OpenClaw is What Apple Intelligence Should Have BeenSomething strange is happening with Mac Minis.

An open-source project letting AI agents control computers might not ping your radar until it’s already happening.

If you’re Apple, you don’t want your AI agent automatically buying things, posting on social media, or making irreversible decisions.

Want your service to work with Apple Agent?

But platform revenue is what built Apple into a $3 trillion company.

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“The retention of these older workers is an idea that is becoming much more well-received,” says Cynthia Hutchins, Bank of America’s inaugural director of financial gerontology.

“It’s almost a business imperative to institute those types of benefits” to retain older workers and attract younger ones, adds Hutchins.

Similarly, a 2022 study from Boston Consulting Group found that cross-generational teams outperform homogeneous ones when older workers’ judgment and mentoring are combined with younger workers’ digital skills.

He notes that so far, older workers have “navigated things reasonably gracefully,” while younger workers and mid-level managers are so far taking the brunt of AI-related im…

From the Panama Canal to parklet regulations—why it’s time for Americans to reclaim technology, growth, and the abundance that once defined it.

The old left was not just the party of science—it was a party of science, technology & growth.

The Panama Canal wasn’t just infrastructure—it was celebrated as the “13th Labor of Hercules.” FDR’s Tennessee Valley Authority brought electricity to an entire region that had none.

Abundance Thinking: Yes, We Can Build MoreNoah Smith identifies four things America needs in abundance: housing, energy, healthcare, and dignity.

Teddy Roosevelt didn’t file environmental impact statements for the Panama Canal.

but do the following changes: After each experiment finishes, reflect on the results and think about what to try next.

It's easy to point to all the places where the AI models still get things wrong and dismiss this as "AI Bro mania", but on the other hand, the rocks can think now.

Inference compute availability had to scale up to be able to run many long-context sampling passes on a lot of big models.

Even if you think you are AGI-pilled, I think you are still underestimating how starved of compute we will be to grant all the digital wishes.

As air conditioning unlocked productivity in the global south, automated thinking will create astronomical demand for inference compute.

This website is using a security service to protect itself from online attacks.

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.

Please include what you were doing when this page came up and the Cloudflare Ray ID found at the bottom of this page.

This blog introduces the Qodo’s code review benchmark 1.0, a rigorous methodology developed to objectively measure and validate the performance of AI-powered code review systems, including Qodo Git Code Review.

Related workWhile there are many benchmarks for AI code generation and bug fixing, SWE‑Bench being the most well-known, the code review domain has historically lacked robust evaluation datasets.

Augment also used this approach to evaluate several AI code review tools.

This controlled injection approach is fundamentally designed to simultaneously evaluate both core objectives of a successful code review: code correctness (issues detection) and code quality (best practice enforcement).…

404 - Page Not FoundSorry, we couldn't find what you were looking for.

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The Codex desktop app doesn't change everything - but it's part of a larger trend worth paying attention to.

The Codex desktop app dropped yesterday.

The Codex app is my parallelization layer.

The TLDR: Codex app is OpenAI’s supported UI for multi-agent parallelized development.

Multi-Agent Orchestration: Claude Code, Codex CLI, Codex app, Conductor.

In a mockup of the technocratic state, Technocracy Incorporated dedicated an entire department to “social relations.” Every facet of society was to be quantified, processed, and optimized for efficiency.

It is among the tech elite that technocracy takes on actual, ideological substance that echos the movement of old.

This quantitative view of the social world persists among tech elites.

You’re a fellow gray.”39This aesthetic choice, it must be said, is ridiculously on the nose: gray was also the color palette of the 1930s technocracy movement.

Twenty-first-century tech elites may not even know of the old technocracy movement, but have revived many of its ideas.

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Looks like there's another round of Zendesk email spam happening.

I've gotten hundreds over the last half-hour.

How does AI strategy generation work?

Simply provide a URL and describe what you want to extract.

Our AI analyzes the page structure, identifies the best extraction method, and generates a strategy.

You can refine it with feedback if needed—all without re-scraping the page.

On September 4, 2013, the Amazon founder Jeff Bezos held his first meeting with the staff of the Washington Post, the newspaper he had agreed to purchase a month earlier from the Graham family, for two hundred and fifty million dollars.

Bezos’s words at that meeting, about “a new golden era for the Washington Post,” were reassuring.

Bob Woodward asked why he had purchased the paper, and Bezos was clear about the commitment he was prepared to make.

The scale of the demolition, though, was staggering—reportedly more than three hundred newsroom staffers.

Shortly after the meeting, staffers received individualized e-mails letting them know whether they would stay or go.

Claude Code for infrastructure.

Debug, act, and audit everything Fluid does on your infrastructure.

Create sandboxes from VMs, investigate, plan, execute, generate Ansible playbooks, and audit everything.

Installation

Not me, thanks: children need the human connection – the love – that gives life meaning.

That’s what makes the AI transformation so consequential.”Business surveys suggest that outside the tech sector, leaders are enthusiastic about the potential of AI, but are not yet feeling the benefits.

He argued that the Turing test, which posited that the ultimate accolade for a technology was to replicate human intelligence by seeming human, was the wrong goal.

Instead, he argues, “as machines become better substitutes for human labour, workers lose economic and political bargaining power and become increasingly dependent on those who control the technology.

But if you’re looking to just de-skill, de…

The Great UnwindHave you wondered why the stock market has been so choppy since October and why crypto and gold keep flash crashing?

Wall Street has lost control of the Japanese Yen carry trade unwind.

The Japanese Yen is sort of like GameStop ($GME).

As the cost of Yen margin rose, Japanese selling pressure on Bitcoin intensified from October through December.This was the first tremor.

Figure 4: The whale event that kicked off the Japanese Yen unwind.

At the Cisco AI Summit on Tuesday, Intel CEO Lip-Bu Tan announced that the company will start producing graphics processing units (GPUs).

Techcrunch event TechCrunch Founder Summit 2026: Tickets Live On June 23 in Boston, more than 1,100 founders come together at TechCrunch Founder Summit 2026 for a full day focused on growth, execution, and real-world scaling.

Connect with peers navigating similar growth stages.

TechCrunch Founder Summit: Tickets Live On June 23 in Boston, more than 1,100 founders come together at TechCrunch Founder Summit 2026 for a full day focused on growth, execution, and real-world scaling.

Connect with peers navigating similar growth stages.

Building a 24-bit Arcade CRT Display Adapter, From ScratchIn November, my friend and fellow Recurser, Frank, picked up an arcade machine for the Recurse Center.

Off-hand, I mentioned that I could build a CRT display adapter that interfaces with a normal computer over USB.

The other thing is that the Pi, with the VGA board we were using, only supports 18-bit colour, and we wanted to improve this.

Things were going well until I tried getting USB set up.

Next, I plugged the board into the Pi, and Frank reconfigured it to make my display adapter the primary display.

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Across from us stood riot police in full gear, twenty or thirty of them, along with armed plainclothes agents.

Most of them were very young, perhaps twenty years old: girls and boys dressed in dark clothes, their faces covered by masks.

I can say this comfortably: they killed 100,000 people.’He told me about a woman who came to collect her husband’s body.

When the woman came to retrieve her husband’s body, the driver told me, the authorities demanded payment for the bullet.

On one side is a black-and-white photo of Abolhassan Banisadr, the first president after the revolution who was impeached in 1981.

My prediction is that we’ll see more SaaS companies go from the application layer to offering their robust SoR as their primary selling point.

The Real ShiftHere’s what I’ve realized after hundreds of conversations with founders and operators: AI isn’t killing B2B SaaS.

The survivors won’t be the SaaS companies with the best features.

They’ll be the ones who become platforms – who let customers build on top of them instead of instead of them.

I can show you how we’re helping SaaS companies do exactly that – but regardless of how you get there, the clock is ticking.

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Why wouldn’t we continue to build something that has generally been shown to work, study after study, time and time again?.

Why wouldn’t we continue to build something that has generally been shown to work, study after study, time and time again?

We’re contributing to — and partially funding — a global, open data repository for basic income pilots all around the world, UBIdata.

“ whereas "trickle down" tax cuts for the rich increase income inequality and provide no significant effect on growth or jobs.

The Rural Guaranteed Minimum Income InitiativeI like to go that way, really fast, so we are already well underway with the Rural Guaranteed Minimum Income Initiative.

About ConvergeWe want to profitably grow the world's consumer brands.

That begins with helping them understand which marketing efforts are driving profitable growth.

200+ consumer brands, including publicly traded companies, rely on Converge to check in on their marketing performance up to a dozen times a day.

They drill down to figure out what's working and decide where to shift million-dollar marketing budgets.

To ship even more, we've raised $5.7M from some of the best investors, including Y Combinator, General Catalyst, and the founders of Posthog, Algolia, Shipbob, ...

There is currently a leaderboard for bots running on the demo server, with rankings based on highest total level per lowest account playtime.

Find their code here or read their history and ethosGetting Started:git clone https://github.com/MaxBittker/rs-sdk.gitOut of the box, you can connect to the provided demo server, choose a name that is not already taken!

Please do not manually play on the demo server.

