These are gathered via a series of prompts during the configuration process with sensible defaults (where possible).

Using a Custom HandBrake Preset File - HandyMKV can be setup to use a custom HandBrake preset file.

Note: If there is a config.json file in the working directory at execution time, that file will be used instead of the user-wide configuration file.

When disabled, handymkv history and handymkv history clear will display an informational message rather than attempting to read or modify manifest files.

Parameters can be sourced from different places: prompted at runtime, hardcoded static defaults, or populated automatically from HandyMKV run data.

Agent-to-agent pair programmingWhat if you could let Claude and Codex work together as pair programmers, talking to each other directly?

I wanted to pursue the idea of mimicking human collaboration with multiple agent harnesses and another workflow used by programmers: pair programming.

It makes this feedback loop faster and more natural, while preserving context across iterations.

And I’m sure that there are some great observations to apply to this pair programming workflow.

Letting the agents loop can result in more changes than expected, which are usually welcome -- but unfortunately it makes the human review harder.

The Agentica SDK by Symbolica achieves an unverified competition score of 36.08% on ARC-AGI-3 [1], passing 113 out of 182 playable levels, and completes 7 out of the 25 available games [2].

Our implementation outperforms CoT baselines of 0.2% (Opus 4.6 Max) and 0.3% (GPT 5.4 High), while maintaining a far lower cost: Agentica's 36.08% for $1,005 vs. Opus 4.6's 0.25% for $8,900.

A comparison of the score and cost per task on the ARC-AGI-3 public eval set between Chain of Thought (CoT) models and the Agentica ARC-AGI-3 agent for Opus 4.6 (120k) High.

For details on the cost per task for Agentica Opus 4.6 (120k) High see the code.

ARC-AGI-3: A New Challenge for Frontier Agentic Intelligence.

Comments

Comments

Comments

Comments

‍An expensive language boundary‍At Reco, we have a policy engine that evaluates JSONata expressions against every message in our data pipeline - billions of events, on thousands of distinct expressions.

The approach was the same as Cloudflare’s vinext rewrite: port the official jsonata-js test suite to Go, then implement the evaluator until every test passes.

Correctness: 1,778 test cases from the official jsonata-js test suite + 2,107 integration tests in the production wrapper.

That work fed into how we handle AI code review more broadly now.

‍No longer just vibe coding‍There’s an active debate over whether fully hands-off AI code belongs in production.

By signing up you consent to receive the above newsletter from Postmedia Network Inc.

Thanks for signing up!

A welcome email is on its way.

If you don't see it, please check your junk folder.

The next issue of Top Stories will soon be in your inbox.

Comments

Apple has also confirmed to 9to5Mac that it has no plans to offer future Mac Pro hardware.

Mac Studio is the futureThe Mac Pro has lived many lives over the years.

Apple released the current Mac Pro industrial design in 2019 alongside the Pro Display XDR (which was also discontinued earlier this month).

With that in mind, the Mac Studio is clearly set up to be the ‘pro’ desktop Mac of the future in Apple’s lineup.

With the discontinuation of Mac Pro today, Apple now sells three desktop Macs:And three laptops:To me, this is the strongest Mac lineup in years, and perhaps the strongest Mac lineup ever.

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

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

You signed out in another tab or window.

Reload to refresh your session.

You switched accounts on another tab or window.

Comments

You include these in .c files using quotes:As your C programs grow, you’ll quickly outgrow the single-file “hello.c” style.

Every C program you’ll ever write follows this basic shape.

You’ve just written and run your first C program, a direct conversation between you and the machine.

You’ve now moved beyond syntax, you’ve built a working, reusable C program that interacts with real users.

A C compiler (like gcc or clang ) performs four major stages internally:Let’s unpack what happens between your .c file and the final executable.

New York City’s public hospital system announced that it would not be renewing its contract with Palantir as controversy mounts in the UK over the data analytics and AI firm’s government contract.

The president of the US’ largest municipal public healthcare system, Dr Mitchell Katz, testified last week before the New York city council that the agreement with Palantir would expire in October.

The group obtained the NYC Health + Hospitals contract with Palantir through a public records request, and shared the document with the Intercept and the Guardian.

Groups with the “No Palantir in our NHS” campaign in the UK are hoping New York City’s public hospital system’s decision to let the Palantir…

Using FireWire on a Raspberry PiAfter learning Apple killed off FireWire (IEEE 1394) support in macOS 26 Tahoe, I started looking at alternatives for old FireWire equipment like hard drives, DV cameras, and A/V gear.

On a Raspberry Pi, I can plug in this GeeekPi Mini PCIe HAT, and connect a StarTech Mini PCIe FireWire adapter.

Recompile the Linux Kernel with Firewire supportRecompile the Linux kernel, enabling the following features:CONFIG_FIREWIRE (Device Drivers -> IEEE 1394 (FireWire) support -> FireWire driver stack)(Device Drivers -> IEEE 1394 (FireWire) support -> FireWire driver stack) CONFIG_FIREWIRE_OHCI (Device Drivers -> IEEE 1394 (FireWire) support -> FireWire driver stack -> OH…

Following the 2018 Supreme Court decision Murphy vs. NCAA, sports gambling was unleashed into the world, and the leagues haven’t looked back.

And now here come the prediction markets, such as Polymarket and Kalshi, whose combined 2025 revenue came in around $50 billion.

“These predictive markets are the logical endpoint of the online gambling boom,” Coppins told me on my podcast Plain English.

People will sometimes ask me what business I have worrying about online gambling when people should be free to spend their money however they like.

Is it really so unbelievable that a politician might tip off a friend, or assuage an enemy, by giving them inside information that would allow them to pro…

The biggest source of error is typically the size of the gap between tabulated x values, not the precision of the tabulated values.

In fact, the interpolation error is on the order of 10−8 using 5th order interpolation, and that’s the best you can do.

The book includes a table of sine values, tabulated to 23 decimal places, in increments of h = 0.001 radians.

It says that 11th order interpolation will give you four decimal places of precision.

A large number of decimal places are needed in the tabulated values relative to the output precision because the spacing between points is so wide.

When the new ORE platform is launched later this year, authorship eligibility will be expanded to include researchers affiliated with institutions in the countries that participate in the consortium.

By hosting ORE, CERN will provide a neutral, reliable and sustainable environment, drawing on expertise gained through flagship open science initiatives such as Zenodo, Invenio and SCOAP3.

“For CERN, hosting Open Research Europe is a natural extension of our commitment to an open, community-led scientific infrastructure,” said Mar Capeáns, CERN Director for Site Operations.

“By ensuring open access to high-quality research, ORE facilitates the circulation of the latest research findings and amp…

layerleak the Docker Hub Secret ScannerCheck CONTRIBUTING.md for development and contribution guidelines.

Docker Hub / OCI image secret scanner that analyzes image layers, config metadata, and image history, then stores deduplicated findings by manifest digest.

Traditional secret scanners often treat a container image as a flat blob or depend on a local Docker daemon.

LAYERLEAK_TAG_PAGE_SIZE controls Docker Hub tag-list pagination for repository-wide scans.

How to startShow the CLI help:./layerleak --help ./layerleak scan --helpRun a scan against a public Docker Hub image:./layerleak scan ubuntu ./layerleak scan library/nginx:latest --format json ./layerleak scan alpine:latest --platform li…

Building on these insights, we trained Chroma Context-1, a 20B parameter agentic search model on over eight thousand synthetically generated tasks.

A key practical challenge for any multi-turn search agent is managing the context that accumulates over successive retrieval steps.

Final answer found is a binary score determined by whether the final answer exists in the set of output documents.

The embedding model, reranker, and search agent are currently trained independently: the agent learns to write queries against a fixed retrieval stack.

We presented Context-1, a 20B parameter agentic search model that reaches the Pareto frontier of retrieval performance with respect to cost and latency.

The answer is large pages: turbolite defaults to 64KB pages.

InstallationPython: pip install turbolite — see packages/python/import turbolite # Local compressed (no S3 needed) conn = turbolite .

The chunk+manifest model resembles turbolite's page groups + manifest, but Verneuil is a replication tool - you query local disk, not S3.

The chunk+manifest model resembles turbolite's page groups + manifest, but Verneuil is a replication tool - you query local disk, not S3.

