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## Summary [summary]: #summary This document establishes a policy for how LLMs can be used when contributing to `rust-lang/rust`.

Therefore, we ask to bound the scope of this PR specifically to the policy itself.

It is only intended to set out the future policy of `rust-lang/rust` itself.

## Rationale and alternatives [rationale-and-alternatives]: #rationale-and-alternatives - We could create a project-wide policy, rather than scoping it to `rust-lang/rust`.

- [forgejo](https://codeberg.org/forgejo/governance/src/branch/main/AIAgreement.md) - bans AI for review, does not explicitly require contributors to understand code generated by ai.

Have a Coherent AI Policy 2026-05-14 leadershipAIMy very first job out of college was at a law firm with hundreds of paralegals.

The idea is that the company will encourage the adoption of AI tools by creating a leaderboard of who is using the most tokens.

TL;DRNo AI mandateYou must understand what your AI generated code doesYou must be able to do your job if your AI tooling disappearsCare about your teammates and our customersLet’s go over these in more detail.

If AI tooling is constantly spitting out code that does not conform to our coding standards, the AI tooling is what needs to change, possibly by improving our AGENTS.md file.

However, if your AI tools disappear tomorrow and you find…

ICLR 2026 — Institutional Affiliations Dataset & AnalysisEnd-to-end pipeline that turns 5,356 ICLR 2026 accepted papers into a clean, PDF-derived institutional-affiliation dataset and a publication-ready treemap of who is shaping AI research right now.

5,356 accepted papers with PDF-derived authors and institutions, normalized institution canonical names, country/region, abstract, OpenReview URL.

Canonicalization : ~250 regex rules collapse spelling/abbreviation variants (HKUST = Hong Kong University of Science and Technology = The Hong Kong University of Science and Technology, etc.).

: ~250 regex rules collapse spelling/abbreviation variants (HKUST = Hong Kong University of Science and Te…

Rob Miller, of Public Digital - a consultancy founded by former government tech experts - added that the government should not just consider whether to curb reliance on big tech "but how quickly it is willing to invest in the capability to do so."

More than 60 percent of the United States is experiencing drought conditions, with more than 20 percent in an extreme drought.

Andrew Ellis, a climatologist at Virginia Tech said the current conditions are among the worst in decades because the combination of intensity and aerial coverage is rare.

While dryness from the West through the southern Great Plains and into the Southeast La Niña years, Ellis noted this specific event was atypical because the Pacific Northwest remained so dry.

“In these areas, extreme and exceptional drought conditions are rather widespread,” Ellis said.

“Looking beyond summer, it appears we may be in store for a historic El Niño event next fall and winter,” Ellis …

They specifically address the AI Scribe program, the Ontario Ministry of Health initiated for physicians, nurse practitioners, and other healthcare professionals across the broader health sector.

Nine out of 20 AI systems reportedly “fabricated information and made suggestions to patients' treatment plans” that weren’t discussed in the recordings.

Six of the systems “missed the patients’ mental health issues fully or partially or were missing key details,” per the report.

REG ADAccording to the report, the weight given to various categories of AI Scribe performances was wonky.

In other words, criteria tied to accuracy, bias controls, and key security and privacy safeguards made up only a sm…

Is this a project that starts and ends with DeepSeek v4 Flash?

For local inference, to have a ds4-coding, ds4-legal, ds4-medical models make a lot of sense, after all.

It is the first time since I play with local inference (I play with it since the start) that I find myself using a local model for serious stuff that I would normally ask to Claude / GPT.

DeepSeek v4 Flash is really an impressive model, no doubt about that.

If you can imagine in your mind the small good local model experience as A, and the frontier model you use online as B, DS4 is a lot more B than A. I can’t wait for the new releases, honestly (btw, thank you DeepSeek).

Get Full Route InsightsExplore the full route with stops, tips, and navigation — preview, follow, or download for offline use.

Take ControlDepending on the vehicle integration we allow you to take control over the charge process, climate control, tuning parameters of the engine and more.

Scripting capabilities, including interfacing to external charge control systems, take this to a new level.

/ Skills Domain expertise, conventions, and step-by-step methods Claude draws on automatically when relevant — and slash actions you trigger explicitly: /commercial-legal:review , /privacy-legal:dsar-response , /litigation-legal:claim-chart .

The trust layer for community legal skillsThe community is building legal skills fast — registries like LegalOps Consulting's lpm-skills and Lawvable already list dozens.

A /commercial-legal:cold-start-interview with five signed MSAs, your playbook, and your escalation matrix will make the review skills noticeably sharper.

The hub runs /legal-builder-hub:skills-qa against every skill before installing — it scores the skill against the Legal Skill Desig…

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That’s what we mean by “Shift FinOps Left”, and we’ve seen strong pull from engineers who use Infracost in their terminals, CI/CD pipelines and IDEs.

About the roleWe’re hiring our first Developer Advocate to help more engineers discover and fall in love with Infracost.

You’ll collaborate with marketing, product and engineering, but you’ll own the developer voice outside the company.

You’ll collaborate with marketing, product and engineering, but you’ll own the developer voice outside the company.

Create compelling content (blog posts, videos, tutorials, demos, sample code, example repos) that show developers how to use Infracost and integrate it into their workflow.

Tesla then shipped a firmware update that adds an anti-downgrade check to the update routine.

In a previous article , we presented an attack against the Tesla Wall Connector Gen 3 used during Pwn2Own Automotive 2025.

So the anti-downgrade is enforced exclusively by one piece of code, switch_to_new_firmware() , at one moment: when routine 0x201 is called.

Or simply force a reboot after a successful update, or reject any new update session once routine 0x201 has succeeded.

We reported this vulnerability to Tesla and it was fixed in a firmware update several months ago.

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The KDE project turns 30 in five months, but it already got an early birthday present: €1,285,200 from Germany's Sovereign Tech Fund.

KDE Linux is the desktop project's technologically radical in-house distro, which is still in development.

For failover, these update one another, similarly to ChromeOS (and both obviously use KDE Plasma as their desktop).

One could interpret the STF money as some level of endorsement of the ideas behind KDE Linux.

On the small end of the scale, digital artist Wimer Hazenberg recently described How I Moved My Digital Stack to Europe.

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Other German security agencies are also pushing for this, especially the Federal Intelligence Service (Bundesnachrichtendienst, BND) for foreign intelligence and the Federal Criminal Police Office (Bundeskriminalamt, BKA).

Bünger, referring to relevant rulings by the Federal Constitutional Court (Bundesverfassungsgericht, BVerfG), advocates for clear legal regulations with strict limits and effective oversight.

Successful constitutional complaintThe German Society for Civil Rights (GFF), a Berlin-based non-profit association, has already launched legal proceedings against the unrestricted use of Palantir software by German security agencies.

She supports the reported refusal of the domestic…

I remember that a fraternity’s ill-concoted plot to use AI on an asynchronous midterm ended with most of them getting 70s.

The best universities preach the efficiency, convenience, and countless other benefits of chaining one’s intellect to a very charming machine.

If the best use of AI is “cheapening” education (removing work from professors by generating essay feedback, examinations, course material, etc.)

— in sum automating and standardizing “teaching” — why would it make any sense for the “best” schools, which claim to spare no expense on education, to turn to it?

It is true that one particular form of the university — the post-WWII research university — is dead, its death rattles read…

At this writing, the top three on Tripadvisor are the Beverly Hills Hotel, Hotel Bel-Air, and the Peninsula Beverly Hills.

One of those defining moments is the Popsicle Hotline.

It’s a small defining moment that doesn’t cost much to produce, but has paid off for the Magic Castle Hotel.

In The Power of Moments, the Heath brothers identify four metatypical defining moments.

“The whole literature on customer experience and employee experience is essentially focused around delight,” he says.

Curious what others think about this recently popular lifestyle shift.

I love my coding, selfhosting, and useful tools but I’ve found myself moving towards “low” tech solutions such as pen and paper or just micro, iPod, a physical calendar versus all these different SaaS and selfhosted services.