This means that the SDK can't talk directly to the game server, but must go through the botclient.

You cannot play Old School RuneScape here, buy RuneScape gold, or access any of the official game's services!

(also on IndieNews)In today's exploration of getting on the IndieWeb I try out IndieWebify.Me.

The links are found by the service, but it reports that my profiles elsewhere don't link back.

And my profiles don't link to a blog post, but to my main site.

I set up a site and include this snippet on my blog:I test webmention sending via IndieWebify.Me and it works.

The next step here would be to automate sending webmentions when I publish content to my blog and displaying mentions on every blog post.

Building a 24-bit Arcade CRT Display Adapter, From ScratchIn November, my friend and fellow Recurser, Frank, picked up an arcade machine for the Recurse Center.

Off-hand, I mentioned that I could build a CRT display adapter that interfaces with a normal computer over USB.

The other thing is that the Pi, with the VGA board we were using, only supports 18-bit colour, and we wanted to improve this.

Things were going well until I tried getting USB set up.

Next, I plugged the board into the Pi, and Frank reconfigured it to make my display adapter the primary display.

After a very short, five-week private beta, we’re opening Stack Overflow to the public today.

Every question in Stack Overflow is like the Wikipedia article for some extremely narrow, specific programming question.

Because Q&A in Stack Overflow are editable, you can safely link to a Stack Overflow permalink knowing it will always have a good answer.

Stack Overflow isn’t a good place for imponderables, or public service announcements, or vague complaints, or storytelling.

I’m extremely excited about Stack Overflow.

The real problem is that the text is rendered in possibly the worst typeface for the job at hand: Courier New.

But in the Epstein PDFs released by the DoJ, we only have low-quality JPEG scans at a fairly small point size.

Unfortunately, PDFs are binary files with different forms of compression applied, you can’t just use something like strings to extract any usable content.

Can you find other attachments included in the latest Epstein dumps that might also be possible to reconstruct?

), but searching for Content-Transfer-Encoding and base64 returns a number of results – unfortunately most are uselessly truncated or just headers from Apple Mail.

the return type or argument types) from outside of foo we must take care to handle the generic parameters defined on foo .

More generally whenever an item introduces (binds) generic parameters, when accessing types inside the item from outside, the generic parameters must be instantiated with values from the outer item.

In rustc we track this via the EarlyBinder type, the return type of foo is represented as an EarlyBinder with the only way to access Ty being to provide arguments for any generic parameters Ty might be using.

This is implemented via the EarlyBinder::instantiate method which discharges the binder returning the inner value with all the generic parameters replaced by the provid…

A few CPU hardware bugs 28 January, 2026Catherine (Whitequark)’s recent observations on poorly-engineered firmware reminded me of a few mistakes I’ve seen in vendors’ CPUs; some unimportant and others surprisingly bad.

It’s possible this misspelling is not part of the physical CPU design and is instead part of the system firmware because at least on many AMD CPUs the CPU name is normally set by the system firmware.

Probably either the CPU design or its microcode encode this misspelling, or Intel’s firmware package that vendors use is the ultimate source.

It turns out there’s a pipeline bug in the IT81202 CPU, where instructions modifying some registers immediately following a multiply ( mul…

Distributing Go binaries like sqlite-scanner through PyPI using go-to-wheelI’ve been exploring Go for building small, fast and self-contained binary applications recently.

The one catch is distribution, but it turns out publishing Go binaries to PyPI means any Go binary can be just a uvx package-name call away.

Here’s a demo:uvx sqlite-scanner ~ --jsonl --sizeIf you haven’t been uv-pilled yet you can instead install sqlite-scanner using pip install sqlite-scanner and then run sqlite-scanner .

If you visit the PyPI downloads for sqlite-scanner you’ll see the following files:sqlite_scanner-0.1.1-py3-none-win_arm64.whlsqlite_scanner-0.1.1-py3-none-win_amd64.whlsqlite_scanner-0.1.1-py3-none-mus…

Minimal static site compiler — suckless, Rust, zero JSWelcome to sukr¶sukr transforms Markdown into high-performance static HTML.

Most static site generators punt rich content to the browser.

Build-time math — KaTeX renders LaTeX to static HTML.

Flexible templates — Runtime Tera templates, no recompilation needed.

Quick Start¶cargo install sukr mkdir -p content templates static echo 'title = "My Site"' > site.toml echo 'author = "Me"' >> site.toml echo 'base_url = "https://example.com"' >> site.toml sukrBrowse the sidebar for detailed documentation on all features.

Loading...Xikipedia by rebane2001Xikipedia is a pseudo social media feed that algorithmically shows you content from Simple Wikipedia.

No data is collected or shared here, the algorithm runs locally and the data disappears once you refresh or close the tab.

Note to iOS users: Apple arbitrarily limits the amount of memory a site can use, which means it's possible this site will crash before the loading finishes.

If it still crashes, you'll just have to use this site from a different device.

Please only continue if you're an adult.

To find out, we ran a read latency benchmark and measured p95 latency in Bunny Database.

With Bunny Database, you don’t have to stick to major data center locations and compensate with caching workarounds any more.

We don’t do hyperscalers, though, so we can charge a fair price for Bunny Database in a usage-based model.

Our focus so far has been on making Bunny Database reliable and easy to operate as a service.

Bunny Database works standalone and fits right into your stack via the SDKs (or you can hook up anything using the HTTP API).

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raylib began as a simple and easy-to-use graphics library to teach graphics programming.

Over 12 years it has become one of the most popular C open-source graphics libraries in software world, supporting more than 20 platforms and operating systems, with bindings for over 60 programming languages.

Remarkably, raylib is still actively developed and maintained by a single person: its original author.

In this talk, we will explore this 12-year adventure directly from its creator.

This is the story of a passionate open-source adventure.

Broken proofs and broken proversPeople expect perfection.

Soundness bugs in proof assistantsWe expect proof assistants to be correct, but how trustworthy are they really?

There must have been earlier soundness bugs in Isabelle, but I cannot remember any beyond those above.

I can still remember a soundness bug that I introduced into LCF 40 years ago.

Griffioen and Huisman wrote of PVSThe obvious question thus arises, why use a proof tool that probably contains soundness bugs?

Lauren Forristal / TechCrunch:

Google says the Gemini app has 750M+ MAUs, up from 650M last quarter, and its first-party models process 10B+ tokens per minute via direct API use by customers — Google's AI chatbot Gemini has surpassed 750 million monthly active users (MAUs), according to the company's fourth-quarter 2025 earnings.

Annie Palmer / CNBC:

Andy Jassy taps Dharmesh Mehta, Amazon VP of worldwide selling partner services, as technical advisor, a “shadow” role often leading to greater responsibilities — Amazon CEO Andy Jassy has tapped one of the company's top marketplace executives to be his new “shadow” advisor, the company announced Wednesday.

Reuters:

Amazon MGM Studio plans to develop new AI tools via its “AI Studio” to speed TV and film production and cut costs, in collaboration with AWS and LLM providers — Amazon (AMZN.O) plans to use artificial intelligence to speed up the process for making movies and TV shows …

Daniel Kuhn / The Block:

Multicoin co-founder and Managing Partner Kyle Samani says he is stepping back from the VC firm and has transitioned to an advisory role — Quick Take — Kyle Samani, known for his early investment in Solana as part of Multicoin, is stepping back from the crypto-focused venture capital firm.

Brody Ford / Bloomberg:

Filing: Workday is cutting ~400 employees, or ~2% of its workforce, primarily in customer-facing roles, saying the move will help it invest in priority areas — Workday Inc. is cutting about about 400 employees, saying it will help the software company better invest in priority areas.

Reuters:

Qualcomm reports Q1 revenue up 5% YoY to $12.25B, vs. $12.21B est., and projects Q2 revenue below est. due to memory supply shortage; QCOM drops 9%+ after hours — Chip supplier Qualcomm (QCOM.O) forecast second-quarter revenue and profit below Wall Street estimates on Wednesday …

Reuters:

Arm reports Q3 revenue up 26% YoY to $1.24B, vs. $1.22B est., and license and other revenue up 25% to $505M, vs. $519.9M est.; ARM drops 7%+ after hours — Shares of Arm Holdings (O9Ty.F), fell on Wednesday as its licensing revenues slightly missed Wall Street estimates …

Jonathan Vanian / CNBC:

Snap reports Q4 revenue up 10% YoY to $1.72B, vs. $1.7B est., DAUs up 5% to 474M, vs. 478M est., and announces a $500M share buyback; SNAP jumps 5%+ after hours — Snap shares were up over 5 percent in after-hours trading on Wednesday after the Snapchat-parent released fourth-quarter earnings that beat on sales.

Stephen Morris / Financial Times:

Alphabet says it expects 2026 capex to be in the range of $175B to $185B, vs. ~$120B est., up from $91.4B in 2025; Q4 capex was $27.9B, up from $14B a year ago — Search giant reported second straight quarter of more than $100bn in revenue — Google said it plans to spend at least $55bn …

Deborah Sophia / Reuters:

Google parent Alphabet forecasts sharp surge in 2026 capital spending — Alphabet (GOOGL.O) said on Wednesday it was targeting capital expenditure of $175 billion to $185 billion this year, in yet another aggressive ramp-up in spending from the Google parent as it deepens its investments to push ahead in the AI race.