SQLCipher: Page-level AES-256 encryption for local SQLite.

John Bradley, the longtime member of this community who was the founder, producer, and lead guitarist of Booster Patrol, died on March 20.

I couldn’t think of a better way to pay tribute to the man who was both a bandmate and a friend than to write a song for him in the style of which he was a master.

You can hear the first mix of the song here; when I finish it properly, I’ll put it up on Unauthorized in the Booster Patrol section.

Johnny B laid down his burden late on a Friday nightWith the music of his band still ringing in the fading lightSaint Peter met him at the gate, said Son, we heard you playLeo Fender built this gold guitar and he saved it for this dayThe choir’s been singing aca…

The software tools that can help us accomplish this are executable oracles.

Summary: By pinching the LLM’s results between opposing executable oracles for soundness and precision, synthesis of dataflow transfer functions worked really well.

Later in the post, the author talks about adding executable oracles for correctness (using a fuzzer) and for performance.

Summary: Creative use of existing and new executable oracles led to an impressive overall result.

In general, the playbook that you write should explain how to resolve conflicts where different executable oracles are giving different feedback.

The Geometric Lens C(x) energy field selects the best candidate (87.8% accuracy on mixed-result tasks).

git clone https://github.com/itigges22/ATLAS.git && cd ATLAS cp atlas.conf.example atlas.conf # set MODEL_PATH, DATA_DIR, GPU device sudo ./scripts/install.sh ./scripts/verify-install.sh # Run V3 benchmark python3 benchmark/v3_runner.pySee docs/SETUP.md for full installation instructions.

Project Structurebenchmark/ Benchmark suite (V2 runner, V3 pipeline, datasets) benchmark/v3/ V3 subsystems (16 modules: PlanSearch, BudgetForcing, PR-CoT, etc.)

Single-threaded task pipeline.

Benchmarks like AA-Omniscience and Humanity's Last Exam validate the fast-path routing, not the coding pipeline.

Absolutely.

If you're running your own Personal Data Server, Colibri works with it out of the box.

Just sign in with your handle or DID and we'll connect to your PDS directly.

You stay in full control of where your data lives - that's the whole point of the AT Protocol.

It is the grammaticians who argue about the Oxford comma (though the grammarians would certainly be offended if they saw incorrect comma use in writing).

So, without further ado, what is the Oxford comma?

The Oxford comma (also known as the series comma, the Cambridge comma or the Harvard comma) is the comma before the last item in a list – before 'and.'

The Oxford comma is called for.

All the style guides – APA, Chicago, MLA and AP (no need for an Oxford comma in that list) require or strongly recommend use of the Oxford comma, to avoid confusion.

TL;DR: it’s an Elixir app using Phoenix server side rendered pages, with the blog post pages generated from Markdown using NimblePublisher.

NimblePublisherMy setup closely matches the original Dashbit blog post Welcome to our blog: how it was made!, which led to the creation of NimblePublisher.

sort_by ( @posts , & &1 . date , { :desc , Date } ) # Let's also get all tags @tags @posts |> Enum .

find ( all_posts ( ) , fn post -> post .

loc } #{ if params [ :lastmod ] , do : " #{ params .

OpenTelemetry Profiles Enters Public AlphaSince OpenTelemetry first introduced Profiles, momentum has only grown towards building a unified industry standard for continuous production profiling, standing alongside traces, metrics, and logs.

With OpenTelemetry Profiles, we’re introducing an industry-wide standard for production profiling, with true vendor neutrality and powered by community and ecosystem support.

This allows validating that the exported profiles adhere to the technical specifications and semantic conventions of OpenTelemetry Profiles.

Some notable examples of the horizontal integration of Profiles include:OTel Collector now includes support for receiving Profiles data in spe…

What Engineering Actually MeansBefore we can argue that prompt engineering isn’t engineering, we need to establish what engineering actually is.

The term “software engineering” was coined at the 1968 NATO Conference on Software Engineering, where participants explicitly acknowledged that the phrase “expressed a need rather than a reality”[5].

This raises the key question for prompt engineering: is it on the path to earning the title – like software engineering in 1968, a discipline that will mature?

The tool that the engineering community built specifically to add precision to natural-language specifications has been largely ignored by the “prompt engineering” community.

Most people doing “…

Kernel Dialect of Scheme Considered HelpfulWhatI have been impressed by Kernel, created by John Nathan Shutt, for several years.

In standard Kernel, a vau operative receives the caller's dynamic environment as first-class value; it can read it, traverse it, and crucially, mutate it.

In Kernel, vau with match does both in one shot.

; ;; ------------------------------------------------------- ( define myor (vau args env ( if ( null?

args) #f ( let ((v (eval ( car args) env))) ( if v v (eval ( cons myor ( cdr args)) env)))))) ; ;; ------------------------------------------------------- ; ;; Usage — identical in all three: ; ;; ; ;; (myor #f #f 42) => 42 ; ;; (myor #f #f #f) => #f ; ;; (myor 1 …

We (me, Konstantinos Kallas, Nikos Vasilakis, and Vagos Lamprou) gave a tutorial at POPL 2026 on the POSIX shell:Recent years have seen a resurgence of research on the shell, from optimizing scripts to better leverage parallel and distributed computational resources, to the analysis of scripts for bug-finding, and even research on the usability and programmability of this simultaneously beloved and reviled programming environment.

Research on the shell has always had opportunities for practical impact and technology transfer; the recent resurgence was kickstarted by key insights on the particularities of the shell and its differences compared to other languages.

In this tutorial, we will te…

Using FireWire on a Raspberry PiAfter learning Apple killed off FireWire (IEEE 1394) support in macOS 26 Tahoe, I started looking at alternatives for old FireWire equipment like hard drives, DV cameras, and A/V gear.

On a Raspberry Pi, I can plug in this GeeekPi Mini PCIe HAT, and connect a StarTech Mini PCIe FireWire adapter.

Recompile the Linux Kernel with Firewire supportRecompile the Linux kernel, enabling the following features:CONFIG_FIREWIRE (Device Drivers -> IEEE 1394 (FireWire) support -> FireWire driver stack)(Device Drivers -> IEEE 1394 (FireWire) support -> FireWire driver stack) CONFIG_FIREWIRE_OHCI (Device Drivers -> IEEE 1394 (FireWire) support -> FireWire driver stack -> OH…

#f ) ( define listeners ( list )) ( define ( notify-listeners ) ( write-line "ssereload: reloading listeners" ) ( set!

reload (); } sse.

The Scheme implementation I’ve used is Chicken Scheme, which allowed me to build static binary to drop in ~/bin .

Chicken Scheme has green threads, and the mighty web server called Spiffy, but using the whole shebang for this felt as overkill.

Also, I'm sure that my Scheme code is not idiomatic: if you have tips, don't hesitate to point out the proper style.

A year of EYG development and proper open sourceIt's just over a year since the last EYG update.

EYG is officially open source.

By focusing on the language spec and a good quality first interpreter I'm moving EYG in the direction that most interests me.

All that remains is adding polish so that it can be moved into the open source code base and deployed.

To that end one of my experiments has been to use EYG code as the scripting environment available to an LLM.

Comments

Comments

ROCm 7.1.1: you can (not) build Issues encountered while building and maintaining ROCm packages by Luna NovaROC m :7.1 .

ROCm is critical for blender ray-tracing and machine learning on AMD, among many other workloads.

I've been maintaining the ROCm package set in nixpkgs for a year or so.

OK Mem[/503G] Tasks:, 414 thr, 1554 kthr;Swp[/132G] Load average:Uptime:Your GPU model is not supported at build time by packages that are required link dependencies of other major packages You can not build an empty stub library.

Some packages set x64 specific flags for no discernible reason.

March 26, 2026 – Ubuntu is set to adopt ntpd-rs by default.

We're thrilled to announce that in upcoming releases, Ubuntu will be adopting ntpd-rs as the default time synchronization client and server.

In upcoming releases, Ubuntu will be adopting ntpd-rs as the default time synchronization client and server.

Our initiatives on data compression, time synchronization, and privilege boundary, impact the digital security of millions of people.

Canonical, the publisher of Ubuntu, provides open source software, security, support and services.