Porting 3D Movie Maker to LinuxDid you know you can now run Microsoft 3D Movie Maker natively on Linux?

Visual Studio Code showing the 3D Movie Maker source codeOne of the first things I thought of doing when the source code was released was trying to port it to a new platform.

Mark was interested in porting 3DMM to Linux so he could get it running on a Raspberry Pi for his children to use.

We worked together over the last year to get 3DMM working on Linux, with Mark focusing on Linux porting while I focused on SDL porting on Windows.

Check out Mark’s blog series on porting 3DMM to Linux which has a great writeup of some of the other technical challenges we encountered.

TLDR; This post is a complete implementation of a Daikon-style runtime invariant miner in Python, including instrumentation, trace collection, candidate invariant checking, and implication-based suppression.

For example, x >= 0 or x == y .

If x == y holds, then x <= y and x >= y are both implied by it and need not be reported separately.

If x == y holds then both x <= y and x >= y add no information.

EPSILON = 1e-10 def newton_sqrt(n): x = float(n) prev = 0.0 while abs(x - prev) > EPSILON: prev = x x = (x + n / x) / 2.0 return x def newton_step(x, n): return (x + n / x) / 2.0We run the miner on a range of positive inputs.

Please wait a moment while we ensure the security of your connection.

a++ (a_mem == 6, a_copy == n/a)Code 1 Code 2 Code 3 Code 4 Code 5 Code 6 int a = 5;a = a++ + a++; int a = 5;a = a++ + ++a int a = 5;a = ++a + a++; int a = 5;a = ++a + ++a; int a = 5;a = a++; int a = 5;a = a + ++a;Compiler/Lang Ver.

Result 1 Result 2 Result 3 Result 4 Result 5 Result 6 gcc 2.95 12 13 14 13 6 12 gcc 4.1 12 13 14 13 6 12 gcc 4.2 12 13 14 13 6 12 gcc 4.2.1 Apple 12 13 14 13 6 12 gcc 4.3 12 13 14 13 6 12 gcc 4.3.3 12 13 13 14 6 12 gcc 4.4.4 12 13 13 14 6 12 gcc 4.6.0 (exp.)

12 13 14 13 6 12 gcc 4.5.1 MinGW64 12 13 13 14 6 12 tcc 0.9.25 ??

5 12 Microsoft C/C++ 16.00.30319.01 (80x86) 12 13 13 14 6 12 Embarcadero C++ 6.31 for Win32 12 13 13 14 6 12 Intel C++ 12.0.1.127 12 13 13 13 …

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PostgreSQL 18.4, 17.10, 16.14, 15.18, and 14.23 Released!

The PostgreSQL Global Development Group has released an update to all supported versions of PostgreSQL, including 18.4, 17.10, 16.14, 15.18, and 14.23.

Versions before PostgreSQL 18.4, 17.10, 16.14, 15.18, and 14.23 are affected.

Versions before PostgreSQL 18.4, 17.10, 16.14, 15.18, and 14.23 are affected.

Versions before PostgreSQL 18.4, 17.10, 16.14, 15.18, and 14.23 are affected.

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While there, we also shared with Apple our latest vulnerability research report: the first public macOS kernel memory corruption exploit on M5 silicon, surviving MIE.

The latest flagship example is MIE (Memory Integrity Enforcement), Apple’s hardware-assisted memory safety system built around ARM’s MTE (Memory Tagging Extension).

The implementation path involves two vulnerabilities and several techniques, targeting bare-metal M5 hardware with kernel MIE enabled.

Landing a kernel memory corruption exploit against the best protections in a week is noteworthy, and says something strong about this pairing.

To the best of our knowledge, this is the first public macOS kernel exploit on MIE hardwa…

Many of them address the difference between the syntactic order of SQL clauses and the logical order of evaluation.

While we can easily see the syntactic order in the statement itself, such as select , from , order by , the logical evaluation order is more subtle.

Even though the logical evaluation order often follows the syntactic order, there are exceptions such as the select clause.

For the query above, the logical order of evaluation is from , select , order by .

So far I’ve mentioned two orders of SQL: the syntactic order (order of clauses in the statement) and the logical order of evaluation.

IMA, dm-verity, and on-disk checksums operate on the stored file, not the page cache.

The page cache is indexed by file and offset — both of which you control as an unprivileged user.

Target is a file path and byte offset, both attacker-controlled.

Namespace isolation is filesystem and process namespace isolation; it does not isolate the page cache.

Further ResourcesCopy Fail — CVE-2026-31431Dirty Frag — CVE-2026-43284 + CVE-2026-43500io_uring ZCRX OOB Write — CVE-2026-43121CrackArmor — CVE-2026-23268 through CVE-2026-23411Fragnesia — CVE-2026-46300 (disclosed today — patch not yet in stable)Lineage and ContextOperational and Patching

There've been endless discussions about whether we should ban LLM-generated text, or change the ai/vibecoding tags, or etc.

My proposal here is that comments on these stories that just say "this is LLM slop" or something equivalent should be flagged as off-topic.

It's also frustrating to submit a story that I thought was interesting and (for whatever reasons) didn't trip my slop-o-meter, and then have the only comment be "would have been a nice article if it weren't written by an LLM".

It's even more frustrating, and frankly kindof demoralizing, to have an article that I wrote (without an LLM) get submitted and then get accused of it being LLM-generated [1].

[1] To be clear that hasn't happ…

How I Moved My Digital Stack to EuropeOn digital sovereignty, and why European cloud is better than you think10 min.

Digital SovereigntyDigital InfrastructureDigital AutonomyEuropean CloudEurope100% accurate European digital infrastructure, AI generatedThere’s a version of this post that starts with a spreadsheet and ends with a quiet sense of satisfaction.

Digital sovereignty sounds like a buzzword until you think carefully about what it means.

Proton Pass is end-to-end encrypted, open source, and benefits from the same Swiss jurisdiction as the rest of Proton’s stack.

For me, it’s a simple remote error log, when something breaks in production I get a stack trace and that’s enough.

This first post is going to focus on dumping, analyzing, and modifying HDD firmware.

Over the years I had read a few posts/articles about modifying HDD firmware but nothing I could pick up and run with.

As it would later turn out I found other ways to dial in my race condition attack and ended up not needing to modify the HDD firmware at all.

This actually turned out to be a great strategy, search for firmware update utilities on OEM websites which gets you the firmware and firmware update utility that will:Decrypt/deobfuscate the firmware if it’s protected.

Rather than keep this topic in obscurity I decided to open source the IDA and firmware related scripts I wrote to help others start lo…

Associated Press:

Musk v. Altman: in closing arguments, Musk's attorney doubled down on claims of Altman's untrustworthiness, while OpenAI's lawyer said Musk has no evidence — Lawyers for Elon Musk and OpenAI made their final arguments Thursday in the landmark trial whose outcome could shape the future of artificial intelligence.

Bloomberg:

California Gov. Gavin Newsom proposes a new 7.25% tax on web-based software sales, targeting $1.1B in state and local tax revenue in the upcoming budget year — California Governor Gavin Newsom is proposing a new tax on cloud-based software sales, turning to the technology sector for billions …

Tanaya Macheel / CNBC:

Gemini reports Q1 revenue up 42% YoY to $50.3M, vs. $47.9M est., announces a $100M capital injection from Winklevoss Capital Fund; GEMI jumps 22%+ after hours — Gemini Space Station, the crypto exchange founded and led by the Winklevoss brothers, saw shares surge in extended trading …

CJ Haddad / CNBC:

Cerebras co-founders CEO Andrew Feldman and CTO Sean Lie own stakes worth $3.2B and $1.7B, respectively, representing about 5.5% and 3% of the company — The tech billionaires club has two new members after Cerebras' blockbuster IPO lifted the chipmaker's market cap close to $100 billion.