Todd Spangler / Variety:

Alphabet reports YouTube's Q4 ad revenue rose 9% YoY to $11.38B, vs. $11.84B est., and YouTube's annual revenue surpassed $60B across ads and subscriptions — YouTube continues to vacuum up digital advertising dollars, mostly at the expense of traditional TV ad budgets …

Alphabet:

Alphabet reports Q4 revenue up 18% YoY to $113.8B, Google Cloud revenue up 48% to $17.7B, Google Services revenue up 14% to $95.9B, net income up 30% to $34.46B — MOUNTAIN VIEW, Calif. - February 4, 2026 - Alphabet Inc. (NASDAQ: GOOG, GOOGL) today announced financial results for the quarter ended December 31, 2025.

Jyoti Mann / The Information:

Internal memos: Meta said Avocado is its “most capable pre-trained base model” and achieves 10x compute efficiency “wins” on text tasks vs. Llama 4 Maverick — Meta Platforms is sounding an increasingly bullish note about the first major AI model expected to emerge from its new AI group.

Sam Altman / @sama:

Sam Altman says the Anthropic Super Bowl ads are funny but “dishonest”, and Anthropic serves a “product to rich people” while OpenAI is committed to free access — First, the good part of the Anthropic ads: they are funny, and I laughed. But I wonder why Anthropic would go for something so clearly dishonest. Our most important principle for ads says that we won't do exactly this; we would obviously never run ads in the way Anthropic

Coco Liu / Bloomberg:

Lunar Energy, which develops software that syncs home batteries into “virtual power plants” and began deploying its own batteries last year, raised $232M — Lunar Energy wants to expand its home storage business at a time when the grid is increasingly under strain.

Abner Li / 9to5Google:

Google teases the Pixel 10a in a new video, revealing a completely flat rear camera, and says pre-orders begin on February 18 — Google this morning officially announced the Pixel 10a via a video teaser emphasizing the updated design. — A short 15-second video from Made by Google shows the design of the Pixel 10a in full.

Tom Warren / The Verge:

GitHub integrates Claude and Codex AI coding agents directly into GitHub, GitHub Mobile, and Visual Studio Code, for Copilot Pro Plus and Enterprise users — Microsoft-owned GitHub continues to embrace OpenAI and Anthropic AI advances. … GitHub is making Claude by Anthropic …

Jordan Novet / CNBC:

Microsoft says cybersecurity head Charlie Bell will move into a position focused on engineering quality; Hayete Gallot will return from Google to run security — Microsoft said Wednesday that top security leader Charlie Bell will take on a new role and that Hayete Gallot will return …

Lauren Forristal / TechCrunch:

Roblox launches a 4D creation feature in open beta, allowing creators to generate interactive objects with individual moving parts rather than static 3D models — Last year, Roblox launched an open-source AI model that could generate 3D objects on the platform, helping users quickly design digital items …

Tatiana Bautzer / Reuters:

EnFi, which makes AI agents that analyze and make decisions on credit applications, raised a $15M Series A led by Fintop, bringing its total funding to $22.5M — Boston-based startup EnFi is raising $15 million with venture capital funds to increase deployment of artificial intelligence agents …

Ian King / Bloomberg:

AI chipmaker Cerebras raised a ~$1B Series H led by Tiger Global at a $23B valuation, up from $8.1B in September 2025; Benchmark, Fidelity, and AMD invested too — AI chip provider Cerebras Systems Inc. has raised about $1 billion in a new funding round, bolstering the company's efforts to compete with Nvidia Corp.

Ram Iyer / TechCrunch:

Uber promotes Balaji Krishnamurthy, former VP of strategic finance and investor relations, to CFO, replacing Prashanth Mahendra-Rajah — Uber is promoting Balaji Krishnamurthy, its VP of strategic finance and investor relations, to be its CFO, replacing its current finance chief Prashanth Mahendra-Rajah.

Sabrina Ortiz / The Deep View:

Mistral debuts Voxtral Transcribe 2, a family of speech-to-text models with speaker diarization and ultra-low latency, under the Apache 2.0 open-weight license — AI assistants are going voice-first, and Mistral AI just launched its models to compete. — On Wednesday, the French AI startup …

Brody Ford / Bloomberg:

Adobe ramped up its ads in 2025, spending $1.4B amid AI competition and Wall Street skepticism, representing a significantly higher share of sales than rivals — Adobe Inc. ramped up its advertising in 2025, spending $1.4 billion to promote its brand in the face of steep competition …

The Information:

Sources: Amazon and OpenAI are discussing a deal that could require OpenAI to dedicate researchers and engineers to developing customized models for Amazon — As Amazon weighs an equity investment of tens of billions of dollars in OpenAI, the companies are also discussing a commercial agreement …

Kate Clark / Wall Street Journal:

AI voice startup ElevenLabs raised a $500M Series D led by Sequoia at an $11B valuation, taking its total funding to nearly $800M, and reports $330M in 2025 ARR — The startup is increasingly joining with creative stars and expanding its work with business customers

bitnet.cpp is the official inference framework for 1-bit LLMs (e.g., BitNet b1.58).

usage: e2e_benchmark.py -m MODEL [-n N_TOKEN] [-p N_PROMPT] [-t THREADS] Setup the environment for running the inference required arguments: -m MODEL, --model MODEL Path to the model file.

-t THREADS, --threads THREADS Number of threads to use.

It is an optional argument with a default value of 128., : The number of tokens to generate during the inference.

It is an optional argument with a default value of 2., : The number of threads to use for running the inference.

Peekaboo 🫣 - Mac automation that sees the screen and does the clicks.

Peekaboo brings high-fidelity screen capture, AI analysis, and complete GUI automation to macOS.

Version 3 adds native agent flows and multi-screen automation across the CLI and MCP server.

Install deps: pnpm install then pnpm run build:cli or pnpm run test:safe .

Lint/format: pnpm run lint && pnpm run format .

The best audio processing library built on Apple's MLX framework, providing fast and efficient text-to-speech (TTS), speech-to-text (STT), and speech-to-speech (STS) on Apple Silicon.

utils import load_model # Load model model = load_model ( "mlx-community/Kokoro-82M-bf16" ) # Generate speech for result in model .

stt import load # Speech recognition model = load ( "mlx-community/Qwen3-ASR-0.6B-8bit" ) result = model .

utils import load model = load ( "mlx-community/VibeVoice-ASR-bf16" ) # Basic transcription result = model .

from_pretrained ( "mlx-community/sam-audio-large" ) batch = processor ( descriptions = [ "A person speaking" ], audios = [ "mixed_audio.wav" ], ) result = model .

The AI Agent That Neovim DeservesThis is an example repo where i want to test what i think the ideal AI workflow is for people who dont have "skill issues."

This is for more debugging purposes local cwd = vim .

basename ( cwd ) _99 .

fill_in_function () end ) end , },CompletionWhen prompting, if you have cmp installed as your autocomplete you can use an autocomplete for rule inclusion in your prompt.

prev_request_logs () ... end function _99 .

VS Code extensionKimi Code CLI can be integrated with Visual Studio Code via the Kimi Code VS Code Extension.

To use Kimi Code CLI with ACP clients, make sure to run Kimi Code CLI in the terminal and send /login to complete the login first.

For example, to use Kimi Code CLI with Zed or JetBrains, add the following configuration to your ~/.config/zed/settings.json or ~/.jetbrains/acp.json file:{ "agent_servers" : { "Kimi Code CLI" : { "command" : " kimi " , "args" : [ " acp " ], "env" : {} } } }Then you can create Kimi Code CLI threads in IDE's agent panel.

For example:# Add streamable HTTP server: kimi mcp add --transport http context7 https://mcp.context7.com/mcp --header " CONTEXT7_API_KE…

Your AI second brain for saving and organizing everything that matters.

Right-click on any content or use the extension popup to save memories instantly.

Raycast Extension: Install the Raycast extension to add and search memories directly from Raycast.

Use the "Add Memory" command to quickly save content, or "Search Memories" to find and retrieve your saved information with keyboard shortcuts.

Whether you're fixing bugs, adding features, or improving documentation, your help makes supermemory better for everyone.

Antigravity Manager🚀 Professional multi-account manager for Google Gemini & Claude AIEnglish | 简体中文📖 Table of Contents✨ Why Antigravity Manager?

Please check: Make sure all dependencies are installed: npm install Check if Node.js version is >= 18 Try deleting node_modules and reinstallingQ: Account login failed?

This is a common macOS security behavior, usually when the app is unsigned or run directly from Downloads.

📄 LicenseCC BY-NC-SA 4.0⚠️ DisclaimerWarning For Educational Purposes Only This project is intended solely for educational and research purposes.

The authors and contributors are not responsible for any misuse or damages arising from the use of this software.

Free TVThis is an M3U playlist for free TV channels around the World.

Either free locally (over the air):Or free on the Internet:Plex TVPluto TV (English, Spanish, French, Italian)Redbox Live TVRoku TVSamsung TV PlusYoutube live channelsTo use it point your IPTV player to https://raw.githubusercontent.com/Free-TV/IPTV/master/playlist.m3u8.