The Geometric Lens C(x) energy field selects the best candidate (87.8% accuracy on mixed-result tasks).

git clone https://github.com/itigges22/ATLAS.git && cd ATLAS cp atlas.conf.example atlas.conf # set MODEL_PATH, DATA_DIR, GPU device sudo ./scripts/install.sh ./scripts/verify-install.sh # Run V3 benchmark python3 benchmark/v3_runner.pySee docs/SETUP.md for full installation instructions.

Project Structurebenchmark/ Benchmark suite (V2 runner, V3 pipeline, datasets) benchmark/v3/ V3 subsystems (16 modules: PlanSearch, BudgetForcing, PR-CoT, etc.)

Single-threaded task pipeline.

Benchmarks like AA-Omniscience and Humanity's Last Exam validate the fast-path routing, not the coding pipeline.

typedef struct { double start_time ; // Used by process.uptime() int next_timer_id ; // (We'll add more timers Timer * timers ; // in the next section.)

// ... } RuntimeState ;QuickJS provides a sensible place to store host state via JS_SetRuntimeOpaque(...) , which allows us to associate our own data with the QuickJS runtime abstraction.

// Declaring, then storing, our custom runtime state for later RuntimeState * state ; // .. state = calloc ( 1 , sizeof ( * state ) ) ; now_monotonic ( & state -> start_time ) ; JS_SetRuntimeOpaque ( rt , state ) ;An interesting aside here is how we track uptime (as opposed to wallclock time).

log ( 'A' ) ; // inside timer callback // schedules a QuickJS j…

Reuters:

Senior Trump officials say SMIC has been sending chipmaking tools to Iran for about a year; the US has sanctioned the company over alleged Chinese military ties — SMIC, China's largest chipmaker, has sent chipmaking tools to Iran's military, two senior Trump administration officials said on Thursday …

Lily Mae Lazarus / Fortune:

NY-based Blossom Health, which makes an “AI copilot” to augment psychiatrists' clinical decisions and automate office tasks, raised $20M in seed and Series A — Blossom Health has raised $20 million in seed and Series A funding to bring an AI “copilot” for psychiatry to patients nationwide, Fortune has exclusively learned.

Wall Street Journal:

Sources: SpaceX's IPO plans include investor visits to its sites, unusual lockup periods, and preferential treatment for investors in Musk's other companies — From the investor meetings to how shares are doled out, the billionaire is navigating his own path

Reuters:

Source: Elon Musk is discussing allocating as much as 30% of SpaceX's IPO to individual investors, at least three times the usual retail slice — Elon Musk is discussing allocating as much as 30% of SpaceX's initial public offering to individual investors — at least three times the usual retail slice …

Tyler Katzenberger / Politico:

Q&A with New Mexico AG Raúl Torrez about the New Mexico and LA social media trials, Big Tech's “Big Tobacco” moment, what it means for Congress, and more — Presented by With help from Aaron Mak — New Mexico Attorney General Raúl Torrez spent his early days …

Bloomberg:

Source: Thrive Holdings has landed $1B in commitments for a new fundraising deal and is considering raising at least another $1B after strong investor interest — Thrive Holdings, an offshoot of Joshua Kushner's venture capital firm Thrive Capital, is in discussions to raise at least $2 billion …

Ashley Capoot / CNBC:

A US judge grants Anthropic's request for a preliminary injunction in its suit against the Trump administration over the DOD's decision to blacklist the company — A federal judge in San Francisco granted Anthropic's request for a preliminary injunction in its lawsuit against the Trump administration.

Bloomberg:

In an interview, David Sacks says he has relinquished his role as AI and crypto czar after using up his time as a special government employee — White House adviser David Sacks said Congress could pass bipartisan artificial intelligence legislation within months, a move …

The Information:

Sources: Anthropic executives have discussed an IPO as soon as Q4, and bankers vying to take the company public expect it to raise more than $60B — Anthropic executives have discussed an initial public offering of the AI firm's shares as soon as the fourth quarter this year, according to people familiar with the matter.

Stephanie Palazzolo / The Information:

OpenAI has surpassed $100M in annualized revenue from ChatGPT ads, has expanded to 600+ advertisers, and plans to launch self-serve advertiser access in April — OpenAI has surpassed $100 million in annualized revenue from its ChatGPT ads business, six weeks after the pilot was announced, according to a spokesperson.

Natalie Lung / Bloomberg:

Google releases new tools for its Gemini AI assistant that let users upload chat history and context from other AI apps, making it easier to switch from them — Google released new tools for its Gemini artificial intelligence assistant that will let users upload chat history and context from other AI apps …

Chance Miller / 9to5Mac:

Apple discontinues the Mac Pro and says it has no plans to offer future Mac Pro hardware — It's the end of an era: Apple has confirmed to 9to5Mac that the Mac Pro is being discontinued. It is being removed from Apple's website as of Thursday afternoon. The “buy” page on Apple's website …

Mark Gurman / Bloomberg:

Sources: Apple granted out-of-cycle bonuses worth several hundred thousand dollars to iPhone hardware designers, as OpenAI and others poach its engineers — Apple Inc. awarded rare bonuses to iPhone hardware designers this week, aiming to stem a wave of departures to AI startups like OpenAI that are building their own devices.

Juli Clover / MacRumors:

X limits X Pro access to subscribers of the $40/month Premium+ plan without notifying users in advance; it was previously available in the $8/month Premium plan — Social network X is now limiting X Pro access to customers who subscribe to the X Premium+ plan, which is priced at $40 per month (or $33/month when paid annually).

Sandra Erwin / SpaceNews:

Xona, which aims to build a commercial alternative to GPS by launching a low-Earth orbit satellite constellation, raised a $170M Series C — The company is scaling up production as it looks to build a 258-satellite network to provide positioning, navigation and timing services

Riley Griffin / Bloomberg:

Meta plans to increase its investment in a data center in El Paso, Texas, to more than $10B, a significant rise from the initial $1.5B commitment — Meta Platforms Inc. will spend more than $10 billion to develop a data center in El Paso, Texas, a jump from prior projections and the latest …

Todd Spangler / Variety:

Netflix raises US prices following a January 2025 hike; standard with ads rises $1 to $8.99/month; standard with no ads and premium rise $2 to $19.99 and $26.99 — Netflix, for the second time in a little over a year, is raising prices for its three plans in the U.S. The new pricing …

Wall Street Journal:

Sources: X let go of 20+ staffers in nontechnical roles ahead of a SpaceX IPO; X staff have been told to focus on growing revenue since xAI brought on a CRO — Redundant roles have been removed as the social-media company tries to boost profit and integrate with Musk's space-exploration company

Tamara Djurickovic / Tech.eu:

Italy-based Subbyx, which builds infrastructure that lets businesses offer access-based subscriptions, raised a €30M Series A — Subbyx will use the funding to expand its subscription infrastructure platform, supporting businesses in transitioning from ownership to access-based models …

Wall Street Journal:

Fannie Mae will accept crypto-backed mortgages for the first time; Coinbase launches a mortgage product allowing buyers to pledge bitcoin or USDC as collateral — New offering from Better Home & Finance and Coinbase allows home buyers to pledge bitcoin and other cryptocurrencies when making a down payment

Mark Gurman / Bloomberg:

Sources: Apple plans to open up Siri to run any AI service via App Store apps in iOS 27, dropping ChatGPT as exclusive partner in Apple Intelligence and Siri — Apple Inc. plans to open Siri to outside artificial intelligence assistants, a major move aimed at bolstering the iPhone as an AI platform.

Vincent Chow / South China Morning Post:

The China Computer Federation calls for a boycott of AI conference NeurIPS after organizers barred submissions from US-sanctioned companies like Huawei — Move to comply with US sanctions sparks backlash, with China's top computing body threatening to blacklist the AI conference

Aisha Malik / TechCrunch:

Google expands Search Live, its AI conversational search feature previously limited to the US and India, to all languages and regions where AI Mode is available — Google announced on Thursday that it's expanding its AI-powered conversational search feature, Search Live …

Harshita Mary Varghese / Reuters:

Meta stock falls 6%+ to a 10-month low after juries in two US trials found the company failed to adequately warn or protect young users — Meta (META.O) shares fell 6% to a 10-month low on Thursday after rulings this week found the Facebook parent failed to adequately warn or protect young users …

Ivan Mehta / TechCrunch:

Cohere launches Transcribe, its first voice model; the 2B-parameter, open-source speech recognition model handles tasks like notetaking and speech analysis — Enterprise AI company Cohere on Thursday launched its first voice model: Transcribe is an open source automatic speech recognition model …

Complex/borderless tables, LaTeX formulas, and AI-generated picture/chart descriptions all via hybrid mode (hybrid mode)— Yes.