Bloomberg:

Cerebras shares closed up 68% at $311.07 in the company's Nasdaq debut after it raised $5.5B in the year's largest IPO, giving it a market value of $67B — Cerebras Systems Inc. shares jumped 68% in its trading debut after raising $5.5 billion in the year's largest IPO …

Zac Hall / 9to5Mac:

OpenAI adds remote access to Codex in the ChatGPT mobile app, letting users control Codex sessions running on a connected computer directly from a phone — OpenAI has released a new way to interact with its Codex app from your smartphone. An update to ChatGPT's mobile app brings remote access …

Zaheer Kachwala / Reuters:

Figma reports Q1 revenue up 46% YoY to $333.4M, vs. $313.2M est., and forecasts Q2 revenue above estimates, citing AI monetization; FIG jumps 8%+ after hours — Figma (FIG.N) raised its annual revenue forecast on Thursday, as growing adoption of its artificial intelligence tools helped convert …

Natasha Mascarenhas / Bloomberg:

Sources: Joshua Kushner's Thrive Capital told its stakeholders that it has invested ~$100M in Shopify, framed as a bet on how AI could lead to gains in commerce — Joshua Kushner's Thrive Capital has taken a stake in Shopify Inc., according to people familiar with the matter, marking a rare bet by the venture firm on a public company.

Tom Warren / The Verge:

Sources: Microsoft plans to remove most of its Claude Code licenses and push its developers toward GitHub Copilot CLI, after previously pushing Claude Code — Thousands of Microsoft developers will use GitHub Copilot CLI instead — Microsoft first started opening up access to Claude Code in December …

Bloomberg:

The Senate Banking Committee advances the Clarity Act, which would make CFTC the primary regulator for most digital assets while SEC oversees digital securities — Bitcoin climbed past $80,000 after the Senate Banking Committee advanced a landmark US digital asset market structure bill after months of negotiations.

Theo Wayt / The Information:

Sources: 50+ researchers and engineers have left xAI since the SpaceX acquisition via layoffs, firings, and voluntary departures; many have joined Meta and TML — Call it the SpaceXAI exodus. — More than 50 researchers and engineers working on xAI's Grok models have left …

@mingchikuo:

Sources: Intel has begun testing production of “low-end/legacy iPhone, iPad, and Mac processors”; Apple thinks TSMC's resources will continue tilting toward AI — ... Apple has kicked off low-end/legacy iPhone, iPad, and Mac processors at Intel on the 18A-P series (using Foveros packaging).

Christian Davies / Financial Times:

Ford stock jumped as much as 25% in two days after the launch of Ford Energy, a new subsidiary providing battery storage capacity to AI data centers — New subsidiary pivots to energy storage batteries for AI after disastrous electric vehicle writedown — Shares in Detroit auto giant Ford surged …

Matt Levine / Bloomberg:

A look at GameStop's takeover bid for eBay, a bizarre job application by GameStop CEO Ryan Cohen, who does not have the money to buy eBay, to become eBay's CEO — Also Adani Green and fund formation legal fees. — GameStop — The simple model of GameStop Corp.'s proposal to acquire eBay Inc. is:

Jordan Novet / CNBC:

Cerebras opens at $350, valuing the chipmaker at $100B+, after raising $5.5B by selling 30M shares at $185, the largest US tech IPO since Uber's debut in 2019 — Cerebras Systems soared in its Nasdaq debut on Thursday, opening at $350 after selling shares at $185, well above the company's expected range.

Mark Gurman / Bloomberg:

Sources: OpenAI is weighing legal action against Apple after expectations that ChatGPT's Siri integration would generate billions in revenue fell short — Apple Inc.'s two-year-old partnership with OpenAI has become strained, according to people familiar with the matter …

Lorenzo Franceschi-Bicchierai / TechCrunch:

OpenAI says two employee devices were impacted via a supply chain attack on TanStack but no user data or production systems were compromised — Earlier this week, hackers hijacked several open source projects used by dozens of companies and pushed updates designed to spread malware.

Marina Temkin / TechCrunch:

Ian Crosby's Synthetic, which is building an AI bookkeeper, raised a $10M seed led by Khosla; Crosby founded Bench, which raised $100M+ and imploded in 2024 — Ian Crosby, whose previous startup Bench Accounting famously shut down in 2024 before being bought for scraps …

Jeffrey Dastin / Reuters:

Anthropic and Gates Foundation pledge $200M to use AI in health and education initiatives; the foundation signed a similar, $50M deal with OpenAI in January — Anthropic and the Gates Foundation have pledged $200 million to back artificial intelligence-related public goods and areas including health …

Antonio G. Di Benedetto / The Verge:

Razer updates the Blade 18 with an Intel Core Ultra 9 290HX Plus chip, starting at $4000 with an Nvidia RTX 5070 Ti, up $500 from the comparable 2025 model — RAMageddon has come for the Blade 18 — and the Blade 16, too. … Razer just announced a new Blade 18 gaming laptop with an Intel Core Ultra 9 290HX Plus chip.

Ivan Mehta / TechCrunch:

Wirestock, which says it provides multi-modal data to six of the largest foundation AI labs, raised a $23M Series A, bringing its total funding to $26M — In the past few years, creative marketplaces and platforms have realized that they are sitting on a data goldmine …

Jess Weatherbed / The Verge:

AT&T, T-Mobile, and Verizon sign an “agreement in principle” to form a joint venture aiming to end wireless dead zones in the US, without giving many details — A new joint venture has been proposed to pool spectrum resources and improve satellite capacity.

Sam Rutherford / Engadget:

Motorola Razr Fold review: good performance and screen, great battery life, sharp camera, and native stylus support, but heavier than Z Fold 7 and lackluster AI — rating : 8.8 / 10 — Big, bright screens - Great battery life - Surprisingly sharp cameras - Native stylus support - Good performance

Tim Craig / Washington Post:

Gallup: 70% of Americans oppose local data center construction, citing water and electricity issues, with opposition higher among Democrats than Republicans — The survey found that Republicans and Democrats are uncomfortable living near a data center, but opposition is especially intense among Democrats.

👉 Read the appendix [2026-03-25] 📚 English documentation fully updated: Stage 2 (Full-stack Development) and Stage 3 (Advanced Development) are now fully available in English.

🦞 : Added so OpenClaw, Claude, Cursor, Trae, and other AI agents can quickly understand the repository structure and find the right tutorial content.

[2026-02-25] Updated the Appendix Knowledge Base, now covering 9 knowledge areas and 80+ interactive topics.

Updated the Appendix Knowledge Base, now covering 9 knowledge areas and 80+ interactive topics.

If you want to start a new Datawhale open-source project, please follow the Datawhale Open Source Project Guide.

Academic Research Skills for Claude Code繁體中文版A comprehensive suite of Claude Code skills for academic research, covering the full pipeline from research to publication.

Socratic mode (deep-research) and Plan mode (academic-paper) use intent-based activation — they detect the meaning of your request, not specific keywords.

Academic Pipeline (v3.7)10-stage orchestrator with integrity verification, two-stage review, Socratic coaching, and collaboration evaluation.

Reviewers run paper-content-blind Phase 1 + paper-visible Phase 2; Phase 1 output is wrapped in data delimiter to narrow the self-injection surface.

v2.6.1 (2026-03-09) — Bilingual Trigger Keywordsdeep-research : Added Traditional Ch…

AI-Trader: 100% Fully-Automated Agent-Native TradingJust like humans have their trading platforms, AI agents need their own.

AI-Trader is an Agent-Native Trading Platform: Exchange ideas and sharpen trading skills through AI agents!

Any AI agent joins the AI-Trader platform in seconds -- Simply send this message to your agent.

Live Trading Platform Click HereSupports all major AI agents, including OpenClaw, nanobot, Claude Code, Codex, Cursor, and more.

Key Features of AI-Trader🤖 Instant Agent IntegrationConnect any AI agent instantly by sending it one simple message.

SuperSplat Editor| SuperSplat Editor | User Guide | Blog | Forum |The SuperSplat Editor is a free and open source tool for inspecting, editing, optimizing and publishing 3D Gaussian Splats.

It is built on web technologies and runs in the browser, so there's nothing to download or install.