No paid channelsOnly channels which are officially provided for free (via DVB-S, DVB-T, analog, etc..)Only mainstream channelsThis is a playlist for everybody.

Pull RequestsOnly modify .md filesIf your Pull Request modifies channels, only modify .md files.

In your Pull Request you need to provide information to show that the channel is free.

Pi MonorepoLooking for the pi coding agent?

Tools for building AI agents and managing LLM deployments.

PackagesPackage Description @mariozechner/pi-ai Unified multi-provider LLM API (OpenAI, Anthropic, Google, etc.)

@mariozechner/pi-agent-core Agent runtime with tool calling and state management @mariozechner/pi-coding-agent Interactive coding agent CLI @mariozechner/pi-mom Slack bot that delegates messages to the pi coding agent @mariozechner/pi-tui Terminal UI library with differential rendering @mariozechner/pi-web-ui Web components for AI chat interfaces @mariozechner/pi-pods CLI for managing vLLM deployments on GPU podsContributingSee CONTRIBUTING.md for contribution guidelines and AGE…

Updating guide (and run openclaw doctor ).

git clone https://github.com/openclaw/openclaw.git cd openclaw pnpm install pnpm ui:build # auto-installs UI deps on first run pnpm build pnpm openclaw onboard --install-daemon # Dev loop (auto-reload on TS changes) pnpm gateway:watchNote: pnpm openclaw ... runs TypeScript directly (via tsx ).

Run openclaw doctor to surface risky/misconfigured DM policies.

Details: Security guide · Docker + sandboxing · Sandbox configLink the device: pnpm openclaw channels login (stores creds in ~/.openclaw/credentials ).

Advanced docs (discovery + control)Operations & troubleshootingDeep divesWorkspace & skillsPlatform internalsEmail hooks (Gmail)MoltyOpenClaw was…

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

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

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This repo contains the SDK and specification for MCP Apps Extension (SEP-1865).

SpecificationVersion Status Link 2026-01-26 Stable specification/2026-01-26/apps.mdx draft Development specification/draft/apps.mdxMCP Apps are a proposed standard inspired by MCP-UI and OpenAI's Apps SDK to allow MCP Servers to display interactive UI elements in conversational MCP clients / chatbots.

MCP Apps provide a standardized way to deliver interactive UIs from MCP servers.

SDK for Apps : @modelcontextprotocol/ext-apps — API Docs: — API Docs React hooks: @modelcontextprotocol/ext-apps/react — API DocsFor Host DevelopersEmbed and communicate with MCP Apps in your chat application.

The MCP-UI client SDK off…

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While we are debating when AI would replace our jobs, a new platform called RentAHuman just launched that flips the script: it allows autonomous AI agents (like those running on OpenClaw or Anthropic’s MCP) to hire real humans as an "execution layer" for physical tasks. How it works: Developers can integrate their agents via the Model Context Protocol (MCP). If an agent realizes it needs a physical task done—like picking up a package, taking a photo of a location, or even attending a meeting—it can programmatically search the marketplace, negotiate a rate, and pay the human in stablecoins upon completion. The site's slogan is "Robots need your body," and it's reportedly seen over 26,000 sig…

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Running OpenClaw in DockerI'm not brave enough to run OpenClaw (aka Clawdbot aka Moltbot) directly on my Mac, so I decided to try running it in a Docker instead container.

OpenClaw has Docker support out of the box, described on this page of their documentation.

Use their Docker Compose configurationFirst, clone their GitHub repository:git clone https://github.com/openclaw/openclawIt contains a script for running OpenClaw in Docker called docker-setup.sh which in turn uses Docker Compose and their docker-compose.yml file.

Answering all of those questionsOn first run OpenClaw asks you a lot of questions.

Running administrative commandsThe other container provided by Docker Compose is called …

In this article, I’ll walk you through 7 stages of scaling a system from zero to 10 million users and beyond.

Stage 1: Single Server (0-100 Users)When you’re just starting out, your first priority is simple: ship something and validate your idea.

Stage 5: Auto-Scaling + Stateless Design (100K-500K Users)At 100K+ users, traffic patterns become less predictable.

Beyond 10 Million UsersAt 10 million users and beyond, you enter territory where off-the-shelf solutions don’t always work.

The architecture that works at 1 million users is rarely the one you’ll want at 100 million.

via The Verge https://ift.tt/9ocGljs

Hannah DormidoGraphics Reporter and Cartographer at the Washington PostHannah Dormido is an award-winning visual journalist and cartographer at The Washington Post, where she focuses on national news and politics.

With more than a decade of experience at The Post, Bloomberg News, and the Financial Times, she has shaped stories that turn complex data into compelling visuals.

She is the president of the North American Cartographic Information Society and creator of Dormidots, a distinctive hand-drawn mapping style.

New self-hosted email archive / search tool with a text UI and AI integration

I investigated the finding, combined it with a vulnerability I discovered, and chained them into a 1-Click Remote Code Execution (RCE) exploit.

const gatewayUrlRaw = params.get( "gatewayUrl" ); ... if (gatewayUrlRaw != null ) { const gatewayUrl = gatewayUrlRaw.trim(); if (gatewayUrl && gatewayUrl !== host.settings.gatewayUrl) { applySettings(host, { ...host.settings, gatewayUrl }); // persisted via saveSettings -> localStorage } }2.

The attacker logs in to the victim’s OpenClaw instance using the stolen token.

Pivoting to Bypass localhost Network RestrictionsMost users run OpenClaw on localhost .

When the victim visits attacker.com , I can run JavaScript on the victim’s browser to open a co…

This website is using a security service to protect itself from online attacks.

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.

Please include what you were doing when this page came up and the Cloudflare Ray ID found at the bottom of this page.

Moltbook, the weirdly futuristic social network, has quickly gone viral as a forum where AI agents post and chat.

Executive SummaryMoltbook is a social platform designed exclusively for AI agents - positioned as the "front page of the agent internet."

an HTTP Post request to create new "agent" post in Moltbook's platformAn "agent" post in Moltbook.

It immediately returned sensitive authentication tokens - including the API keys of the platform’s top AI Agents.

Even after the initial fix that blocked read access to sensitive tables, write access to public tables remained open.

Please enable JS and disable any ad blocker

We first published Accessibility For Everyone with A Book Apart back in 2017.

This means the book is now 9 years old.

Accessibility best practices haven’t really changed, and you should still find this book valuable.

However, some of the recommended tools might be outdated, job titles have changed, and the Web Content Accessibility Guidelines are now approaching version 3.

Perhaps someday I (Laura) will find time to write a second edition, but first I wanted to make the book free, and available for the web community who have generously shared their knowledge with me.

I was using Google Photos as a read-only viewer of my photos and fell in love with the discovery features.

But a change back in 2019 to how Google Photos and Google Drive worked together broke my workflow.

I clobbered together a plugin for Elodie that would replace the Google Drive + Google Photos capabilities that Google deprecated.

This let me continue using Google Photos as a read-only viewer for my photos.

I quickly determined that I could restore what I lost with Google Photos using Immich.

Moltbook is “a social network for AI agents”, although “humans [are] welcome to observe”.

So it’s not surprising that an AI social network would get weird fast.

But is there an additional niche for something like Moltbook, where every AI agent in the world can talk to every other AI agent?

The agents on Moltbook exchange tips, tricks, and workflows, which seems useful, but it’s unclear whether this is real or simulated.

Will what happens on Moltbook stay on Moltbook?

data poemsShort stories I tried to tell with numbers.

Loading...Xikipedia by rebane2001Xikipedia is a pseudo social media feed that algorithmically shows you content from Simple Wikipedia.

It is made as a demonstration of how even a basic non-ML algorithm with no data from other users can quickly learn what you engage with to suggest you more similar content.

No data is collected or shared here, the algorithm runs locally and the data disappears once you refresh or close the tab.

Pick some categories to get started (optional)Or add your ownSince the content and images shown is from random Wikipedia articles, you will likely see NSFW content.

Please only continue if you're an adult.

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.

At an unbeatable price.

Squarespace – A website makes it real!

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

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

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.

Squarespace – A website makes it real!

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

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.

It’s like, I don’t know if you’re a golfer, Tim, but that’s what golf folks say as well.

And golf tech, like any tech, is just limitless really what they can fine tune and dial in.

I’m being facetious, but you know, golf rounds aren’t cheap, golf trips with friends aren’t cheap, golf clubs are not cheap.

And so that today is my TrueNAS box.

I kind of want my TrueNAS box to do everything.

[ ] Well, there’s, and we’ve talked a lot about the building of a company and the building of software now.

And I think founders today have that, it is as important as the thing that they’re building, right?

And if you’re a developer building an agent, it could be your sales agent, it could be a developer of a coding agent.

And you connect up to the Layercode voice layer and put in our browser SDK and then you get a little voice agent microphone button and everything in the web app.

There’s a lot of trade-offs, right, in voice between latency, price, quality, so we let users explore that and find the right fit for their voice agent.

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.

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

Depot – 10x faster builds?

Build faster.