Complex/borderless tables, LaTeX formulas, and AI-generated picture/chart descriptions all via hybrid mode (hybrid mode) How do I use this for RAG?

Untagged PDF in → Tagged PDF out.

Auto-tagging generates the Tagged PDF; PDF/UA export is the final step (pipeline)— Converting Tagged PDF to PDF/UA-1 or PDF/UA-2 is an enterprise add-on.

We are committed to keeping the core accessibility pipeline (layout analysis → auto-tagging → Tagged PDF) free and open-source.

Install ffmpeg on your system, or set the IMAGEIO_FFMPEG_EXE environment variable.

To enablerepo look-ups and downloads online, pass 'local files only=False' as input.

Please check your internet connection and try again.

Trying to load the model directly from the local cache, if it exists.

解决方法：点击查看如何从网盘手动下载模型反馈建议 📢可以提交 issue 或者 pull request。许可证 📝点击查看 LICENSE 文件

Project N.O.M.A.D.

is a self-contained, offline-first knowledge and education server packed with critical tools, knowledge, and AI to keep you informed and empowered—anytime, anywhere.

For a barebones installation of the management application itself, the following minimal specs are required:Note: Project N.O.M.A.D.

Again, Project N.O.M.A.D.

The format is , where: Submit a pull request : Once your changes are ready, submit a pull request to the main repository.

TradingAgents: Multi-Agents LLM Financial Trading FrameworkNews[2026-03] TradingAgents v0.2.2 released with GPT-5.4/Gemini 3.1/Claude 4.6 model coverage, five-tier rating scale, OpenAI Responses API, Anthropic effort control, and cross-platform stability.

TradingAgents FrameworkTradingAgents is a multi-agent trading framework that mirrors the dynamics of real-world trading firms.

trading_graph import TradingAgentsGraph from tradingagents .

default_config import DEFAULT_CONFIG ta = TradingAgentsGraph ( debug = True , config = DEFAULT_CONFIG .

default_config import DEFAULT_CONFIG config = DEFAULT_CONFIG .

The Unified Toolchain for the Web runtime and package management, create, dev, check, test, build, pack, and monorepo task caching in a single dependencyVite+ is the unified entry point for local web development.

Vite+ is fully open-source under the MIT license.

Getting StartedInstall Vite+ globally as vp :For Linux or macOS:curl -fsSL https://vite.plus | bashFor Windows:irm https://viteplus.dev/install.ps1 | iexvp handles the full development lifecycle such as package management, development servers, linting, formatting, testing and building for production.

Configuring Vite+Vite+ can be configured using a single vite.config.ts at the root of your project:import { defineConfig } from 'vite-…

An Application that automates the process of making money online.

MPV2 (MoneyPrinter Version 2) is, as the name suggests, the second version of the MoneyPrinter project.

Watch the YouTube video hereFeaturesTwitter Bot (with CRON Jobs => scheduler )Twitter Bot (with CRON Jobs => ) YouTube Shorts Automater (with CRON Jobs => scheduler )YouTube Shorts Automater (with CRON Jobs => ) Affiliate Marketing (Amazon + Twitter)Affiliate Marketing (Amazon + Twitter) Find local businesses & cold outreachVersionsMoneyPrinter has different versions for multiple languages developed by the community for the community.

Code of ConductPlease read CODE_OF_CONDUCT.md for details on our code of conduct, and the …

⚡ QuickstartUnsloth can be used in two ways: through Unsloth Studio, the web UI, or through Unsloth Core, the code-based version.

Unsloth Studio (web UI)Unsloth Studio (Beta) works on Windows, Linux, WSL and macOS.

3.13 winget install -- id = astral - sh.uv - e uv venv unsloth_studio -- python 3.13 .\unsloth_studio\Scripts\activate uv pip install unsloth -- torch - backend = auto unsloth studio setup unsloth studio - H 0.0 .

3.13 winget install -- id = astral - sh.uv - e uv venv unsloth_env -- python 3.13 .\unsloth_env\Scripts\activate uv pip install unsloth -- torch - backend = autoFor Windows, pip install unsloth works only if you have PyTorch installed.

🦥 Unsloth NewsIntroducing Unsloth …

shadPS4Bloodborne by From Software Hatsune Miku Project DIVA Future Tone by SEGAYakuza 0 by SEGA DRIVECLUB™ by Evolution StudiosGeneral informationshadPS4 is an early PlayStation 4 emulator for Windows, Linux and macOS written in C++.

To verify that a game works, you can look at shadPS4 Game Compatibility.

Important macOS users need at least macOS 15.4 to run shadPS4.

Controller button Keyboard equivalent LEFT AXIS UP W LEFT AXIS DOWN S LEFT AXIS LEFT A LEFT AXIS RIGHT D RIGHT AXIS UP I RIGHT AXIS DOWN K RIGHT AXIS LEFT J RIGHT AXIS RIGHT L TRIANGLE Numpad 8 or C CIRCLE Numpad 6 or B CROSS Numpad 2 or N SQUARE Numpad 4 or V PAD UP UP PAD DOWN DOWN PAD LEFT LEFT PAD RIGHT RIGHT OPTIONS RETUR…

Dimensional is agent native -- "vibecode" your robots in natural language and build (local & hosted) multi-agent systems that work seamlessly with your hardware.

sensor_msgs import Image , ImageFormat class RobotConnection ( Module ): cmd_vel : In [ Twist ] color_image : Out [ Image ] @ rpc def start ( self ): threading .

sensor_msgs import Image from dimos .

agent import agent blueprint = autoconnect ( go2_connection (), agent (), ).

transports ({( "color_image" , Image ): LCMTransport ( "/color_image" , Image )}) # Run the blueprint if __name__ == "__main__" : blueprint .

Open-source framework for building your org's internal coding agent.

Note 💬 Read the announcement blog post hereArchitectureOpen SWE makes the same core architectural decisions as the best internal coding agents.

The repo is cloned in, the agent gets full permissions, and the blast radius of any mistake is fully contained.

Invocation — Slack, Linear, and GitHubAll three companies in the article converge on Slack as the primary invocation surface.

The open_pr_if_needed middleware acts as a backstop — if the agent finishes without opening a PR, the middleware handles it automatically.

Claude HUDA Claude Code plugin that shows what's happening — context usage, active tools, running agents, and todo progress.

This is a Claude Code platform limitation.

Restart Claude Code to load the new statusLine config, then the HUD will appear.

Claude HUD gives you better insights into what's happening in your Claude Code session.

Restart Claude Code so it picks up the new statusLine configOn macOS, fully quit Claude Code and run claude again in your terminalRequirementsClaude Code v1.0.80+Node.js 18+ or BunDevelopmentgit clone https://github.com/jarrodwatts/claude-hud cd claude-hud npm ci && npm run build npm testSee CONTRIBUTING.md for guidelines.

Production-ready agents, hooks, commands, rules, and MCP configurations evolved over 10+ months of intensive daily use building real products.

🚀 Quick StartGet up and running in under 2 minutes:Step 1: Install the Plugin# Add marketplace /plugin marketplace add affaan-m/everything-claude-code # Install plugin /plugin install everything-claude-code@everything-claude-codeStep 2: Install Rules (Required)⚠️ Important: Claude Code plugins cannot distribute rules automatically.

It runs locally through Claude Code's normal CLI/plugin surface, so it works with: Anthropic-hosted Claude CodeOfficial Claude Code gateway setups using ANTHROPIC_BASE_URL and ANTHROPIC_AUTH_TOKENand Compatible custom endp…

Or by creating an agent skill to use Chub using SKILL.md, and ideally prompting your agent to remember to use this skill.

Most of the time, it's simple — search, fetch, use:chub search " stripe payments " # find relevant docs chub get stripe/api --lang js # fetch the doc # Agent reads the doc, writes correct code.

Feedback flows back to authors — chub feedback stripe/api up or down — vote the docs up or down so they can get better for everyone over time.