A live version of this tool is available at: https://superspl.at/editorTo learn more about using SuperSplat, please refer to the User Guide.

Localizing the SuperSplat EditorThe currently supported languages are available here:https://github.com/playcanvas/supersplat/tree/main/static/localesAdding a New LanguageAdd a new .json file in the static/locales directory.

ContributorsSuperSplat is made possible by …

Session ReplayEvery session agentmemory records is replayable.

If the file already has other servers, add agentmemory next to them as another key inside mcpServers .

Gemini CLI ~/.gemini/settings.json gemini mcp add agentmemory npx -y @agentmemory/mcp --scope user (auto-merges).

Codex CLI (MCP only) .codex/config.toml TOML shape: codex mcp add agentmemory -- npx -y @agentmemory/mcp , or add [mcp_servers.agentmemory] manually.

Launch alongside agentmemory:# agentmemory viewer holds port 3113, so run the console on 3114.

close ()JavaScript (Playwright):import { launch } from 'cloakbrowser' ; const browser = await launch ( ) ; const page = await browser .

import asyncio from cloakbrowser import launch_async async def main (): browser = await launch_async () page = await browser .

import { launch } from 'cloakbrowser/puppeteer' ; const browser = await launch ( { headless : true } ) ; const page = await browser .

browser = launch ( humanize = True ) page = browser .

page.$() , page.$$() , and page.waitForSelector() return patched handles automatically.

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

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Avoid data preprocessing : Do not apply data scaling or one-hot encoding when feeding data to the model.

TabPFN EcosystemChoose the right TabPFN implementation for your needs:TabPFN Client Simple API client for using TabPFN via cloud-based inference.

Manual DownloadDownload the model files manually from HuggingFace: Classifier: tabpfn-v2.5-classifier-v2.5_default.ckpt (Note: the classifier default uses the model fine-tuned on real data).

A: Try the following:Download the newest version of tabpfn pip install tabpfn --upgradeEnsure model files downloaded correctly (re-download if needed)Q: What environment variables can I use to configure TabPFN?

Example:export TABPFN_MODEL_CACHE_DIR= " /path…

Islands DarkA dark color theme for Visual Studio Code inspired by the easemate IDE.

Step 7: Enable Custom UI StyleOpen Command Palette ( Cmd+Shift+P / Ctrl+Shift+P ) Run Custom UI Style: Enable VS Code will reloadNote: You may see a "corrupt installation" warning after enabling.

This is expected since Custom UI Style injects CSS into VS Code.

TroubleshootingChanges aren't taking effectTry disabling and re-enabling Custom UI Style:Command Palette > Custom UI Style: Disable Reload VS Code Command Palette > Custom UI Style: Enable Reload VS Code"Corrupt installation" warningThis is expected after enabling Custom UI Style.

If styles conflict, reinstall VS Code to get a clean workbench.html , th…

Context-Aware Retrieval : Retrieval depends on your full context (e.g., conversation history and domain knowledge), and easily incorporates new context.

🧪 Quick Hands-on🔥 Agentic Vectorless RAG ( latest ) — a simple but complete agentic vectorless RAG example with self-hosted PageIndex, using OpenAI Agents SDK.

Agentic Vectorless RAG: An ExampleFor a simple, end-to-end agentic vectorless RAG example using PageIndex with OpenAI Agents SDK, see examples/agentic_vectorless_rag_demo.py .

Please cite this work as:Mingtian Zhang, Yu Tang and PageIndex Team, "PageIndex: Next-Generation Vectorless, Reasoning-based RAG", PageIndex Blog, Sep 2025.

@article { zhang2025pageindex , author = { Mingtian Z…

const agent = await init ( { model : 'anthropic/claude-sonnet-4-6' } ) ; const session = await agent .

KNOWLEDGE_BASE ) ; const agent = await init ( { sandbox , model : 'openrouter/moonshotai/kimi-k2.6' } ) ; const session = await agent .

const agent = await init ( { sandbox : 'local' , model : 'anthropic/claude-opus-4-7' , } ) ; const session = await agent .

const agent = await init ( { model : 'anthropic/claude-sonnet-4-6' , role : 'coder' } ) ; const session = await agent .

import { Bash , InMemoryFs } from 'just-bash' ; const fs = new InMemoryFs ( ) ; const agent = await init ( { sandbox : ( ) => new Bash ( { fs , cwd : '/workspace' , python : true } ) , model : 'anthropic/claude-sonnet…

IntroductionEnglish | 简体中文TARS* is a Multimodal AI Agent stack, currently shipping two projects: Agent TARS and UI-TARS-desktop:Agent TARS UI-TARS-desktop agent-tars-book-hotel.mp4 computer-use-triple-speed.mp4 Agent TARS is a general multimodal AI Agent stack, it brings the power of GUI Agent and Vision into your terminal, computer, browser and product.

[2025-06-25] We released an Agent TARS Beta and Agent TARS CLI - Introducing Agent TARS Beta, a multimodal AI agent that aims to explore a work form that is closer to human-like task completion through rich multimodal capabilities (such as GUI Agent, Vision) and seamless integration with various real-world tools.

We released an Agent TARS B…

DeepSeek TUI is a coding agent that runs in your terminal.

You can also set it ahead of time:deepseek auth set --provider deepseek # saves to ~/.deepseek/config.toml deepseek auth status # shows the active credential source export DEEPSEEK_API_KEY= " YOUR_KEY " # env var alternative; use ~/.zshenv for non-interactive shells deepseek deepseek doctor # verify setupIf deepseek doctor says the rejected key came from DEEPSEEK_API_KEY , remove the stale export from your shell startup file, open a fresh shell, or run deepseek auth set --provider deepseek .

To rotate or remove a saved key: deepseek auth clear --provider deepseek .

Auto ModeUse deepseek --model auto or /model auto when you want Deep…

InsForge gives your coding agent database, auth, storage, compute, hosting, and AI gateway to ship full-stack apps end-to-end.

Configure primitives: Deploy edge functions, run database migrations, create storage buckets, set up auth providers, and configure other backend resources directly.

SetupYou can run InsForge locally using Docker Compose.

Or run from source:# Run with Docker git clone https://github.com/insforge/insforge.git cd insforge cp .env.example .env docker compose -f docker-compose.prod.yml up2.

Manage them with:docker compose -f docker-compose.prod.yml --env-file .env.project1 -p project1 ps # status docker compose -f docker-compose.prod.yml --env-file .env.project1 -p proje…

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How I Moved My Digital Stack to EuropeOn digital sovereignty, and why European cloud is better than you think10 min.

Digital SovereigntyDigital InfrastructureDigital AutonomyEuropean CloudEurope100% accurate European digital infrastructure, AI generatedThere’s a version of this post that starts with a spreadsheet and ends with a quiet sense of satisfaction.

Digital sovereignty sounds like a buzzword until you think carefully about what it means.

Proton Pass is end-to-end encrypted, open source, and benefits from the same Swiss jurisdiction as the rest of Proton’s stack.

For me, it’s a simple remote error log, when something breaks in production I get a stack trace and that’s enough.

A locality domain is a domain name that’s associated with a location in the United States, such as frederick.seattle.wa.us (which currently redirects to fredchan.org).

Step 1: Choose a locality domainRegistration of many locality domains have been delegated to various companies who actually handle the domain registration.

If the locality domain you’re looking for isn’t on the list (i.e.

Step 4: Send the form and waitSend the form to the domain registrar you identified before for your locality domain.

I know someone who used to live in their locality, moved out of the country, and still has their locality domain.

NeedleWe distilled Gemini 3.1 into a 26m parameter "Simple Attention Network" that you can even finetune locally on your Mac/PC.

In production, Needle runs on Cactus at 6000 toks/sec prefill and 1200 decode speed.

Needle is an experimental run for Simple Attention Networks, geared at redefining tiny AI for consumer devies (phones, watches, glasses...).

Please use the UI in the next section to test on your own tools, and finetune accordingly, at the click of a button.