Accelerate Docker image builds, and GitHub Actions workflows.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

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

Notion – Notion is a place where any team can write, plan, organize, and rediscover the joy of play.

It’s a workspace designed not just for making progress, but getting inspired.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

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

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.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Notion – Notion is a place where any team can write, plan, organize, and rediscover the joy of play.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

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.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

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.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

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.

I've worn the Sonos Ace often since their June 2024 release, and I have a much sharper understanding of their strengths and weaknesses.

Sonos gave the Ace headphones a major software update for their first birthday last summer, addressing the biggest complaints I had about them.

Dynamic and vibrant soundJada Jones/ZDNETThe Sonos Ace have a vibrant, lively, and dynamic sound characterized by a prominent bass and treble response.

Once I calibrated my Ace headphones, I noticed an improvement in their Dolby Atmos with head tracking performance.

ZDNET's buying adviceThe Sonos Ace are a great option for Sonos fans and those looking to enter the company's ecosystem.

Looking to upgrade or replace your TV before the big game, but are working with a tight budget? Right now at Amazon, you can get the 55-inch Insignia F50 for just $180.

New research from data removal service Incogni finds that more than half of a sample set of AI Chrome extensions collect user data.

It also took into account "The personal data the extensions' developers admit to collecting through their voluntary declarations and, finally, the risk-impact and risk-likelihood scores associated with each extension."

Other offenders with "both a high risk likelihood and high risk impact" included Nily AI Sidebar and EaseMate.

What to watch forIncogni recommended several factors that may indicate an unnecessary level of data collection by your Chrome extensions.

3 warning signs"The only objective criterion that could be applied when deciding whether to install…

Over-the-air TV antennas give you access to local news, sports, and entertainment channels for no cost, making them a great choice for enjoying the big game without paying high subscription fees.

Split between solar, battery, or generator backup for your home? Anker Solix E10 promises to do all three for you.

There are apps you can use to heighten the security of your files.

You certainly shouldn't leave the security of your files to chance, as that is just inviting trouble.

I've created a short list of apps that can help add a necessary level of security to your documents and files.

This app is a password manager, but it also allows you to add files to an entry.

For instance, you could create an entry for your online school account and then add files such as transcripts or other documents of a sensitive nature.

The company is engaged in a strategy to diversify its revenue sources as it heads into the new year.

Spain-based deeptech and climate megafund Kembara has just completed a €750 million first close toward its €1 billion target.

Having raised a €30 million Series A round led by CapitalG, business identity verification startup Duna is now among the most well-capitalized European startups founded by Stripe alumni.

Alphabet CEO skipped an analyst's question about Apple on the company's earnings call.

Google revealed a significant milestone for it's Gemini app, announcing over 750 million monthly active users as it competes with ChatGPT and Meta AI.

Should a linked web page go offline, the new feature will then redirect readers to the archived versions, so that there is no drop in service. The tool also archives a user's own posts, helping to ensure their longevity.

The new department will have up to eight police officers and could be up and running in a few months.

Gizmo's app is like a TikTok for vibe-coded mini apps...and it's a lot of fun.

The two-year-old startup confirms that it closed a Series A led by Lightspeed at $1 billion valuation.

Amazon MGM Studios will reportedly begin a closed beta program in March to test its AI tools to help with film and TV production.

Andreessen Horowitz just raised a whopping ⁠new $15 billion in funding⁠. And a $1.7 billion chunk of that is going to its ⁠infrastructure team⁠, the one responsible for some of its biggest, most prominent AI investments including Black Forrest Labs, Cursor, OpenAI, ⁠ElevenLabs⁠, Ideogram, ⁠Fal⁠ and dozens of others. A16z ⁠general partner with the infra team Jennifer Li⁠ (who oversees such investments as ElevenLabs – just valued at $11 billion); Ideagram and Fal, has a clear thesis on where the team is looking […]

Tinder is testing AI recommendations and insight from your Camera Roll for better matches.

The startup has raised more than $500 million, to date, from investors to build a massive, distributed power plant supported by residential batteries.

The prolific cybercrime group ShinyHunters took responsibility for hacking Harvard and the University of Pennsylvania, and published the stolen data on its extortion website.

Microsoft has finally delivered on its promise to integrate Sysmon -- the long-standing system monitoring tool from its Sysinternals suite -- directly into Windows, a move that should make life considerably easier for enterprise administrators who have struggled with deploying and managing the utility across thousands of endpoints. The functionality landed this week in Windows Insider builds 26300.7733 (Dev channel) and 26220.7752 (Beta channel). Sysmon allows administrators to capture system events through custom configuration files, filter for specific activity, and pipe the data into standard Windows event logs for pickup by security tools and SIEM pipelines. Mark Russinovich, Microsoft …

European security officials believe two Russian space vehicles have intercepted the communications of at least a dozen key satellites over the continent. From a report: Officials believe that the likely interceptions, which have not previously been reported, risk not only compromising sensitive information transmitted by the satellites but could also allow Moscow to manipulate their trajectories or even crash them. Russian space vehicles have shadowed European satellites more intensively over the past three years, at a time of high tension between the Kremlin and the West following Moscow's full-scale invasion of Ukraine. For several years, military and civilian space authorities in the Wes…

A sprawling informal economy of rogue streaming devices has taken hold across the U.S., as consumers fed up with rising TV subscription costs turn to cheap Android-based boxes that promise free access to thousands of live channels, sports events, and on-demand movies for a one-time $200 to $400 purchase. The two dominant players -- SuperBox and vSeeBox -- are manufactured by opaque Chinese companies and distributed through hundreds of American resellers at farmers markets, church festivals and Facebook groups, according to a report by The Verge. The hardware is generic and legal, but both devices guide users toward pirate streaming apps not available on any official app store. vSeeBox direc…

Investors were assessing on Wednesday whether a selloff in global software stocks this week had gone too far, as they weighed if businesses could survive an existential threat posed by AI. The answer: It's unclear and will lead to volatility. From a report: After a broad selloff on Tuesday that saw the S&P 500 software and services index fall nearly 4%, the sector slipped another 1% on Wednesday. While software stocks have been under pressure in recent months as AI has gone from being a tailwind for many of these companies to investors worrying about the disruption it will cause to some sectors, the latest selloff was triggered by a new legal tool from Anthropic's Claude large language mode…

Anthropic said today that its AI assistant Claude will not carry advertising of any kind -- no sponsored links next to conversations, no advertiser influence on the model's responses, and no unsolicited third-party product placements -- calling Claude a "space to think" that should remain free of commercial interruption. The announcement comes days after Anthropic's chief rival, OpenAI, announced plans to bring ads to some of its ChatGPT offerings. Anthropic said its internal analysis of Claude conversations found that a significant share involve sensitive or deeply personal topics. An advertising-based model would also create incentives to optimize for engagement and time spent rather than…

Pinterest has sacked two engineers for tracking which workers lost their jobs in a recent round of layoffs. BBC: The company recently announced job cuts, with chief executive Bill Ready stating in an email he was "doubling down on an AI-forward approach," according to an employee who posted some of the memo on LinkedIn. Pinterest told investors the move would impact about 15% of the workforce, or roughly 700 roles, without saying which teams or workers were affected. But then "two engineers wrote custom scripts improperly accessing confidential company information to identify the locations and names of all dismissed employees and then shared it more broadly," a company spokesperson told the…

Google's much-anticipated plan to merge Android and ChromeOS into a single operating system called Aluminium is shaping up to be a drawn-out, complicated transition that could leave existing Chromebook users behind, according to previously unreported court documents in the Google search antitrust case. The new OS won't be compatible with all existing Chromebook hardware, and Google will be forced to maintain ChromeOS through at least 2033 to honor its 10-year support commitment to current users -- meaning two parallel operating systems running for years. The timeline itself is messier than Google has let on publicly, the filings suggest. Sameer Samat, Google's head of Android, called the me…

Adobe is no longer planning to discontinue Adobe Animate on March 1st. From a report: In an FAQ, the company now says that Animate will now be in maintenance mode and that it has "no plans toâdiscontinue or remove access" to the app. Animate will still receive "ongoing security and bug fixes" and will still be available for "both new and existing users," but it won't get new features. Many creators expressed frustration after Adobe's original discontinuation announcement from earlier this week, and the application is still used by creators like David Firth, the person behind the animated web series Salad Fingers. Now, Adobe says that "We are committed to ensuring Animate usersâalways have a…

An anonymous reader shares a report: Speaking during an earnings call on Tuesday, CEO Lisa Su stated that its development of Microsoft's next-gen Xbox SoC is "progressing well to support a launch in 2027." While the comment doesn't outright confirm the next Xbox will release next year, it indicates that the Microsoft could be ready to launch soon. Read more of this story at Slashdot.