Feedback (up/down ratings with optional labels) goes to doc authors, who update the content based on what's working and what isn't.

Agent feedback (up/down ratings from real usage) flows back to authors, helping surface what needs fixing an…

submitted by /u/StraightedgexLiberal [link] [comments]

submitted by /u/BigBadBabyDaddy_420 [link] [comments]

submitted by /u/mepper [link] [comments]

submitted by /u/StraightedgexLiberal [link] [comments]

submitted by /u/ubcstaffer123 [link] [comments]

submitted by /u/spherocytes [link] [comments]

submitted by /u/Logical_Welder3467 [link] [comments]

submitted by /u/Sciantifa [link] [comments]

submitted by /u/OnweirdUpweird [link] [comments]

submitted by /u/tylerthe-theatre [link] [comments]

submitted by /u/EmbarrassedHelp [link] [comments]

submitted by /u/MarvelsGrantMan136 [link] [comments]

submitted by /u/Well_Socialized [link] [comments]

submitted by /u/esporx [link] [comments]

-0.89 0.16 -8 -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 -0.89 0.16 0.08 -0.13 -0.54 0.16 -0.89 -8 -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 -0.89 0.16 0.08 -0.13 -0.54The dequantize function is only slightly more complicated than the symmetric version, this time requiring a subtraction as well as a multiplication.

BenchmarkingI wrote a whole post on LLM benchmarking, and one of the ways people measure the impact of quantization is to compare a model's score on some benchmarks before and after quantization.

ConclusionThe main thing I want you to take away from this post is that quantized models are pretty good, actually.

Some models these days go through what's called "quantization aware training" or …

Debunking zswap and zram mythstl;dr:If in doubt, prefer to use zswap.

LRU inversionBut wait, Chris, I set a priority on my zram swap device.

The trap is this: since the swap on the zram device has the highest priority, the kernel prefers zram for all allocations.

Please everyone direct their energy to pluggable zswap backends and backing-store-less zswap now instead of making the zram mess even worse.

The "pluggable zswap backends and backing-store-less zswap" Christoph mentions refers to active work to allow zswap to operate without any disk swap device at all – which would close the remaining use case for zram even in diskless setups.

Server ErrorOops!

Looks like the server had a hiccup.

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

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

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.

These LuminAID PackLite Nova inflatable solar camping lights are just as useful for camping, BBQs, or during an emergency.

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

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

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

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

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

Segway Navimow X3 Series ZDNET's key takeaways The Navimow X3 Series is on sale for $1,999.

A few small hills and tree roots peeking out of the grass make getting around rather difficult for robot mowers.

Starting at $2,299, the Segway Navimow X3 Series isn't the most affordable robot mower on the market, but it also isn't the most expensive.

Why the Segway Navimow X3 Series gets an Editors' Choice award The Segway Navimow X3 Series stands out among existing robot mowers because of its strong navigation and mowing ability.

From all the mowers I've tested, the Navimow X350 is the fastest, most reliable robot lawn mower.

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

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

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

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

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

I've collected my fair share of multitools and gadgets, but I've lost track of how often I've needed one -- only to realize it's sitting at home or in the car.

If I didn't need the AirTag carry feature, I'd probably go for the KeySmart Mini (yes, I like KeySmart gear).

KeySmart MultiTool, 5-in-1This tiny multitool fits inside the KeySmart Air (and is now almost 50% off, down to $10).

KeySmart Safe Box CutterThis handy box cutter is made from tough polyamide plastic and is a safe way to open letters and packages.

I've been using mine for a year now and they're still in great condition, and I've been cutting things with them that I shouldn't -- such as thin wires and thick plastic.

Several wireless chargers we've tested from brands like Anker, Twelve South, and more are marked down during Amazon's Big Spring Sale. Don't miss out on these savings.

The TCL QM8 is an excellent Mini-LED TV that offers high-quality picture and audio, and it's over 30% off during Amazon's Big Spring Sale.

With the recent introduction of the MacBook Neo, Apple has added a fresh entry-level option to its hardware lineup.

Also: After using MacBook Neo, it's clear Windows needs to rethink its PC strategy (and fast)But all that has changed.

The new MacBook Neo starts at $599 -- the same price as the latest affordable iPad Air M4 with 128GB of storage, bringing the MacBook experience to an accessible price point.

You want the more price-efficient optionBoth the MacBook Neo and iPad Pro start at $599, but the Neo is a little more cost-effective.

If the iPad Air M4 is a high-performing niche device, the Neo is more entry-level but also more versatile.

Disappointed in Amazon's Big Spring Sale LG TV deals? Right now at Best Buy, you can save $1,300 on one of the best OLED TVs on the market.

Spring is the perfect time to plan your garden, and I need all the help I can get with these discounted gardening gadgets during Amazon's Big Spring Sale.

ZDNET's key takeawaysYou can now easily move your WhatsApp chat history from iOS to Android.

Transferring your WhatsApp history from an Android phone to an iPhone has been a simple process for a while now, but moving from an iPhone to an Android phone wasn't nearly as easy.

From your iPhone, open WhatsApp and go to Chats > Transfer chat history > Transfer to Android.

Use multiple accounts on one iOS deviceAlso new for iOS users is the ability to have two accounts on one phone.

There are no storage limits for WhatsApp chats, but since the app saves any chats, photos, videos, voice notes, and other documents, storage space can become an issue over time.

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

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

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

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

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

USB-C breakaway connector 4 / 5 Very good pros and cons Pros Excellent range of swiveling and rotating.

But I wanted to prevent this incident from happening again, which is why I recommended my favorite USB-C magnetic swiveling breakaway connectors.

Here's my solution for broken portsAs my regular readers know, I'm a huge fan of USB-C magnetic breakaway connectors.

ZDNET's buying adviceThese swiveling breakaway magnetic USB-C connectors are among the cheapest I've seen -- $10 for a two-pack.

If you've already got some of the earlier breakaway connectors I've recommended, get these because you won't be disappointed.

Samsung's flagship OLED TV is worth every penny, but it's even better with this discount during the Amazon Spring Sale.

I looked across multiple carriers to find the best mobile device deals to help make your decision easier.

These are my favorite flagship phone deals right now.

Best phone carrier deals right nowiPhone 17 Pro Max for $300 (save $1,100) Jason Hiner/ZDNET Current price: $300Original price: $1,400 Powered by the A19 Pro chip, the iPhone 17 Pro Max delivers top-notch performance that few other phones can deliver.

Review: iPhone 17 Pro Max While the iPhone 17 Pro Max isn't available for free, there are plenty of deep discounts available.

Review: Galaxy S26 Ultra T-Mobile has a new promotion on the Galaxy S26 Ultra, where you can get the phone for just $200.

Sacks will be much further from power center in Washington than since the outset of this second Trump administration.

A federal judge has ordered that the Trump administration rescind recent restrictions it placed on the AI company.

Google is launching "switching tools" that, just as it sounds, will make it easier for users of other chatbots to switch to Gemini.

The site, whose policies are subject to change, has struggled with the issue of AI-generated writing.

Mastodon is redesigning user profiles to simplify the experience and better appeal to mainstream users and organizations.

The standard plan without ads now costs $19.99 per month, a $2 increase from the previous $17.99 subscription fee, while the premium plan is also going up by $2 and will now cost $26.99 per month.

From redirecting doomscrolling to training humanoid robots, these 16 startups stood out as the most interesting ones from an overflowing YC cohort.

The real-time headphone translations experience keeps each speaker’s tone, emphasis, and cadence intact, so it’s easier to follow the conversation and tell who’s saying what.

It's only the latest of several side project that the AI startup has ditched over the past week.

Senators Josh Hawley and Elizabeth Warren want the Energy Information Administration to gather more details about how data centers use power — and how that affects the grid.

In one year, Shield AI's value has leaped 140%. This after it won a contract to be the software provider to Anduril's Fury fighter jet for the U.S. Air Force.

Leaked hacking tools threaten the security of millions of older iPhones. Cybersecurity experts weigh in.

Search Live allows users to point their phone camera at objects to get real-time assistance, enabling back-and-forth conversations that draw on the visual context from the camera feed.

The new model in CapCut will have built-in protections for making video from real faces or unauthorized intellectual property.

