founder …

talkie:

AI researchers launch talkie, a 13B vintage language model trained on historical text with a 1930 cutoff, to see if it can replicate scientific breakthroughs — Why vintage language models? — Have you ever daydreamed about talking to someone from the past? What would you ask someone with no knowledge of the modern world?

Jay Peters / The Verge:

Google launches Ask YouTube, a conversational AI search “experiment” that generates pages with videos and text summaries, for Premium users in the US aged 18+ — ‘Ask YouTube’ is a new way to search that generates an AI Mode-like page of information.

Joel Khalili / Wired:

Bloomberg CTO Shawn Edwards says the company is overhauling Terminal with a new chatbot-style interface called ASKB, currently open to ~125K users in beta — WIRED spoke with Bloomberg's chief technology officer about the big, chatbot-style changes coming to the iconic platform for traders.

New York Times:

As Russia throttles popular apps and intermittently cuts off internet access, ordinary citizens, politicians, TV stars, and others criticize the restrictions — From beauty influencers to the token political opposition, Russians are openly questioning President Vladimir V. Putin's moves to hamstring access.

Derek B. Johnson / CyberScoop:

Gartner: US states issued $3.45B in privacy-related fines to companies in 2025, a total larger than the last five years combined, driven by new privacy laws — The increase is being driven by powerful privacy laws in states like California, new interstate partnerships and a renewed focus on the privacy impacts of AI and automation.

Ashley Carman / Bloomberg:

Spotify reports Q1 revenue up 14% YoY to €4.5B, MAUs up 12% YoY to 761M, above 759M est., Premium subscribers up 9% YoY to 293M, and a €715M operating income — Spotify Technology SA, the music streaming leader, added slightly more users than analysts' expected in the first quarter …

The Guardian:

Australia unveils a draft News Bargaining Incentive scheme that imposes a 2.25% levy on local revenues for platforms; Meta says the government is “simply wrong” — Google also rejects need for reform after Albanese government reveals draft news bargaining incentive scheme

Samantha Kelly / Bloomberg:

Match Group invests $100M in Seattle-based Sniffies, a web-only platform for queer men with ~3M MAUs worldwide, paving the way for a possible acquisition — Match Group Inc., whose dating-app portfolio includes brands like Hinge, Tinder and Match.com, is investing $100 million in Sniffies …

Lenny Rachitsky / Lenny's Newsletter:

Q&A with Evan Spiegel on why distribution is the most important moat in consumer tech, investing in Specs, 2026 as a “crucible” moment for Snap, and more — Snap's co-founder on why only two consumer apps broke through in 15 years, how every major Snapchat feature was cloned …

Financial Times:

Many US rural communities oppose AI data center buildout; Pew says 67% of planned data centers are in rural areas, while 87% of existing ones are in urban areas — Many rural communities are viscerally opposed to AI infrastructure, putting them at odds with the White House In Tazewell County …

Matthew Gault / 404 Media:

An analysis of Internet Archive data finds that by mid-2025, ~35% of new websites published since ChatGPT's launch in late 2022 were AI-generated or AI-assisted — Researchers found the internet is becoming aggressively positive as AI-generated text floods the web.

Alice Hancock / Financial Times:

Kpler, an online analytics platform tracking global maritime traffic and energy flows, says it has gained millions of new users since the war in Iran began — Kpler reports surging demand from governments, traders and media watching ships and energy flows — The founder of analytics platform Kpler …

Erin Woo / The Information:

Source: Google signed a deal allowing the US DOD to use Google's AI for “any lawful government purpose”; Google says the agreement amends an existing contract — Google and the Department of Defense signed a deal allowing the Pentagon to use Google's AI models on classified work …

Wall Street Journal:

Layoffs.fyi: layoffs affecting 45,800 tech employees were announced in March 2026, making it the worst month for reported tech job cuts in at least two years — Layoffs might lift some efficiency measures, but there are other considerations — Tech companies are rushing to trade their people for more chips.

Jagmeet Singh / TechCrunch:

Bengaluru-based Snabbit, an on-demand home services startup, raised a $56M Series D, a source says at a ~$350M valuation, up from $180M in October 2025 — Snabbit, an Indian on-demand home services startup, has closed a $56 million funding round, confirming TechCrunch's earlier report.

Tim Craig / Washington Post:

How residents in Archbald, Pennsylvania, home to ~7,000 people, are pushing back against six proposed data center campuses covering ~14% of the town's land — Developers plan to build six sprawling data center campuses in Archbald, Pennsylvania, covering about 14 percent of the town's land.

The Economic Times:

Amazon says it plans to expand its Amazon Now quick commerce service to 100 Indian cities; the service is currently live in Delhi, Mumbai, and Bengaluru — Amazon Now is rapidly expanding its quick commerce services to 100 Indian cities, boosting its micro-fulfillment centers to over 1,000.