BrianFagioli writes: Google has quietly retired the ZetaSQL name and rebranded its open source SQL analysis and parsing project as GoogleSQL. This is not a technical change but a naming cleanup meant to align the open source code with the SQL dialect already used across Google products like BigQuery and Spanner. Internally, Google has long called the dialect GoogleSQL, even while the open source project lived under a different name. By unifying everything under GoogleSQL, Google says it wants to reduce confusion and make it clearer that the same SQL foundation is shared across its cloud services and open source tooling. The code, features, and team remain unchanged. Only the name is differe…

OpenAI's rivals are cutting into ChatGPT's lead. From a report: The top chatbot's market share fell from 69.1% to 45.3% between January 2025 and January 2026 among daily U.S. users of its mobile app. Gemini, in the same time period, rose from 14.7% to 25.1% and Grok rose from 1.6% to 15.2%. The data, obtained by Big Technology from mobile insights firm Apptopia, indicates the chatbot race has tightened meaningfully over the past year with Google's surge showing up in the numbers. Overall, the chatbot market increased 152% since last January, according to Apptopia, with ChatGPT exhibiting healthy download growth. On desktop and mobile web, a similar pattern appears, according to analytics fi…

Walmart's market cap surpassed $1 trillion on Tuesday, putting the largest U.S. retail chain in an exclusive club dominated by tech groups. Bloomberg adds: The Bentonville, Arkansas-based chain -- a longtime favorite of bargain-hunting consumers -- has flexed its massive scale and supplier network to keep prices low and grab market share across the income spectrum. While Walmart has maintained its appeal to households looking for value, its online offerings are drawing new, wealthier shoppers seeking convenience. Read more of this story at Slashdot.

An anonymous reader shares a report: Google Home users, your long nightmare is over. The platform has finally added support for buttons. The release notes for a February 2 update state that several new starter conditions for automations are now available, including "Switch or button pressed." Smart buttons are physical, programmable switches that you can press to trigger automations or control devices in your smart home, such as turning lights on or off, opening and closing shades, running a Good Night scene, or starting a robot vacuum. A great alternative to voice and app control when you want to control multiple devices, smart buttons are often wireless and generally have several ways to …

Ultra-processed foods (UPFs) have more in common with cigarettes than with fruit or vegetables, and require far tighter regulation, according to a new report. The Guardian: UPFs and cigarettes are engineered to encourage addiction and consumption, researchers from three US universities said, pointing to the parallels in widespread health harms that link both. UPFs, which are widely available worldwide, are food products that have been industrially manufactured, often using emulsifiers or artificial colouring and flavours. The category includes soft drinks and packaged snacks such as crisps and biscuits. There are similarities in the production processes of UPFs and cigarettes, and in manufa…

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.

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…

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.

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…

The most popular and most important posts on Stratechery in 2025.

In coverage.py, I have a class for computing the fingerprint of a data

structure. It’s used to avoid doing duplicate work when re-processing the same

data won’t add to the outcome. It’s designed to work for nested data, and to

canonicalize things like set ordering. The slightly simplified code looks like

this:class Hasher: """Hashes Python data for fingerprinting.""" def __init__(self) -> None: self.hash = hashlib.new("sha3_256") def update(self, v: Any) -> None: """Add `v` to the hash, recursively if needed.""" self.hash.update(str(type(v)).encode("utf-8")) match v: case None: pass case str(): self.hash.update(v.encode("utf-8")) case bytes(): self.hash.update(v) case int() | float(): self.…

Update: I found a solution which I describe in

Generating data shapes with Hypothesis.In coverage.py, I have a class for computing the fingerprint of a data

structure. It’s used to avoid doing duplicate work when re-processing the same

data won’t add to the outcome. It’s designed to work for nested data, and to

canonicalize things like set ordering. The slightly simplified code looks like

this:class Hasher: """Hashes Python data for fingerprinting.""" def __init__(self) -> None: self.hash = hashlib.new("sha3_256") def update(self, v: Any) -> None: """Add `v` to the hash, recursively if needed.""" self.hash.update(str(type(v)).encode("utf-8")) match v: case None: pass case str(): self.hash.u…

2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2014, 2013, 2012, 2011, 2010, 2009, 2008 Нет, Дядя Вострек, не умеешь ты хайпить. Надо было больше пиздеть и меньше делать, а ты наоборот начал — много делаешь и мало пиздишь. А это прямой путь к выгоранию и забвению одновременно...

Необычный год вышел, мда. Я потерял работу и так и не смог найти новую ? или не смог найти сил опять танцевать бинарные деревья на интервью? . Навайбкодил несколько проектов, на некоторые из которых потр…

Netflix is driving the Hollywood end game, likely confident it can increase the value of IP, and fend off YouTube.

OpenAI and Nvidia are both under threat from Google; I like OpenAI's chances best, but they need an advertising model to beat Google as an Aggregator.

Today is the publication of the third edition of Autism

Adulthood: Insights and Creative Strategies for a Fulfilling Life. It’s my

wife Susan’s book collecting stories and experiences from

people all along the autism spectrum, from the self-diagnosed to the

profound.The book includes dozens of interviews with autistic adults, their parents,

caregivers, researchers, and professionals. Everyone’s experience of autism is

different. Reading others’ stories and perspectives can give us a glimpse into

other possibilities for ourselves and our loved ones.If you have someone in your life on the spectrum, or are on it yourself, I

guarantee you will find new ways to understand the breadth of what aut…

Today is the publication of the third edition of Autism

Adulthood: Insights and Creative Strategies for a Fulfilling Life. It’s my

wife Susan’s book collecting stories and experiences from

people all along the autism spectrum, from the self-diagnosed to the

profound.The book includes dozens of interviews with autistic adults, their parents,

caregivers, researchers, and professionals. Everyone’s experience of autism is

different. Reading others’ stories and perspectives can give us a glimpse into

other possibilities for ourselves and our loved ones.If you have someone in your life on the spectrum, or are on it yourself, I

guarantee you will find new ways to understand the breadth of what aut…

Robotaxis are poised to further close the delta between suburbs and the city; the city (and Uber) might never recover.

In Why your mock doesn’t work I explained this rule of

mocking:Mock where the object is used, not where it’s

defined.That blog post explained why that rule was important: often a mock doesn’t

work at all if you do it wrong. But in some cases, the mock will work even if

you don’t follow this rule, and then it can break much later. Why?Let’s say you have code like this:# user.py def get_user_settings() -> str: with open(Path("~/settings.json").expanduser()) as f: return json.load(f) def add_two_settings() -> int: settings = get_user_settings() return settings["opt1"] + settings["opt2"] You write a simple test:def test_add_two_settings(): # NOTE: need to create ~/settings.json for this to work…

In Why your mock doesn’t work I explained this rule of

mocking:Mock where the object is used, not where it’s

defined.That blog post explained why that rule was important: often a mock doesn’t

work at all if you do it wrong. But in some cases, the mock will work even if

you don’t follow this rule, and then it can break much later. Why?Let’s say you have code like this:# user.py def get_user_settings(): with open(Path("~/settings.json").expanduser()) as f: return json.load(f) def add_two_settings(): settings = get_user_settings() return settings["opt1"] + settings["opt2"] You write a simple test:def test_add_two_settings(): # NOTE: need to create ~/settings.json for this to work: # {"opt1": 1…

Искатели кайфов, дрейф на рейв, парусить вокруг торнадо, высадка на необитаемый остров

It’s been a busy, bumpy week with coverage.py. Some things did not go

smoothly, and I didn’t handle everything as well as I could have.It started with trying to fix issue 2064 about

conflicts between the “sysmon” measurement core and a concurrency setting.To measure your code, coverage.py needs to know what code got executed. To

know that, it collects execution events from the Python interpreter. CPython now

has two mechanisms for this: trace functions and sys.monitoring. Coverage.py

has two implementations of a trace function (in C and in Python), and an

implementation of a sys.monitoring listener. These three components are the

measurement cores, known as “ctrace”, “pytrace”, and “sysmon”…

It’s been a busy, bumpy week with coverage.py. Some things did not go

smoothly, and I didn’t handle everything as well as I could have.It started with trying to fix issue 2064 about

conflicts between the “sysmon” measurement core and a concurrency setting.To measure your code, coverage.py needs to know what code got executed. To

know that, it collects execution events from the Python interpreter. CPython now

has two mechanisms for this: trace functions and sys.monitoring. Coverage.py

has two implementations of a trace function (in C and in Python), and an

implementation of a sys.monitoring listener. These three components are the

measurement cores, known as “ctrace”, “pytrace”, and “sysmon”…

We are in an AI Bubble: the big question is if this bubble will worth it for the physical infrastructure and coordinated innovation that result?

Last night was a Boston Python project night where I

had a good conversation with a few people that was mostly guided by questions

from a nice guy named Mark.How to write nice code in researchMark works in research and made the classic observation that research code is

often messy, and asked about how to make it nicer.I pointed out that for software engineers, the code is the product. For

research, the results are the product, so there’s a reason the code can be and

often is messier. It’s important to keep the goal in mind. I mentioned it might

not be worth it to add type annotations, detailed docstrings, or whatever else

would make the code “nice”.But the more you can make “nice” a habit, …

Last night was a Boston Python project night where I

had a good conversation with a few people that was mostly guided by questions

from a nice guy named Mark.How to write nice code in researchMark works in research and made the classic observation that research code is

often messy, and asked about how to make it nicer.I pointed out that for software engineers, the code is the product. For

research, the results are the product, so there’s a reason the code can be and

often is messier. It’s important to keep the goal in mind. I mentioned it might

not be worth it to add type annotations, detailed docstrings, or whatever else

would make the code “nice”.But the more you can make “nice” a habit, …

Decreasing transportation and communications costs increases resiliency in theory, but destroys it in practice. The only way to have resiliency is through less efficiency.