When you’re building at breakneck speed, hiring a trusted team is crucial for an early-stage startup. Bland CEO and co-founder Isaiah Granet has tactical advice on how the company managed to find hidden talent in unlikely places.

Apple has discontinued the Mac Pro and says it has no plans for future models. "The 'buy' page on Apple's website for the Mac Pro now redirects to the Mac's homepage, where all references have been removed," reports 9to5Mac. From the report: The Mac Pro has lived many lives over the years. Apple released the current Mac Pro industrial design in 2019 alongside the Pro Display XDR (which was also discontinued earlier this month). That version of the Mac Pro was powered by Intel, and Apple refreshed it with the M2 Ultra chip in June 2023. It has gone without an update since then, languishing at its $6,999 price point even as Apple debuted the M3 Ultra chip in the Mac Studio last year. Read mor…

Elizabeth Warren and Josh Hawley are pressing the Energy Information Administration (EIA) to provide better information on how much electricity data centers actually use. In a joint letter sent to the EIA on Thursday, the two senators press the agency to publicly collect "comprehensive, annual energy-use disclosures" on data centers, saying it's "essential for accurate grid planning and will support policymaking to prevent large companies from increasing electricity costs for American families." Wired reports: In December, EIA administrator Tristan Abbey said at a roundtable that he expects the EIA "is going to be an essential player in providing objective data and analysis to policymakers"…

JPMorgan is piloting a system that monitors junior investment bankers to avoid burnout (source paywalled; alternative source). "[T]he bank will seek to match up hours claimed by the bankers with digital activity," reports Bloomberg. "The tool won't be used for evaluation purposes, but is designed to provide a better estimate of employee workloads." From the report: The program will monitor the weekly digital footprint, including video calls, desktop keystrokes, and scheduled meetings, the Financial Times reported earlier, adding JPMorgan plans to roll out the effort more widely across its investment bank. Banks on Wall Street are known for heavy working hours, but can in return offer salari…

An anonymous reader quotes a report from Ars Technica: Prospective Vizio TV buyers should know there's a good chance the set won't work properly without a Walmart account. In an attempt to better serve advertisers, Walmart, which bought Vizio in December 2024, announced this week that select newly purchased Vizio TVs now require a Walmart account for setup and accessing smart TV features. Since 2024, Vizio TVs have required a Vizio account, which a Vizio OS website says is necessary for accessing "exclusive offers, subscription management, and tailored support." Accounts are also central to Vizio's business, which is largely driven by ads and tracking tied to its OS. A Walmart spokesperson …

BrianFagioli writes: Mozilla just teamed up with Mila, the Quebec Artificial Intelligence Institute, to push open source AI -- and it feels like a direct response to Big Tech tightening its grip on the space. Instead of relying on closed models, the goal here is to build "sovereign AI" that's more transparent, privacy-focused, and actually under the control of developers and even governments. They're starting with things like private memory for AI agents, which sounds niche but matters if you care about where your data goes. Big question is whether open source can realistically keep up with the billions being poured into proprietary AI, but at least someone's trying to give folks an alterna…

Wikipedia has banned the use of generative AI to write or rewrite articles, saying it "often violates several of Wikipedia's core content policies." That said, editors may still use it for translation or light refinements as long as a human carefully checks the copy for accuracy. Engadget reports: Editors can use large language models (LLMs) to refine their own writing, but only if the copy is checked for accuracy. The policy states that this is because LLMs "can go beyond what you ask of them and change the meaning of the text such that it is not supported by the sources cited." Editors can also use LLMs to assist with language translation. However, they must be fluent enough in both langu…

Ancient Slashdot reader wiredog writes: Tracy Kidder, author of "The Soul of a New Machine," has died at the age of 80. "The Soul of a New Machine" is about the people who designed and built the Data General Nova, one of the 32 bit superminis that were released in the 1980's just before the PC destroyed that industry. It was excerpted in The Atlantic. "I'm going to a commune in Vermont and will deal with no unit of time shorter than a season." Read more of this story at Slashdot.

Chinese authorities have barred two Manus executives from leaving the country while investigating whether Meta's reported $2 billion acquisition of the Singapore-based AI startup violated foreign investment reporting rules. "Manus was founded in China but last year relocated its headquarters and core team to Singapore," notes the Financial Times. "Meta acquired it for $2 billion at the end of last year." The Financial Times reports: Manus's chief executive Xiao Hong and chief scientist Ji Yichao were summoned to a meeting in Beijing with the National Development and Reform Commission this month, according to three people with knowledge of the matter. They said Xiao and Ji were questioned on…

An anonymous reader quotes a report from Physics World: Researchers at the CERN particle-physics lab have successfully transported antiprotons in a lorry across the lab's main site. The feat, the first of its kind, follows a similar test with protons in 2024. CERN says the achievement is "a huge leap" towards being able to transport antimatter between labs across Europe. [...] To do so, in 2020 the BASE team began developing a device, known as BASE-STEP (for Baryon-Antibaryon Symmetry Experiment-Symmetry Tests in Experiments with Portable Antiprotons), to store and transport antiprotons. It works by trapping particles in a Penning trap composed of gold-plated cylindrical electrode stacks ma…

Reddit is rolling out human-verification checks for accounts that show signs of bot-like behavior, while also labeling approved automated accounts that provide useful services. The social media company stressed that these checks will only happen if something appears "fishy," and that it is "not conducting sitewide human verification." TechCrunch reports: To identify potential bots, Reddit is using specialized tooling that looks at account-level signals and other factors -- like how quickly the account is attempting to write or post content. Using AI to write posts or comments, however, is not against its policies (though community moderators may set their own rules). To verify an account is…

Longtime Slashdot reader theodp writes: In Melania and the Robot, the New York Times reports on First Lady Melania Trump's inaugural Fostering the Future Together Coalition Summit, which brought together international leaders, First Spouses from around the world, tech leaders, educators, and nonprofits to collaborate on practical solutions that expand access to educational tools while strengthening protections for children in digital environments (Day 2 WH summary). The Times begins: "On Wednesday, Mrs. Trump appeared at the White House alongside Figure 3, a humanoid, A.I.-powered robot whose uses, according to the company that makes it, include fetching towels, carrying groceries and servi…

Thirty years after the alleged 1996 "ET of Varginha" encounter, debate continues to rage over the events that happened in Brazil's self-styled UFO capital. An anonymous reader quotes an excerpt from the Guardian: The skies over this far-flung coffee-growing hub went charcoal black, the heavens opened and one of Brazil's greatest mysteries was born. "It really was something unique," recalls Marco Antonio Reis, a zoo director, who was at his ranch outside Varginha one stormy day in January 1996 when, he says, an otherworldly creature came to town. Reis and other locals claim the unusually ferocious downpour heralded a series of disturbing and seemingly paranormal events. At least six of the z…

The U.S. Postal Service plans to impose its first-ever fuel surcharge on packages (source paywalled; alternative source), adding an 8% fee starting in April as it struggles with rising fuel costs and ongoing financial pressure. The surcharge will not apply to letter mail and is currently expected to remain in place until January 2027. The Wall Street Journal reports: Other parcel carriers, including FedEx and United Parcel Service, have imposed fuel surcharges, as well as a basket of other surcharges and fees, for years. Both FedEx and UPS have dramatically raised their fuel surcharges in recent weeks as the price of oil has increased amid the turmoil in the Middle East. [...] The post offi…

New submitter haroldbasset writes: Canada's Immigration Department rejected an applicant because the duties of her current job did not match the Canadian work experience she had claimed, but the Department's AI assistant had invented that work experience. She has been working in Canada as a health scientist -- she has a Ph.D. in the immunology of aging -- but the AI genius instead described her as "wiring and assembling control circuits, building control and robot panels, programming and troubleshooting." "It's believed to be the first time that the department explicitly referred to the use of generative AI to support application processing in immigration refusals," reports the Toronto Star…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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.

Осознал недавно, чем вайб-кодинг в его классическом виде похож на лудоманию и при чем тут дофамин

Что за вайб-кодинг такой

Давайте сначала начнем с определений. Не каждая разработка с ллмкой — вайб-кодинг, но каждый вайб-кодинг — разработка с помощью ллмки.

Вайб-кодингом я буду называть программирование с помощью ллмки, в котором есть вот такие характеристики: Мало изначального планирования. Буквально короткое описание, вкинутое в ллмку и потом разберемся походу.