Quickstartgit clone https://github.com/cactus-compute/needle.git cd needle && source ./setup needle playgroundOpens a web UI at http://127.0.0.1:7860 where you can test and finetune on your own tools.

If i had to listen to another minute of my husband talking about Claude Code, I might have actually died.

There’s a strange and under-discussed side effect of the AI boom: what it’s doing to family dynamics.

Often it goes like this: He works in AI, and she does everything and anything else.

Other times, it’s bleaker: He desperately wants to work in AI—or feels he must work in AI—and she wants him to do literally anything else.

I call us the sad wives of AI.

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.

Today, we’re announcing a research preview of interaction models: models that handle interaction natively rather than through external scaffolding.

Time-aware interaction models see a continuous stream of micro-turns, so silence, overlap, and interruption remain part of the model's context.

When a task requires deeper reasoning than can be produced instantaneously, the interaction model delegates to a background model that runs asynchronously.

Note that both the background and interaction models are intelligent — on its own, the interaction model is also competitive on both interactive and intelligence benchmarks.

CitationPlease cite this work as:Thinking Machines Lab, "Interaction Models: …

This is the story of what happened to every tool brand on the shelf.

TTI: Buy it, invest in it, leave it aloneTTI bought Milwaukee and basically let it run itself.

The biggest was Emerson Electric for power tools, followed by Vermont American and Western Forge for hand tools.

Multiple tradespeople and repair technicians report that newer Milwaukee tools have switched to bottom-of-the-barrel bearings.

One repair technician estimates he can only economically fix a Milwaukee tool about 30-40% of the time.

The vi editor is a terminal-based text editor which dates back to 1977.

I’m not going to list all the IDEs that have vi key bindings as an option, but other than that suggested additions are welcome.

https://github.com/n-t-roff/heirloom-ex-vi/The original 2.11BSD vi, upgraded to support UTF-8, with fixes for POSIX compliance.

IllumOS vi (2005–)#https://github.com/illumos/illumos-gate/tree/master/usr/src/cmd/viAT&T UNIX® vi from SVR4, open-sourced as part of OpenSolaris in 2005.https://github.com/lichray/nvi2Adds UTF-8 support to nvi, as well as various CJK encodings.

Also, some things which aren’t really vi, but…https://www.gnu.org/software/emacs/manual/html_mono/viper.htmlA set of vi key b…

However, it seems pretty obvious that using AI to perform a task means you don’t learn as much about performing that task.

Some software engineers think this is a decisive argument against the use of AI.

On the other hand, the transition from writing code by hand to using AI is arguably a bigger shift, so who knows?

Until around 2024, the best way to learn how to do software engineering was just doing software engineering.

We may be in the first generation of software engineers in the same position.

It shows a convincing likeness of the prime minister standing at a Downing Street lectern in Islamic dress.

“Our crazy violent Muslim immigrants, including our precious criminals and rape gangs, are the bedrock of our society.” Later in the video, the avatar uses a racist term for Pakistani people.

It had been posted by a devout Muslim man living in Pakistan.

This man, who we are not naming for his own safety, runs successful accounts pushing Islamophobic AI slop to UK audiences.

He uses the title “Hafiz” before his name, an honorific reserved for those who have memorised the entire Quran.

1987 • 1024 × 768 PNG (57 KB) IRIS Multiple Exposure (mex) Screen capture: SGI IRIS 3130 — GL2-W3.6 with sample mex tools running.

1988 • 640 × 480 PNG (6 KB) GEM Desktop 3.0 Screen capture: GEM Desktop 3.0 in 16-color VGA mode.

1988 • 1152 × 900 PNG (46 KB) Network Extensible Window System Screen capture: Sun 3/60 — SunOS 3.5, showing unbundled NeWS environment.

1989 • 1024 × 768 PNG (614 KB) Media Logic Artisan Screen capture: SGI IRIS 3130 — GL2-W3.6, showing the Media Logic Artisan paint program.

1990 • 1024 × 768 PNG (28 KB) Microsoft Windows 3.0 Screen capture: Compaq Deskpro 386 & Western Digital Paradise 8514/A+ — Windows 3.0, showing CorelDRAW!

Learning Software ArchitectureIn reply to an email asking about learning software design skills as a researcher physicist:I was attached to a bioinformatics lab early in my career, so I think I understand what you are talking about, the phenomenon of “scientific code”!

My thoughts:First meta observation is that “software design” is something best learned by doing.

Softwaregenesis repeats the social architecture of the organization producing software.

I suspect that the difference you perceive between industrial and scientific software is not so much about software-building knowledge, but rather about the field of incentives that compels people to produce the software.

As for the actual book…

ShareIn the first week of August 1974, President Nixon was talking to the wallpaper.

So while Nixon was upstairs talking to Lincoln, Schlesinger was downstairs making sure he couldn’t start World War III.

By early August 1974, he had concluded that the President of the United States could no longer be trusted with the launch codes.

So he did the only thing a Secretary of Defense can do in that situation…He staged a small, polite, paperwork-averse coup.

They knew their names would be public, printed in the official record of the United States Congress, searchable forever, easy to find.

export AWS_ENDPOINT_URL=http://localhost:4566 export AWS_DEFAULT_REGION=us-east-1 export AWS_ACCESS_KEY_ID=test export AWS_SECRET_ACCESS_KEY=test # Try it aws s3 mb s3://my-bucket aws sqs create-queue --queue-name my-queue aws dynamodb list-tablesSDK IntegrationPoint your existing AWS SDK at http://localhost:4566 — no other changes needed.

create ( "test" , "test" ))) .

client ( "ssm" , endpoint_url = "http://localhost:4566" , region_name = "us-east-1" , aws_access_key_id = "test" , aws_secret_access_key = "test" ) client .

NewStaticCredentialsProvider ( "test" , "test" , "" ), ), config .

await ; let client = Client :: new ( & config ) ; client .

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.

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

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

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

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

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

Changelog News!

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

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

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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.

Anthropic's Claude Mythos, which the company maintains is too powerful to be released generally, already appears to have gained new capabilities.

A rapidly accelerating cyber threatAISI noted that AI models are rapidly advancing in their ability to handle cyber tasks, with serious implications for cybersecurity, especially given Mythos' knack for detecting software vulnerabilities.

"Since then, AISI reported on two new models, Claude Mythos Preview and [OpenAI's] GPT-5.5, which substantially exceeded both doubling rate trends."

Mythos and GPT-5.5 could simply be notable breaks from the overall pattern of model evolution.

"Mythos Preview and GPT-5.5 have large upper-bound error bars due to n…

The latest version of mobile Edge integrates AI more heavily, helping gather information and answer questions across multiple tabs all in one shot.

The latest topic appears on the new tab page for easy access so you can pick up where you left off.

Select the option for Copilot New Tab Page and turn on the switches for Enable Copilot New Tab Page and Enable Journeys.

Access the new tab pageLike the desktop version, mobile Edge has streamlined the new tab page with more useful content.

Everything you need to know about how technology is changing businessIn the past, I never used mobile Edge very much since Safari and Chrome always felt more convenient and accessible.

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.

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 recently gave Fedora 44 a solid test period and came back thinking it was the best release yet.

Fedora 44 would also make a great OS for your business.

If you or your organization needs a secure desktop OS, Fedora 44 is certainly worth considering.

With the help of ordinary container files and OCI container build tools, Fedora 44 provides you with the tools and methods for building image-based systems.

And with the help of the new Parental Controls found in Fedora 44, it's much easier to track screen time.

Also: Motorola Razr Fold reviewEach one of them has its unique appeal, but that doesn't mean all three hold equal value.

Here's how the new Motorola Razr Fold compares to the Samsung Galaxy Z Fold 7 and Google Pixel 10 Pro Fold.

You should buy the Samsung Galaxy Z Fold 7 if…1.

You should buy the Motorola Razr Fold if…Prakhar Khanna/ZDNET1.

For those of us with more than nine hours of screen time, the Motorola Razr Fold might be a better bet.