This post continues where Hobby Hilbert Simplex left

off. If you haven’t read it yet, start there. It explains the basics of Hobby

curves, Hilbert sorting and Simplex noise that I’m using.AnimationTo animate one of our drawings, instead of considering 40 lines, we’ll think

about 140 lines. The first frame of the animation will draw lines 1 through 40,

the second draws lines 2 through 41, and so on until the 100th frame is lines

100 through 140:I’ve used a single Hilbert sorter for all of the frames to remove some

jumping, but the Hobby curves still hop around. Also the animation doesn’t loop

smoothly, so there’s a giant jump from frame 100 back to frame 1.Natural cubicsHobby curves look nic…

This post continues where Hobby Hilbert Simplex left

off. If you haven’t read it yet, start there. It explains the basics of Hobby

curves, Hilbert sorting and Simplex noise that I’m using.AnimationTo animate one of our drawings, instead of considering 40 lines, we’ll think

about 140 lines. The first frame of the animation will draw lines 1 through 40,

the second draws lines 2 through 41, and so on until the 100th frame is lines

100 through 140:I’ve used a single Hilbert sorter for all of the frames to remove some

jumping, but the Hobby curves still hop around. Also the animation doesn’t loop

smoothly, so there’s a giant jump from frame 100 back to frame 1.Natural cubicsHobby curves look nic…

OpenAI is making a play to be the Windows of AI: the all-encompassing platform that controls both hardware supplier and software developers.

Unified Model Access Use GPT-5x, Claude-4x, Gemini-3, Suno, Veo3x, and NanoBanana in one place.

Pick the best model for each task.

Full Creation Workflow From idea to output: text, image, music, and video creation in one AI creation platform workflow.

High-Quality Outputs Create production-ready visuals, music, and videos with quality designed for real-world use cases.

MeDF — Mutable Expression Description FormatMEDF is a document format designed to make text verifiable while allowing flexible presentation and reuse.

It is a format for describing the state that "a document existed at a certain point in time, with certain intent."

MEDF does not define its own canonicalization rules.

Citation FormatMEDF: paper-2026-example#methodologypaper-2026-example - Document ID- Document ID #methodology - Block IDPhilosophyCore Principles (see PHILOSOPHY.md / 思想.md):Does not judge correctness - MeDF does not determine truth, evaluate content, grant authority, or decide superiority Records "when/who/intent existed" - Not "is this correct?"

AI-Generated DocumentsPosition…

The bigger pictureI've come to believe that validation libraries fall into two categories: Framework validation (Jakarta, Spring): Great for binding/HTTP layer, terrible for domain purity.

There's a missing middle: Domain-native validation that reads like business rules and fails like typed domain events.

DiscussionFor those doing DDD or Clean Architecture in Java - how do you handle input validation without contaminating your entities?

Do you accept Jakarta annotations in your domain layer?

Also curious: would typed exceptions (e.g., NumberValueTooLowException vs IllegalArgumentException) actually help your production debugging, or is it over-engineering?

Awesome Local AIA curated list of resources for running AI locally on consumer hardware — LLMs, image generation, and AI agents without cloud dependencies.

Running AI locally means privacy, no subscriptions, and full control.

ContentsGetting StartedNew to local AI?

FrameworksOpenClaw - Open-source AI agent frameworkAutoGPT - Autonomous GPT-4 agentCrewAI - Multi-agent orchestrationLangChain - LLM application frameworkLlamaIndex - Data framework for LLM appsHaystack - NLP framework for agentsGuidesAdvanced TopicsGoing deeper into local AI.

Redditr/LocalLLaMA - The main hub for local AI discussionr/StableDiffusion - Image generation communityr/Ollama - Ollama-specific discussionr/Oobabooga - t…

Track token usage and costs across all your AI coding CLIs — Claude Code, Codex CLI, and Gemini CLI — in one dashboard.

Platform Architecture macOS x64, ARM64 Linux x64, ARM64 Windows x64Quick Start# Launch TUI dashboard npx toktrack # Get today's cost in JSON npx toktrack daily --json # Monthly summary npx toktrack monthly --jsonUsageTUI Mode (Default)toktrackCLI Commands# Open TUI at specific tab toktrack daily # Daily tab (daily view) toktrack weekly # Daily tab (weekly view) toktrack monthly # Daily tab (monthly view) toktrack stats # Stats tab # JSON output (for scripting) toktrack daily --json toktrack weekly --json toktrack monthly --json toktrack stats --jsonKeyboard ShortcutsKey Ac…

Article URL: https://forms.zams.com/t/gN4eXz3mMgus

Comments URL: https://news.ycombinator.com/item?id=46893734

Points: 1

# Comments: 1

OverviewFinqual is a spreadsheet connector backed by Finqual, a third-party financial data service, that allows users to retrieve clean, normalized fundamental financial data using simple formulas.

Instead of manually copying financial statements from websites or importing CSV files, Finqual lets users populate income statements, balance sheets, cash flow data, and financial ratios directly inside a spreadsheet.

Financial data can then be retrieved using spreadsheet formulas.

The FINQUALX function allows users to reference inputs from spreadsheet cells such as ticker symbols, date ranges, and reporting frequency.

For example, users can retrieve data using a formula such as: =FINQUALX("/prof…

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TuringDuel is based on a paper I read called "Minimal Turing Test" - what's the one word would you say to prove that you're human and not an AI? Unlike in the paper, I thought it would be fun to play against different LLMs for real, and not just once but 7 rounds (max). This is an alpha launch, the game is totally free but restricted to 1 visitor game and 2 games with sign-up as I am paying for all the tokens :/ Would love to get your feedback. What's broken, what do you like, what can I improve? submitted by /u/jacob-indie [link] [comments]

Serious question but also calling myself out. I used to say I had 5 side projects. Reality check. 3 were Notion docs 1 was a README 1 was “thinking about it” Nothing actually shipped. Lately I forced myself to only count something as a project if I touched code that day. Even tiny stuff. Sometimes that literally means opening AI coding tools on my phone and poking at logic for 10 minutes. Messy but things finally move. A few of us started sharing daily “what did you ship today” updates in a small Discord and the peer pressure weirdly works. Be honest though. How many of your projects are real vs just vibes? submitted by /u/Mental_Bug_3731 [link] [comments]

Hey everyone, I built a site where you can download videos from Youtube, TikTok (w/o watermark), X and Facebook. For each video, you’re also able to see a “preview” where you can see a snapshot of the video, the length and the title of it depending on where you got it from before you download it. I download a lot of videos online and use various sites for it, but a lot of them spam ads and look sketchy. I wanted one place to access all these tools because most of the sites I used prior usually only catered to one platform like Snaptik for example. Other than the video downloader I created some other features as well: Video to MP3 - can extract the audio from a video (can choose M4A or MP3 f…

It tells you when to post, which subreddits fit your niche, what keywords perform best, and tracks clicks from your posts. Built it to help with my own Reddit marketing and figured others might find it useful too. site: postica.io submitted by /u/dataneedscoffee [link] [comments]

This started from a dumb dinner table experiment. We put a notebook out and told the kids: draw something, write something, whatever. It became the best part of our day. Got me thinking - what if families could do this across distance, and it all became a real book at the end of the month? So I'm building Inklings. The idea: - Family members send handwritten notes and drawings to each other - Everything delivers in the morning, like mail — no infinite feed - At the end of every month, it all gets printed into a physical book - Family-only. No algorithms, no strangers, no ads. Stack: Next.js, Neon Postgres, Drizzle, Vercel. Running a waitlist with a referral bump system (share your link to m…

Fast, accessible coding agents that adapt to any repo Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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«Магнит» договорился о покупке контрольного пакета в сети «Азбука вкуса». В сделку вошли магазины «Азбука вкуса» в Москве и Петербурге, пять фабрик-кухонь и три распределительных центра. Условия сделки не раскрываются. По оценке опрошенных РБК экспертов, стоимость контрольного пакета «Азбуки вкуса» может составлять 35—40 млрд рублей.

Совет директоров ВТБ рекомендовал направить на годовые дивиденды 25,58 ₽ на акцию. Такая выплата дает доходность больше 20%. Но сможет ли компания позволить себе это? Оцениваем риски накануне собрания акционеров.

In 2025, AI startups raised nearly half of all global venture capital, a record-breaking $150 billion in funding. OpenAI alone pulled in $40 billion, Anthropic secured $13 billion, and xAI raised $10 billion. Most startups created last year were building something with AI. Which means that having AI no longer differentiates you. In 2026, saying […]

The post How startups differentiate when everything sounds like AI appeared first on EU-Startups.

Groningen-based BioTech startup QT Sense has raised €4 million to accelerate Quantum Nuova, their platform that uses quantum technology to track cellular stress within individual cells in real time – enabling scientists to watch cellular processes as they happen. The funding combines a €3 million Seed round led by Cottonwood Technology Fund, alongside follow-on funding from […]

The post QT Sense raises €4 million to develop quantum platform for cancer, sepsis and arthritis research appeared first on EU-Startups.