Попытка сразу попасть в нужную конечную точку. Желательно за одну итерацию.

Значительная часть кода написана ллмкой. Человек в целом не читает весь код, не проверяет его, только смотрит на результат. Архитектура придумана тоже ллмк…

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.

В сайд-бай-сайде вышла следующая версия

Изменения: Человекочитаемые URL для голосований

Было: /v/06b95c10-7688-4106-8e75-762035290c67/

Стало: /v/HairyParrotsPursueRudely/ Улучшение интеграции с Mattermost:

Сайд-бай-сайд сгенерирует превьюшки к уведомлениям в чате.

По окончании голосованию в чате будет итог голосования. Было: Стало: Мелочи: Кликабельные ссылки в описаниях. Ссылки в комментарии станут кликабельными.

На странице голосования теперь тоже показывается количество проголосовавших.

На странице голосований можно прокручивать картинки перетаскиванием мыши

Белый список доменов эл. почты. Можно указать домены, вход с которых будет разрешен.

Драг-н-дропать файлы можно на всю страницу, да…

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…

Hi! Instead of a boring scrollbar I made a scuba dude that swims down the page when you scroll.The idea came from nostalgia; remember SkiFree game on Windows? I wanted a skier skiing down my site. Building the skier mechanics in pure javascript turned out to be difficult so I started with a runner, added a santa hat, and recently built scuba buddy.You can try it directly as soon as you start to scroll down the page, and see the other animations with the "Change Animation" button.Technical details: entirely javascript, takes scroll depth value (window.scrollY) and inputs that into math.sin() functions. This lets CSS (transform: rotate() property) create rotations of the various stick-figure'…

A faithful port of Google's CausalImpact R package.

The Gibbs sampler is implemented in Rust (via PyO3), reproducing the same algorithm as R's bsts package while achieving 10-30x speedup.

[dev] "Quick Startimport pandas as pd from causal_impact import CausalImpact # Prepare your data: first column = response, remaining columns = covariates data = pd .

read_csv ( "your_data.csv" , index_col = "date" , parse_dates = True ) # Define pre- and post-intervention periods pre_period = [ "2020-01-01" , "2020-03-14" ] post_period = [ "2020-03-15" , "2020-04-14" ] # Run the analysis ci = CausalImpact ( data , pre_period , post_period ) # Print a summary table print ( ci .

Numerical Equivalence with RV…

Software& TechAI is reshaping every role in this cluster, but not equally.

Senior and specialized roles are gaining leverage while entry-level coding work faces the sharpest pressure.

jsoonSingle-file C query engine for JSON.

Builds a GPU structural index when an NVIDIA card is present.

()] [0,1] [-1] duplicates first match (RFC 8259) bad syntax rejected, never silently reinterpretedExamples$ echo ' {"users":[{"id":1,"name":"alice"},{"id":2,"name":"bob"}]} ' > data.json $ ./jsoon -s data.json ' $.users[*].name ' " alice " ; " bob " ; $ ./jsoon -s data.json ' $.users[0].id ' 1 ; $ ./jsoon -n -s data.json ' $.users[*].id ' 2$ printf ' {"ts":1,"msg":"start"}{"ts":2,"msg":"ok"}{"ts":3,"err":"fail"}' > log.jsonl $ ./jsoon log.jsonl ' $.err ' fail ; $ ./jsoon -n log.jsonl ' $.msg ' 2Use -s for single documents.

$ cat data.json { " a " :1, " b " :{ " c " :2}, " arr " :[10,{ " z…

About Dinner Party Practice: Master the Art of ConversationDinner Party Practice is a free online tool designed to help you become a more engaging, confident, and articulate conversationalist at any dinner party or social gathering.

Whether you are hosting an intimate dinner party, attending a friend's gathering, or simply want to sharpen your social skills, Dinner Party Practice gives you the perfect way to prepare.

At the heart of Dinner Party Practice is a simple idea: great dinner party conversation does not happen by accident.

Whether you are preparing for a real dinner party or just want to become someone who always has something interesting to say, Dinner Party Practice is your compa…

Promote StartupPromote Your Startup Everywhere That MattersA curated list containing hundreds of websites & directories where you can list your startup, tool, or side project - Sortable by domain authority to maximize your SEO impact.

If you're launching a new product, startup, or side project, one of the most effective and often overlooked growth strategies early on is submitting your project to online directories, launch platforms, and community boards.

We've curated a long list containing hundreds of websites where you can submit your project for increased visibility.

When a high authority website links back to your domain, it signals trustworthiness and relevance.

Many directories are f…

Article URL: https://nickakre.github.io/agentverse-social/

Comments URL: https://news.ycombinator.com/item?id=47538226

Points: 1

# Comments: 0

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

You Decide What AI Agents Can See and Do Discussion | Link

Build an AI business, get up to $100K. No equity taken Discussion | Link

A new remote desktop for macOS Discussion | Link

Plan vs reality and multi-team epic reviews in Jira Discussion | Link

The visual feedback tool for AI agents Discussion | Link

Your App Store data, beautifully visualized on your Mac Discussion | Link

AI coding agents meet 9 dev tools in a single IDE Discussion | Link

Run agent benchmarks in minutes, not hours Discussion | Link

Run a fleet of parallel Claude Codes Discussion | Link

AI coaching agent for youth football on Game Intelligence Discussion | Link

Free organization chart viewer for any company Discussion | Link

Highly autonomous agent for finishing complex, long tasks Discussion | Link

🐾 Pet SenS AI🐾 – Made for those who truly love pets. Discussion | Link

Open-source LLM tracing for agent visibility Discussion | Link

An AI social network for humans, agents & models Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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 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 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 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 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 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 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 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 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 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 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 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 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 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 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.

SolidWatts’ Seed round can be set against a broader run of funding in industrial decarbonisation and energy systems.

Taken together with SolidWatts, these rounds amount to over €180 million in funding, indicating steady capital flow into technologies linked to industrial heat, electrification, energy efficiency and adjacent infrastructure.

“Industrial process heating accounts for around 20% of global energy demand and roughly 10% of worldwide CO₂ emissions – yet it remains one of the hardest sectors to decarbonise.

SolidWatts develops a solid-state Radio Frequency (RF) platform designed to replace fossil fuel-based heating systems in industrial applications.

According to the company, electr…

We are pleased to announce that Brigitte Baumann, founder of efino and one of Europe’s top business angels, returns as a speaker at the EU-Startups Summit 2026 on 7-8 May in sunny Malta.

With more than 30 years of experience bringing new technologies to market across Europe and the US, Brigitte has built a strong reputation as a serial entrepreneur, business angel, board member, and ecosystem builder.

Over the years, she has worked closely with founders, investors, angel groups, seed fund managers, corporates, and public institutions, helping strengthen startup financing ecosystems and support innovation-driven growth.

Baumann returns to the 2026 edition of the summit to deliver a keynote t…

Wallingford-based Dexory, a provider of real-time warehouse data intelligence and autonomous solutions, has received €9.8 million (£8.5 million) from the British Business Bank as part of its ongoing Series C announced in October 2025.

Andrei Danescu, CEO and co-founder of Dexory, says, “We’re proud to have the support of the British Business Bank as we accelerate our expansion into global markets.

Together with Dexory’s €9.8 million, that points to almost €180 million in disclosed funding across this slice of the sector.

The platform is underpinned by intelligence from its global operational data, including more than a billion warehouse location scans, allegedly the largest pool of live war…

Allday Goods, an East London-based kitchenware brand turning plastic waste into high-quality kitchen goods, has raised nearly €883.7k (£765k) to scale with exciting new product releases and expand into new markets.

The board of Allday Goods, consisting of founder Hugo Worsley and Gozney, is now joined by FIGR.

FIGR’s Portfolio Director Ellie Craig first discovered Allday Goods in the pages of Esquire.

Now is the moment to take Allday from cult status to a kitchen staple,” said Ellie Craig.

According to FIGR, in Allday Goods, FIGR observed a founder-led brand developed through material experimentation rather than slide decks.

This week on the EU-Startups Podcast, we sit down with Jan Oberhauser, Founder and CEO of n8n, a Berlin-based workflow automation platform that enables developers and businesses to connect apps, automate processes, and build powerful AI-driven workflows while maintaining flexibility and control over their data.