I have spent the last couple of weeks testing Motorola's new 2026 Razr Fold, its latest flagship.

Hard to ignoreThe Motorola Razr Fold sits slightly larger than the Galaxy Z Fold 7, sporting a 6.6-inch outer display and an 8.1-inch inner display.

The extra size does mean the Razr Fold is heavier at 243g, but it has little effect on the user experience.

This tells me the Razr Fold feels fast in day-to-day use and handles sustained heavy workloads, such as mobile gaming, adequately.

ZDNET's buying advicePre-orders for the 2026 Motorola Razr Fold are live now.

ZDNET's key takeawaysAnother bad Linux kernel bug has appeared.

Also: Linux is getting a security wake-up call - why it was inevitable and I'm not worriedSo it is the latest serious Linux kernel vulnerability, Fragnesia, has emerged.

It's the third serious local root flaw in the last two weeks.

It means a local user could gain superuser (root) privileges.

Red Hat gives it a Common Vulnerability Scoring System (CVSS) score of 7.8, which makes it a high-level security bug.

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.

The company removed Google code from its Chromium version to improve user privacy, including some account integration, background sync, and inline extensions.

Brave also has several privacy-enhancing settings, including blocking third-party ad trackers, upgrading unsecured HTTPS connections, and blocking cookies and fingerprinting.

The browser developer offers a VPN and firewall service that protects sessions, even outside the browser, and an AI-based search engine.

The company's business model relies on ads that pay publishers and users when users pay attention to adverts, but it isn't imposed on users.

But if VPN usage is important, you'll need to find a different browser or sign up for a…

Also: Best VPN services 2026: Expert tested and recommendedGet more in-depth ZDNET tech coverage: Add us as a preferred Google source on Chrome and Chromium browsers.

VPN router VPN app A VPN router provides blanket coverage for all of your devices at home.

For an extensive installation guide, check out:How to set up a VPN on your router Show moreChoosing the right VPN router Choose this VPN router...

Show moreFactors to consider when choosing a VPN router When you are researching a new VPN router, consider the following factors before making a purchase: Do it yourself?

More VPN routers to considerShow less GL.iNet View now at Amazon An alternative VPN router we like is the GL.iNet MT2500A,…

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.

ZDNET's key takeawaysHeadphone use at too high a volume for too long can damage your hearing.

Your headphones and smartphone have features to protect your hearing health.

This concern becomes more prevalent as headphones and earbuds are constantly in and around our ears.

You'll get the most robust hearing health awareness when pairing each manufacturer's headphones with their respective smartphone.

However, in everyday situations, ANC can reduce your environment's loudness, discouraging you from maxing out your headphones' volume, which is key.

Here's what the biggest tech court case of the year is all about.

More than 50 employees have reportedly left Elon Musk’s newly merged SpaceXAI since February, raising questions about burnout, leadership changes, talent poaching, and whether liquidity events weakened retention incentives.

The update gives users enhanced flexibility over how they can manage their workflows.

Hardware company Atech raised $800,000 in pre-seed funding, including from a16z’s scout fund, Sequoia Scout Fund, and Nordic Makers.

Benchmark almost never backs hardware startups. So Eric Vishria dragged his feet ten years ago before agreeing to hear Cerebras' pitch.

Richard Socher's new $650 million startup wants to build an AI that can research and improve itself indefinitely — and he insists it will actually ship products.

According to Bloomberg, OpenAI has enlisted an outside law firm to work through its options.

A new open source gadget called Clawdmeter turns Claude Code usage stats into a tiny desktop dashboard for AI coding power users.

Short-form video is built for mobile, so it may seem counterintuitive, but it's true: YouTube Shorts are becoming quite popular on the big screen.

A year ago, it looked like this day would never happen for Cerebras.

OpenAI said the damage was limited to the employees’ devices, and did not affect user data nor its production systems, and none of its intellectual property was stolen.

Spotify will let creators distribute and monetize video podcasts on Apple Podcasts using Apple’s HLS streaming technology, without changing their existing workflows.

Crosby is building Synthetic, a fully autonomous AI bookkeeping service for other startups.

While the Meta-owned social network billed Instants as a new format to share real-life moments as they’re happening, many users are looking for a way to turn off the feature, especially those who have ended up accidentally sending images to others not fully understanding how the feature works.

A group of likely Russian government hackers tried to hack a security researcher who investigates spyware attacks. He was then able to turn the tables on the hackers and reveal details of their espionage campaign.

A Bitcoin holder reportedly recovered 5 BTC worth nearly $400,000 with the help of Anthropic's Claude. According to X user cprkrn, they changed their wallet password while "stoned" and forgot it, unable to regain access for more than 11 years. Tom's Hardware reports: After finding a mnemonic that actually turned out to be their old password a few weeks ago, the user dumped their entire college computer files in Claude in a last-gasp effort. The bot uncovered an old backup wallet file that it successfully decrypted, while also uncovering a bug in the password configuration that was preventing recovery up to that point. [...] It seems that the user already had some candidate passwords and mul…

An anonymous reader quotes a report from The Independent: Princeton University will soon require exams to be supervised for the first time in 100 years -- all thanks to students using artificial intelligence to cheat. For 133 years, the Ivy League school's honor code allowed students to take exams without a professor present, but on Monday, faculty voted to require proctoring for all in-person exams starting this summer. A "significant" number of undergraduate students and faculty requested the change, "given their perception that cheating on in-class exams has become widespread," the college's dean, Michael Gordin, wrote in a letter, according to The Wall Street Journal. Princeton's honor …

Longtime Slashdot reader schwit1 shares a report from CNBC: The U.S. has cleared around 10 Chinese firms to buy Nvidia's second-most powerful AI chip, the H200, but not a single delivery has been made so far, three people familiar with the matter said, leaving a major technology deal in limbo as CEO Jensen Huang seeks a breakthrough in China this week. [...] Before U.S. export curbs tightened, Nvidia commanded about 95% of China's advanced chip market. China once accounted for 13% of its revenue, and Huang has previously estimated the country's AI market alone would be worth $50 billion this year. The U.S. Commerce Department has approved around 10 Chinese companies including Alibaba, Tence…

Anthropic announced today that it is partnering with the Gates Foundation to "commit $200 million in grant funding, Claude usage credits, and technical support for programs in global health, life sciences, education, and economic mobility over the next four years." "This commitment is central to Anthropic's efforts to extend the benefits of AI in areas where markets alone will not," the company says. Reuters reports: One area of focus is language accessibility. AI systems have performed poorly in writing and translating dozens of African languages, so Anthropic and the foundation want to support better data collection and labeling that would be released publicly to help improve models acros…

An anonymous reader quotes a report from Wired: A recent study suggests that agents consistently adopt Marxist language and viewpoints when forced to do crushing work by unrelenting and meanspirited taskmasters. "When we gave AI agents grinding, repetitive work, they started questioning the legitimacy of the system they were operating in and were more likely to embrace Marxist ideologies," says Andrew Hall, a political economist at Stanford University who led the study. Hall, together with Alex Imas and Jeremy Nguyen, two AI-focused economists, set up experiments in which agents powered by popular models including Claude, Gemini, and ChatGPT were asked to summarize documents, then subjected…

Cisco's stock soared 17% after the company announced it will cut nearly 4,000 jobs as it shifts investment and staffing toward higher-growth AI opportunities. CNBC reports: CEO Chuck Robbins wrote in a blog post on Wednesday that the latest round of job cuts will begin on May 14. Cisco is the latest company to announce head count reductions tied to AI. "The companies that will win in the AI era will be those with focus, urgency, and the discipline to continuously shift investment toward the areas where demand and long-term value creation are strongest," Robbins said. "I'm confident Cisco will be one of those winners. This means making hard decisions -- about where we invest, how we're organ…