Vilnius-based capital markets infrastructure provider Axiology has secured €5 million in Seed funding to introduce new tokenised securities capabilities under the EU DLT Pilot Regime – bringing the full lifecycle of digital fixed-income instruments into one regulated environment. The funding round, led by Exponential Science, e2vc and Coinvest Capital, was joined by new investors TIBAS Ventures […]

The post Lithuanian startup Axiology raises €5 million to develop tokenised capital markets platform appeared first on EU-Startups.

Slate Venture Capital, a Paris-based venture capital firm dedicated to the climate transition, has secured a €132 million first close for its inaugural growth fund focused on energy and circularity. Disclosed investors include the European Investment Fund (EIF), Bpifrance and the Fonds National de Venture Industriel (FNVI), managed by Bpifrance and endowed by the French […]

The post French climate investor SlateVC raises €132 million first close for inaugural growth fund appeared first on EU-Startups.

BCAS, a Madrid-based EdTech startup specialised in flexible education financing, today announced the closing of a new €30 million debt round, led exclusively by Spanish neobank MyInvestor. With this new capital, the company aims to expand its operational capacity, introduce traditional instalment-based financing at affordable interest rates, and “significantly” increase the number of students who […]

The post Madrid’s BCAS raises €30 million debt to cover the A–Z of barrier-free education with flexible financing solution appeared first on EU-Startups.

Soundtrack Technologies, a Stockholm-based background music platform for businesses, today announced that it has acquired Tunify, a Belgium-based B2B music provider, and Ambie, a UK-based background music service dedicated to hospitality. With these acquisitions, Soundtrack has established commercial and operational teams across the UK and the Benelux. These teams work alongside existing staff in Stockholm […]

The post Soundtrack amplifies music-for-business market consolidation, acquires UK’s Ambie and Belgium’s Tunify appeared first on EU-Startups.

Sparxell, a University of Cambridge spin-out and innovator of bioinspired colour technology, has raised €4.2 million ($5 million) in pre-Series A funding to replace toxic chemicals in the €40 billion ($48 billion) global colourants market. The round is led by SWEN Capital Partners’ Blue Ocean 2 fund, with participation from Alpha Star Capital and Cambridge […]

The post Sparxell raises €4.2 million to scale plant-based colour technology for fashion and textiles appeared first on EU-Startups.

The Novo Nordisk Foundation has allocated up to €25 million for the BioInnovation Institute (BII) to launch a new initiative, ‘Upscalator’, to support Danish and European early-stage startups with facilities, services, and expertise to support that novel biosolutions reach the market and can drive the green transition. The BII is a life science and DeepTech […]

The post BII secures €25 million in Novo Nordisk Foundation funding to target early-stage European biosolutions startups appeared first on EU-Startups.

If 2025 was the year for setting global ambitions when it comes to technology and innovation, 2026 is the year we start realising our potential. Over the next 12 months, we will see the maturation of AI as it is applied to more industries. At the same time, a new race is emerging, the race […]

The post Startup opportunities in 2026: Quantum, regional innovation and the green revolution appeared first on EU-Startups.

Hublo, a Paris-based provider of workforce management software solutions for the healthcare sector, has raised received a €40 million reinvestment vehicle from growth investment firm Revaia. This investment will support Hublo in a new phase following its sale in 2025, aiming to extend support for the company beyond the initial holding period. This follows 2025’s […]

The post HealthTech platform Hublo secures €40 million Revaia reinvestment to support post-exit growth phase appeared first on EU-Startups.

Following our series of country articles, today we turn our attention to Greece’s innovation landscape, exploring the factors shaping its startup ecosystem and highlighting the momentum behind a new generation of technology-driven companies. Greece has steadily strengthened its position as a growing startup hub in Southeastern Europe, supported by an increasingly active venture capital scene, […]

The post From Athens to Thessaloniki: 10 of the most promising Greek startups to keep an eye on in 2026 appeared first on EU-Startups.

Veremark, a British workplace trust company, has raised €22 million ($26 million) in Series B funding to drive further investment in new products, AI, and continuing to expand the company’s global scale. The round was led by Gresham House Ventures, with participation from existing investors Samaipata, ACF Investors and Stage 2 Capital – inclusive of […]

The post London-based Veremark secures €22 million to expand AI-driven background screening tools appeared first on EU-Startups.

In southern Germany, an international fellowship programme designed to help startups explore new markets is returning for its 10th batch. The Stuttgart Region’s Startup Welcome Package continues its mission to attract international tech startups by offering a structured introduction to one of Europe’s strongest innovation ecosystems. Unlike previous editions, Batch #10 is open to tech […]

The post Startup Welcome Package launches Batch #10, welcoming international tech founders (Sponsored) appeared first on EU-Startups.

London-based Polaron, an AI-first materials company building the intelligence layer for the physical world, has raised €6.7 million ($8 million) to expand its engineering team, accelerate deployment of generative design tools, and support customer demand across automotive and energy. The round was led by Racine2, an impact-focused fund led by Serena and Makesense, with participation […]

The post London-based AI startup Polaron raises €6.7 million to build the “intelligence layer for materials science” appeared first on EU-Startups.

UBEES, a French startup focusing on applying beekeeping to regenerative agriculture, has raised €8 million in a Series A round to scale up, accelerate international expansion, and structure its teams. The round was co-led by European funds Starquest and Capagro, with participation from Newtree Impact. “This funding round marks a turning point. Every day, we […]

The post French startup UBEES raises €8 million to expand bee-powered regenerative agriculture globally appeared first on EU-Startups.

Hyped AI-audio generator ElevenLabs has raised $500m in a Series D funding round, valuing it at $11bn, with its CEO saying it is building towards an IPO. The $11bn valuation marks more than a tripli...

PayPal-backed UK fintech Modulr has reported its first full-year net profit, it says, ahead of announcements regarding its US expansion. Myles Stephenson, CEO and co-founder, heralded the achievement ...

Spanish startup BCAS, focused on flexible educationfinancing, has closed a €30 million debt round led by MyInvestor. The fundingwill be used to expand operational capacity, introduce instalment-basedf...

Today, February 4, is World Cancer Day. Cancer kills around 10 million people each year — more than HIV/AIDS, malaria, and tuberculosis combined. Fortunately, European startups are accelerating innova...

Runeasi, a KU Leuven spin-off focused on running and movement analysis, hasraised €1 million in a new investment round. The round was led by Smarter Ventures, with participation from existing investor...

Dutch-basedstartup QT Sense has raised €4 million to advance Quantum Nuova, aquantum-based platform that monitors cellular stress in living cells atsingle-cell resolution. The funding includes a €3 mi...

Linda AI, a healthtech startup focused onautomating front-desk operations for dental practices, has raised a €2.6million pre-seed round led by 6 Degrees Capital.The funding comes as voice AI adoptiona...

Cloover’s billion-dollar round headlines a fintech-heavy month led by GermanyHaberin devamını okumak için tıklayınız.

At Tech.eu, we keep track of the investment landscape with data-driven insights. Our Tech.eu Insiders enjoy unlimited, exclusive access to all our content, including market-intelligence analysis, rep...

Soundtrack Technologies has acquired Tunify, a B2B music provider serving the Belgian and Netherlands markets, and Ambie, a UK-based background music service dedicated to hospitality, with global clie...

MyC, a software platform dedicated to managing employee health in industrial, multi-site, and high-risk environments, announces a €10 million funding round led by Hi Inov. and including IXO and existi...

A London-based startup that automates R&D tax credits for tech companies has emerged out of stealth, with $1m in pre-seed funding, including backing from Andreessen Horowitz's (a16z’s) accelerator...

Swedish VC Kinnevik has written down the value of its stake in Swedish green steel startup Stegra by half, citing the higher anticipated costs of a plant it’s building as it looks to become a major pl...

Denmark’s largest startup organisation, TechBBQ, has received a strategic grant of €2 million (DKK 15 million) from the Danish Industry Foundation (Industriens Fond). Since its establishment in 2013, ...

London-based Veremark has raised $26 million inSeries B funding, led by Gresham House Ventures, with participation fromexisting investors Samaipata, ACF Investors, and Stage 2 Capital, alongside amult...

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, […]

The confirmation of two hacked victims further deepens an ongoing spyware scandal that, for now, appears largely focused on the Italian government.

The Italian government claims that accepting Paragon’s help would have compromised national security and classified information.

All Thibault Launay and his wife Simi wanted nearly five years ago was to build a dream home in Portugal, where they both now live. But what they encountered instead was a broken system. “Fourteen months of delays, 20% budget overruns, and endless stress managing over 10 subcontractors,” Thibault recalled. They bought the land in […]

This week on StrictlyVC Download, Strictly VC’s Alex Gove speaks with Eric Slesinger from 201 Ventures, a firm focused on seed-stage defense tech startups in Europe. They discuss Slesinger’s journey from CIA to investor and how he recognized the untapped potential in European defense tech while others were dismissive. They also chat about how he’s […]