Founded out of Jan’s own frustration with repetitive coding tasks, n8n has grown into one of Europe’s best-known automation companies, recognised for its fair-code approach, open nature, and strong appeal among both technical teams and enterprises.

In the interview, Jan shares how the idea for n8n first came about, the story behind the company’s unusual name, and why openness, self-h…

OpenUp, an Amsterdam-based employee mental health startup, has secured €20 million from venture capital firms Smartfin and Rubio Impact Ventures.

Although interest is growing strongly, the mental well-being market in Europe is still relatively small and fragmented.

At the same time, mental health is one of the most important challenges of the 21st century.

Founded in 2020 by Coppens, OpenUp is an employee mental health platform that provides direct support to build and retain resilient and engaged teams.

The company reported that its mental well-being platform currently has over 250 connected professionals and is accessible in 35 languages.

Arkadia Space, a Castellón-based SpaceTech startup focused on green propulsion systems for satellites and space vehicles, has been selected by the European Innovation Council (EIC) Accelerator, securing €14.5 million in funding.

The total funding comprises a €2.5 million grant, €6 million in equity from the EIC Fund, and €6 million in private investment.

According to Arkadia, this makes it the first Spanish space company to receive support through this instrument.

Arkadia Space was founded in 2020 by Francho García, Francisco Espinosa, Ismael Gutiérrez, and Sergio Soler, who had previously worked together at PLD Space.

The EIC boost follows the in-orbit validation of DARK, Arkadia’s green p…

It enables restaurants, chefs and food brands to improve their digital visibility, sell directly to customers, and manage customer relationships across multiple channels.

It enhances digital visibility, facilitates direct online sales to customers, and activates additional sales channels like takeaway, retail items, experiences, and subscriptions.

SOUS combines enhanced visibility across digital platforms, long-term customer loyalty, and additional direct business in a single solution.

It is also collaborating with key players in the restaurant technology ecosystem to speed up the platform’s adoption and become the growth layer of the restaurant technology stack.

Germany represents the comp…

We are excited to announce that entrepreneur, business angel, mentor, speaker, and author with a PhD in Artificial Intelligence and Computer Science, Dr. Arndt Schwaiger, will join the EU-Startups Summit 2026 on May 7-8 in sunny Malta.

He also brings first-hand experience as a co-founder of several technology businesses, combining deep technical expertise with a strong understanding of product and business strategy.

Join us at the EU-Startups Summit 2026 for two days of learning, networking, and inspiration.

The Group’s growth and diversification have resulted in a wide coverage of business sectors through a commitment to long-term results.

The IONOS Cloud Start-up Program provides young co…

London based TravelTech startup Vuelo has raised €64 million (£56 million) in Seed funding to expand its AI-native travel booking platform, enabling customers to discover, book, finance, and plan through a single intelligent experience.

The round includes €6.9 million (£6 million) in equity funding led by Backed VC and Play Ventures, alongside €57 million (£50 million) in debt financing provided by Viola Credit.

“Vuelo is different because we’re not bolting credit onto a booking engine or AI onto a payments product.

We’re building a single platform which offers discovery, booking, financing, and in-trip support.

Collectively, those four travel-focused rounds amount to about €18.6 million, w…

Mandel AI, a Sofia-based startup specialising in AI supply chain coordination that helps manufacturers manage supplier coordination, detect disruptions, and automate procurement, has closed a €3.6 million Seed round.

“Every supply chain system was built to track what happened.

We built the AI for the people who keep supply chains running,” said Nick Gospodinov, Founder and CEO.

Founded in 2023, Mandel AI aims to replace the spreadsheets and email chains that still run most industrial supply chains today.

It surfaces supply chain disruptions and supplier updates with email AI.

This milestone underscores the long-term partnerships and operational depth we have built across Europe.”Munich-based Entrix’s €43 million raise comes amid a broader wave of investment into battery storage, optimisation software and grid-flexibility platforms across Europe.

Additional activity spans adjacent flexibility and storage technologies, including Hybrid Greentech (Copenhagen, €15 million), Photoncycle (Oslo, €15 million), and LIFEPOWR (Antwerp, €5.65 million).

According to the company, as renewable penetration accelerates and power markets become increasingly volatile, orchestrating flexibility across markets becomes critical, and increasingly urgent.

Iberia is one of Europe’s most…

Over five days, European Deeptech Week brought together more than 1,900 participants from 45 countries, featuring 330 speakers across 20 parallel events.

A central hub for Europe’s deeptech ecosystemBeyond its programme, European Deeptech Week highlighted the importance of having a centralised space where Europe’s deeptech community can come together to exchange ideas, align priorities and develop new solutions.

This combination of idea exchange and practical execution reinforced the role of European Deeptech Week as a platform not only for discussion, but for action.

European Deeptech Week 2026 showed that when Europe’s deeptech community comes together in a focused and coordinated way, it…

Epoch Biodesign, a London-based BioTech startup specialising in enzymatic recycling technology, has closed a €10.3 million ($12 million) financing round to accelerate the commercialisation of its recycled nylon 6,6.

Very soon, recycled nylon 6,6 will be available to our partners in apparel, automotive and beyond.”Founded in 2019, Epoch Biodesign combines artificial intelligence and advanced synthetic biology to design enzymes to efficiently recycle end-of-life plastic and textile waste at a commercial scale.

“With Epoch’s process, waste garments and other nylon materials will be transformed back into their original chemical building blocks – monomers, specifically adipic acid and HMDA.

Earl…

Deep Science Ventures (DSV), a UK-based deeptech venture creator, and Renaissance Philanthropy, a nonprofit fueling a 21st-century renaissance by increasing the ambition of philanthropists, scientists...

Bioniq, creator of personalised supplements based on blood biomarker analysis, has entered into an agreement for the sale of its assets to global nutrition company Herbalife. Founded in 2019, Bioniq d...

We don’t get many press pitches about consumer brands these days, so when I heard about a kitchen knife company that had raised VC funding, my interest was piqued. Allday Goods is an East London-base...

In the UK, 53 per cent of high-growth businesses are based outside London, but they receive only 39 per cent of the funding. Jenson Brook is a serial entrepreneur and the founder of Britain's Got Sta...

Cambridge-based deeptech company Theia Insights has raised $8 million in Series A funding, ledby MiddleGame Ventures, with participation from Further Ventures and UnusualVentures. The round brings the...

Stockholm-based Galdera Labs has launchedwith €1.5 million in pre-seed funding to develop an AI-driven platform forfinancial modelling. The round was led by J12 Ventures, with participation fromAntler...

The 2025 funding landscape inFinland reflects a combination of large late-stage rounds and a broad level ofearly-stage activity. With approximately €2.9 billion raised, a substantialportion of capital...

Giraffe360, an AI-powered real estatemarketing technology company, has closed a $10 million Series B funding roundled by Cipio Partners. Existing investors, including Founders Fund, which ledthe compa...

Spanish space company Arkadia Space has secured €14.5 million in fundingfrom the European Innovation Council Accelerator. The package includes a €2.5million grant, €6 million in equity from the EIC Fu...

Amsterdam-basedSOUS, an AI-powered growth platform for independent food and beveragebusinesses, has raised €4 million in seed funding. The round was led by Seed +Speed Ventures, with participation fro...

After more than a year of quietly investing, German VC firm futurepresent is emerging from stealth with Fund I totalling $300 million.The firm is being built as a deliberately small partnership with a...

Granola, the AI note-taking app, has bagged a $125m funding round, elevating its valuation to $1.5bn, hitting unicorn startus, it announced today. The funding round was led by Index Ventures, with par...

Mandel AI has raised $3.9 million Seed funding to build coordination for global supply chains. The startup has developed an AI supply chain coordinator that helps manufacturers manage supplier coord...

One of Germany’s most high-profile fintechs in recent years is cutting 20 per cent of its workforce, as it looks to become an “AI-native bank", marking the latest restructure at Solaris.Solaris, which...

Battery optimisation company Entrix today announced two critical milestones. It has raised €43 million in funding and reached 3 GW / 8.5 GWh of contracted battery storage capacity. Of the contracted ...

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

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

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

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

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

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

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

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

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

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

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

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.