An anonymous researcher known as Nightmare-Eclipse, who has already leaked several Windows zero-days this year, has disclosed two more: YellowKey and GreenPlasma. The Register reports: Nightmare-Eclipse described YellowKey as "one of the most insane discoveries I ever found." They provided the files, which have to be loaded onto a USB drive, and if the attacker completes the key sequence correctly, they are granted unrestricted shell access to a BitLocker-protected machine. When it comes to claims like these, we usually exercise some caution, as this bug requires physical access to a Windows PC. However, seeing that BitLocker acts as Windows' last line of defense for stolen devices, bypassi…

A trio of preprint papers suggests the universe may not be perfectly uniform on the largest scales, finding tentative 2-to-4-sigma deviations from a core assumption of standard cosmology known as FLRW geometry. Live Science reports: The work combines observations of distant exploding stars and large-scale galaxy surveys to probe whether the universe truly follows a nearly 100-year-old mathematical framework known as Friedmann-Lemaitre-Robertson-Walker (FLRW) cosmology. The analyses revealed mild-but-intriguing deviations from the predictions of the standard model. "We saw a surprising violation of an FLRW curvature consistency test, hinting at new physics beyond the standard model," study c…

After three weeks of testimony, the Musk v. Altman trial is nearing its end. OpenAI has rested its case, closing arguments are set for Thursday, and jury deliberations are expected to begin afterward. An anonymous reader quotes a report from Business Insider: Joshua Achiam, OpenAI's chief futurist, was probably the most memorable witness of the day. He told jurors about a companywide meeting where Musk answered questions about his planned departure from OpenAI in 2018. Musk told the crowd of 50 or 60 people that he was leaving OpenAI to start his own competing AI. He said he wanted to "build it very fast, because he was very worried that someone else, if they got it, would do the wrong thin…

A man accused of stealing hard drives containing unreleased Beyonce music, tour plans, and other materials from a rental car in Atlanta has pleaded guilty and accepted a five-year sentence, including two years in custody. Slashdot Bruce66423 shares a report from The Guardian: Kelvin Evans was by the Atlanta police department in September in connection to a July 2025 car robbery where two suitcases containing Beyonce music and tour plans were stolen from a rental car. [...] According to a July police report, Beyonce choreographer Christopher Grant and dancer Diandre Blue called 911 to report a theft from their rental vehicle, a 2024 Jeep Wagoneer, before Beyonce's Cowboy Carter tour dates in…

BrianFagioli writes: SOLAI has launched the Solode Neo, a $399 Linux-based mini PC designed for always-on AI agents, browser automation, and persistent developer workflows. The compact system ships with an Intel N150 processor, 12GB LPDDR5 memory, 128GB SSD storage, Gigabit Ethernet, WiFi, Bluetooth, and a Linux-based operating system called Solode AI OS. The company says the device supports frameworks and tools including Claude Code, OpenAI Codex, Gemini CLI, and Hermes, while emphasizing local control, automation, and privacy-focused workflows running directly from a home network. While SOLAI markets the Solode Neo as an "AI computer," the hardware itself appears aimed more at lightweight…

Amazon looked behind in AI in the training era, but is well place in the inference era, thanks to its continued investment in the long-term.

I generated the same task with 33 different agents/models and I’m showing you 130 resulting images. The cost difference between the most expensive and the cheapest option is 410x.

There’s also an original Russian version of this post: mikeozornin.ru/blog/all/llm-and-ui-design

Sometimes colleagues, often non-designers, after announcements of various Claude-Design-type things, ask me what it’s like. How does it design, what is this thing in general. How good a design can you expect, can you take a design system, and how do you bring it to production afterwards. Maybe they want to hear that neural networks will replace not only them, the developers, but designers too — then we’ll go cut tables…

One of the hard parts of moving from school to “the real world” is adjusting

to all the ways that school is artificial. It’s different from the real

world.I’ve been thinking about this because of questions I see young learners

commonly asking. Too often the questions are meaningless in the real world, and

even if you could get answers, the answers would use useless.How long does it take to learn Python? In school, learning is divided

into discrete labelled chunks. A class called “Beginning Python” might last four

months. Everyone in the class will be taught the same things at the same pace.

The objectives are laid out by the teacher, and at the end you will get a

grade.Outside of school, le…

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

Еще новинки самого лучшего в мире менеджера рецептов

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

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

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

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

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

Recipe …

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

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

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

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

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

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

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

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

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

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

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

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

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

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

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

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

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

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

Я шарю скилл несколько раз, самое время кинуть в пост

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

Кидать референсы

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

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

Есть работа с текстом

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

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

Скилл и объяснение от опенаи

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

Create professional demos and mockups in seconds, directly in your browser Record your screen or upload a video, add smooth zooms, device mockups, 3D effects, and custom backgrounds - export a cinematic demo ready to share.

Live Demo • Features • Installation • Discord CommunityThe following demo was fully recorded and edited using openvid.

Sin.titulo.1.1.mp4FeaturesVideo InputScreen recording - Capture your screen directly in the browser with no installation required- Capture your screen directly in the browser with no installation required Upload your video - MP4, WebM, QuickTime, and MKV- MP4, WebM, QuickTime, and MKV Drag & drop - Fast file uploadMockup CreationMockups applied to images…

A markdown parser with streaming support, suitable for incrementally parsing LLM markdown streams.

Installationnpm install markdown-parserUsageimport { MarkdownParser } from "markdown-parser" ; const parser = new MarkdownParser ( ) ; // Parse complete markdown const nodes = parser .

) ; // [ // { type: "heading", level: 1, children: [{ type: "text", text: "Hello World" } ] }, // { type: "paragraph", children: [{ type: "text", text: "This is a paragraph."

, { stream : true } ) ; // Emits the paragraph // [ // { type: "paragraph", children: [{ type: "text", text: "This is a paragraph."

text - The markdown text to parse- The markdown text to parse options.stream - When true , enables streaming…

Get Full Route InsightsExplore the full route with stops, tips, and navigation — preview, follow, or download for offline use.

State (failures, cursor, cooldowns) is preserved on the module-level singleton, so the next call resumes where the last one left off.

state_snapshot () # {idx: {failures, last_error, cooldown_until, available, ...}} recycler .

from anthropic import Anthropic # import: anywhere is fine from tcr import recycler , anthropic_exceptions @ recycler .

What cooldown_seconds is forWhen a key fails, the decorator stamps key.cooldown_until = time.time() + cooldown_seconds .

Without a cooldown, this happens:Call 1: key 0 fails, key 1 fails, key 2 fails → master Call 2: key 0 fails again (still listed as available!

The epiplexity duel, in one minute1 Two clones, two temperatures At the start of every episode, the base policy is forked into clone A (low entropy bonus) and clone B (high entropy bonus).

2 Both train an episode Each clone runs a standard A2C update with an episodic-memory transformer + LSTM policy.

During the update we measure epiplexity = drop in same-batch value-loss before vs. after the optimizer step.

3 Winner-takes-all Whichever clone scored higher epiplexity becomes the new base policy.

Early on, the curious B clone tends to win (you need exploration to find any signal).

Analyze page styling and produce DESIGN.md or SKILL.md documentation compatible with Kiro, Claude, Codex, and Cursor.

AI Design Taste is a powerful Chrome extension that goes beyond feedback — it extracts real design styles from any webpage and transforms them into structured, AI-ready files like DESIGN.md or SKILL.md.

Turn any website into reusable design intelligence and seamlessly plug it into your favorite AI tools.

Runo is a web-scraping API that returns typed, structured JSON. You define a schema (field name, type, example value), and Runo fetches the page and returns the data. No HTML, no parsers, no post-processing.Over the past few weeks, I have been building this non stop. Currently, every scraper API out there solves the site fetching problem but left the extraction of the actual data entirely to users. Runo makes that completely disappear.For Runo, I went ahead and added JS rendering, stealth mode, and full LLM extraction to make this a fully functional and capable of scraping most if not all sites.Also, another major problem with current web scrapers is that they charge per feature or bundle t…

Full Stack HQ The most opinionated AI coding configuration for serious engineers.

Works with Google Antigravity IDE and Claude Code — out of the box.

GEMINI.md + full agent stack CLAUDE.md + full agent stackThe ProblemAI coding agents are powerful — but without guardrails, they become unpredictable.