Wall Street Journal:

Sources: Meta is preparing to have to unwind its Manus acquisition after China banned the transaction; Manus investors have already received their returns — The ban sends a message that China is intent on keeping its AI knowledge within the country — Meta Platforms is preparing …

Ann Cao / South China Morning Post:

Shanghai-based Lightelligence, which makes photonics chips, surges by nearly 400% in its trading debut in Hong Kong after raising ~$310M in its IPO — Lightelligence jumps by 400% in Hong Kong debut amid AI-driven demand for photonics chips — Shanghai-based firm's IPO reflects mainland China's push …

🚀 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…

Polymarket DataA comprehensive data pipeline for fetching, processing, and analyzing Polymarket trading data.

This system collects market information, order-filled events, and processes them into structured trade data.

OverviewThis pipeline performs three main operations:Market Data Collection - Fetches all Polymarket markets with metadata Order Event Scraping - Collects order-filled events from Goldsky subgraph Trade Processing - Transforms raw order events into structured trade dataInstallationThis project uses UV for fast, reliable package management.

Update Markets ( update_markets.py )Fetches all markets from Polymarket API in chronological order.

Process Live Trades ( process_live.py …

DFlash: Block Diffusion for Flash Speculative DecodingPaper | Blog | ModelsDFlash is a lightweight block diffusion model designed for speculative decoding.

We will also open-source the training recipe soon, so you can train your own DFlash draft model to accelerate any LLM.

Backend Install command Transformers uv pip install -e ".

[mlx]"vLLM: DFlash support requires the nightly build:uv pip install -e " .

To share feedback on DFlash or request new model support, please fill out this form: DFlash Feedback.

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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?

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.

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.

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…

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

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

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

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

shift ; return duration { cache .

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

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

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

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

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

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

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

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

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

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

Git looks like a version-control tool.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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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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.

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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

The Bluetti Elite 400 has something that you don't see on many power stations, and it can charge just about anything.

Google Wallet is missing a similar option to organize your trip.

Samsung Wallet just dropped a major feature that'll make you jealous if you use Google Wallet, especially if you travel often or have a big trip planned.

Also: Samsung is ending Messages in July: 5 replacements I'd switch to nowTo this point, Samsung's native wallet app and Android's built-in wallet app have been so similar that most users probably default to Google Wallet because of name recognition.

That might be changing soon, though, as Galaxy users are getting a big reason to use the Samsung app.

Google Wallet lets you download all of these same items to your device for easy access, but it doesn't do any organizing.

Also: How to decide between Linux and MacOS - if you're ready to ditch WindowsWith that said, let's get to the settings.

If you don't like the gestures that are assigned to them, you can change them in System Settings > Trackpad > More Gestures.

Hot corners are configured in System Settings > Desktop & Dock > Hot Corners.

You can customize the options in System Settings > Keyboard.

Also: I was jealous of MacOS 26 users, until I realized Windows PCs already had these 4 featuresTo add the battery percentage in the top bar, go to System Settings > Menu Bar > Battery > Battery Options.

Router Rebooter 4 / 5 Very good pros and cons Pros Simple, no-fuss gadget.

Adrian Kingsley-Hughes/ZDNETIt's a small cable that sits inline with the router's DC power cable and cuts the power to the router every 24 hours.

You plug the power cable's DC jack into one end of the Router Rebooter, plug the other end into the router, and it starts counting down.

Until then, the Router Rebooter refreshes the internet connection daily, and frustration levels at the business have eased dramatically.

But for absolute simplicity with maximum function, it's hard to beat the Router Rebooter.

Otter is also releasing a new Windows app that can capture meeting notes without joining one

Golden Child is launching with two "five-star" products: a fresh frozen meal system and, more intriguingly, a "drizzle." It has also raised $37 million in funding.

Snabbit now processes over 40,000 daily jobs and has cut costs sharply as it expands across cities and services.

Potential buyers of Letterboxd include Versant, the parent company of CNBC and MS NOW, and Hollywood media company The Ankler, according to Semafor.

The agency reports that losses from social media scams have increased eightfold, and that social media scams resulted in higher losses than any other method scammers used to contact consumers.

OpenAI has won major concessions from its largest shareholder, Microsoft, that will allow it to sell products on AWS, while Microsoft get more cash in a revenue-share agreement.

Ineffable Intelligence, a British AI lab founded a mere few months ago by former DeepMind researcher David Silver, has raised $1.1 billion in funding at a valuation of $5.1 billion.

Xu Zewei is accused of participating in a Chinese government hacking group that broke into thousands of U.S. organizations and stole COVID-19-related research.

Skye's new AI app attracted investors before it even launched — a sign of interest in a more AI-aware iPhone.

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

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

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

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

BrianFagioli writes: Notepad++ has finally made its way to macOS, and this time it is not through a compatibility layer. A new community-driven port brings the long-standing Windows text editor over as a fully native Mac application, built with Cocoa and compiled for both Apple Silicon and Intel systems. Instead of relying on Wine or similar tools, the project replaces the Windows-specific interface with a macOS-native one while keeping the core editing engine intact, allowing longtime users to retain the same workflow, shortcuts, and overall feel. The port is independent from the original Notepad++ project but tracks upstream changes closely, with development happening in the open. It is c…

China has blocked Meta's planned $2 billion acquisition of AI startup Manus, ordering the deal withdrawn after months of scrutiny from both Beijing and Washington. "The decision to prohibit foreign investment in Manus was made in accordance with laws and regulations," reports CNBC, citing the National Development and Reform Commission. "It added that it has asked the parties involved to withdraw the acquisition transaction." From the report: The deal had attracted scrutiny from both China and Washington, as lawmakers in the U.S. have prohibited American investors from backing Chinese AI companies directly. Meanwhile, Beijing has increased efforts to discourage Chinese AI founders from movin…

An anonymous reader quotes a report from the New York Times: When the Call Federal Credit Union outside Richmond, Va., was robbed at gunpoint in 2019, the suspect took $195,000 from the bank's vault and fled before the police arrived. A detective interviewed witnesses and reviewed the bank's security footage. But with no leads, the officer relied on a so-called geofence warrant to sweep up location data from all the cellphones in the vicinity of the bank for the 30 minutes before and after the robbery. The data he gathered eventually led to the identification and conviction of Okello T. Chatrie, now 31, a Jamaican immigrant who came to the United States in 2017. Geofence searches have becom…

GitHub said in a blog post today that it is moving Copilot to usage-based billing starting June 1. Base subscription prices will remain the same but premium requests will be replaced with monthly AI Credits that are consumed based on token usage. "Instead of counting premium requests, every Copilot plan will include a monthly allotment of GitHub AI Credits, with the option for paid plans to purchase additional usage," the platform said. "Usage will be calculated based on token consumption, including input, output, and cached tokens, using the listed API rates for each model. This change aligns Copilot pricing with actual usage and is an important step toward a sustainable, reliable Copilot …

Bloomberg reports that Microsoft is ending revenue-sharing payments to OpenAI (paywalled; alternative source) and making the partnership non-exclusive. "The rapid pace of innovation requires us to continue to evolve our partnership to benefit our customers and both companies," Microsoft said Monday in a blog post. Bloomberg reports: The revised deal is meant to simplify a complicated relationship between two partners that has been foundational to OpenAI's rise and the broader AI boom. OpenAI has since pursued partnerships with multiple cloud providers, including Microsoft rival Amazon.com Inc., to meet its growing computing needs to build and service AI software to a wider audience. As part…

California's proposed billionaire tax appears headed for the November ballot after backers said they gathered more than 1.5 million signatures, well above the threshold needed to qualify. SF Standard reports: Backers of the initiative announced this weekend that more than 1.5 million people signed a petition to bring the one-time, 5% wealth tax to a statewide vote come November. That's well beyond the 875,000 names needed to qualify the measure, and likely sufficient to account for illegible or invalid signatures. The Service Employees International Union United Healthcare Workers West, a union representing more than 120,000 healthcare workers, pitched the tax to make up for federal spendin…

An anonymous reader quotes a report from VentureBeat: The whale has resurfaced. DeepSeek, the Chinese AI startup offshoot of High-Flyer Capital Management quantitative analysis firm, became a near-overnight sensation globally in January 2025 with the release of its open source R1 model that matched proprietary U.S. giants. It's been an epoch in AI since then, and while DeepSeek has released several updates to that model and its other V3 series, the international AI and business community has been largely waiting with baited breath for the follow-up to the R1 moment. Now it's arrived with last night's release of DeepSeek-V4, a 1.6-trillion-parameter Mixture-of-Experts (MoE) model available f…

"There are about 70% more bookstores now than there were six years ago in the United States," says Andy Hunter, the founder/CEO of Bookshop.org. Fast Company checks in on his site, which gives over 80% of its profit margin to independent bookstores, structuring itself as a B Corporation (a for-profit company certified for its social-impact) while providing an alternative to Amazon and other online booksellers: Hunter created Bookshop.org in January 2020 to help independent bookstores survive by utilizing e-commerce... "There were over 5,000 bookstores in the American Booksellers Association in 1995, which is one year after Amazon launched. By 2019, that had gone down to 1,889, so more than …

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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The action you just performed triggered the security solution.

There are several actions that could trigger this block including submitting a certain word or phrase, a SQL command or malformed data.

You can email the site owner to let them know you were blocked.

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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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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…

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…

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

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

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

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

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

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

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

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

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

The new funding will be used to accel…

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

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

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

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

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

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

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

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

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

Its platform combines the core marketplace with logistics and payments …

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

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

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

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

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

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

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

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

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

Earlier this year, Seraphim Space ex…

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

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

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

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

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

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

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

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

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

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

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

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

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

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