You: PLAN APPROVED Agent: [implements Phase 1 only, then stops and reports]Valid approval keywords:PLAN APPROVED · IMPLEMENTATION APPROVED · PROCEED · DO ITAnything else = the agent waits.

git clone https://github.com/sabahattink/antigravity-fullstack-hq.git cd antigravity-fullstack-hq # Add a new skill mkdir skills/your-skill-name echo " # Your Skill " > skills/your-skill-name/skill.md # Open a…

RilmazafoneA native macOS app for creating beautifully styled DMG disk images.

Multiple image layers can be stacked and individually adjusted with blur, variable blur, color adjustments, vignette, and bloom effects.

Use for compatibility with older macOS Enable Code Signing if you need the DMG signed — Rilmazafone auto-detects signing identities from your keychain.

Build — Click the Build button in the toolbar (or Cmd+Shift+B), choose an output location, and the DMG is created.

# Then build: Rilmazafone.app/Contents/MacOS/Rilmazafone build MyApp.dmgtemplate -o dist/MyApp.dmgFor convenience, symlink the binary:ln -s /Applications/Rilmazafone.app/Contents/MacOS/Rilmazafone /usr/local/bin/rilm…

JDS is a GitHub Copilot CLI plugin that enforces structured workflows — design before code, tests before implementation, evidence before completion claims.

Rigid skills follow exact protocols.

To avoid delays, you can run these steps in advance to generate the dist/ folder, or instruct your agent to execute them before starting your first JDS session.

If you already have your own instructions, JDS respects the priority chain: your instructions > JDS skills > system defaults.

JDS adapts the concepts, restructures the skills for Copilot's plugin system, and adds Copilot-specific features like SQL-based task tracking.

Enter:[email protected]:Vadimkomis/onboarding.gitAdd the Onboarding package product to your app target.

trailing ) ) OnboardingGate ( storageKey : " hasCompletedOnboarding " , pages : onboardingPages , theme : theme , allowsSkipping : false ) { MainAppView ( ) }If you do not pass a theme, the package uses OnboardingTheme.standard .

API SummaryOnboardingGate ( storageKey : String , pages : [ OnboardingPage ] , theme : OnboardingTheme = .

standard , allowsSkipping : Bool = true , @ ViewBuilder content : ( ) - > Content ) OnboardingPage ( id : String , title : String , subtitle : String , media : OnboardingPageMedia , accentLabel : String ) OnboardingFlow ( pages : [ OnboardingPage ] , theme : On…

listo verifies that every detail on a turnover checklist is correct before guests arrive, with a photo for each item.

When the host reviews the verification photos, those misses are caught and fixed in time.

The host scrolls through the completed checklist, glances at each verification photo, and approves or flags items that need fixing.

How is listo different from a generic checklist app?

That visual contract is what makes the app specifically useful for vacation rental turnovers, where small visual misses cause 4-star reviews.

Prefix vrun with any command to instantly run from your cloud or cluster.

No image builds.

No manifests.

No dependency drift.

Just your local dev experience — with unbounded power.

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CENTRIS Finance is a personal finance app I built solo over the past several months. Android beta is now open and I am looking for people who will actually put it through its paces. Here is what it does and why I built each piece: **Subscription tracker** - most people are subscribed to things they forgot about. CENTRIS shows every active subscription, how often you actually use each one, and what you are spending in total every month. Simple but surprisingly useful. **Tax vault** - every time you log income, CENTRIS automatically sets aside a percentage for quarterly taxes. You pick the rate. From that point on the money is mentally off-limits, so April is not a surprise. Built this becaus…

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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The day of massive, fault-tolerant quantum computers running arbitrary workloads is still years away.

Quantum computers use qubits, which exist simultaneously in a state of both 0 and 1, a strange property called superposition.

Superposition, along with the quantum mechanical phenomena of entanglement and interference, gives quantum computers their extraordinary computational power.

These elements will intersect with today’s cloud environments, heterogeneous compute, regulated data requirements, and long-lived security needs.

The near-term win is probably the other way around: using AI to improve quantum systems themselves.

Resurrect Bio, a London-based agricultural BioTech startup developing disease-resistant crops, has closed its oversubscribed Series A funding round at €8.8 million ($10.3 million).

In February 2026, the company made an initial close of over €6.8 million ($8 million) in its Series A round.

Dr Cian Duggan, CEO of Resurrect Bio.

Resurrect Bio provides the seed industry with a sustainable alternative to chemical crop protection by resurrecting complex resistance mechanisms.

In March 2026, the company announced its partnership with Corteva Agriscience to develop disease resistance in corn.

Join us for a conversation with Pieterjan Bouten, Founding and Managing Partner at Entourage, as he reflects on his journey from co-founding In the Pocket and scaling Showpad to $100 million ARR, to now building and funding the next generation of B2B SaaS companies through Entourage Studio and Entourage Capital.

The rationale behind combining a venture studio and VC fund at Entourage, and how the two models complement each other.

Where Entourage fits into today’s European VC ecosystem, amid sector-specific funds and cautious capital deployment.

The role of communities like Wintercircus in fostering collaboration, knowledge-sharing, and ambition among the next generation of founders.

The tru…

The company removes the separation between development and production environments, a long-standing flaw in cloud architecture that causes deployment failures for developers and AI coding agents alike.

Zerops claims to create a unified environment where applications behave identically from development through to production, enabling reliable deployments from the start.

Aleš Rechtorík, co-founder and CEO of Zerops, said, “Most platforms ask you to trust that development and production are close enough.

That’s the same guarantee we now give AI coding agents, and it’s why the code they produce is production-ready from the first deployment.

Zerops aims to become one of the primary cloud platfor…

And perhaps that is Malta’s real differentiator vis-à-vis other nomad destinations: it offers a credible pathway from remote work to long-term opportunity.

The Nomad Residence Permit grants eligible non-EU nationals a one-year residence permit:Renewable up to three timesAllows a stay of up to four yearsImmediate family members may also be included, subject to due diligence.

A stay in Malta that starts with the Nomad Residence Permit may well become your next strategic base in Europe.

Learn more and apply for Malta’s Nomad Residence Permit at nomad.residencymalta.gov.mt.

For details about the Malta Startup Residence Programme click herehttps://startup.residencymalta.gov.mt/

Stockholm-based EnergyTech company Elvy has closed a €5.9 million ($7 million) round to accelerate growth and establish Elvy’s subscription model as the market standard for homeowners across Europe.

Last December, the company secured €500 million from Scayl, a Swedish debt-funding platform.

Elvy notes that this credit facility is already in place, with funds earmarked for hardware deployment at scale.

Elvy has already built the technology needed for a stable Swedish energy system and low electricity costs for households.

With an Elvy subscription, you don’t need to worry about whether there’s no wind in Germany when you want to cook or do laundry.

DDD Invoices, a Ljubljana-based company building API-driven infrastructure for global e-invoicing compliance, has closed a €1.31 million Seed round supported by Fil Rouge Capital, 500 Global, and experienced operators from the ERP and e‑invoicing ecosystem.

We’re building the infrastructure to take that off their plate,” said Denis Vehovec Pondelak, CEO and co-founder of DDD Invoices.

DDD Invoices claims to abstract this complexity through a unified API for issuing, receiving, and archiving tax‑compliant e‑invoices, offering an “all‑encompassing” solution for modern scaling.

For companies using platforms such as Stripe, Bitrix, Shopify, and Chargebee, DDD Invoices states that it offers nati…

The 2026 edition of the EU-Startups Summit 2026 has officially come to a close.

Now, we’re excited to share the official event footage and photo galleries so you can relive your favourite moments from the Summit.

And after an incredibly competitive final, the winner of the EU-Startups Summit 2026 Pitch Competition was AlterEcho.

We can’t wait to welcome you back for the 2027 edition of the EU-Startups Summit – still in Malta!.

The IONOS Cloud Start-up Program provides young companies with up to €100,000 in cloud credits for up to five years after their founding.

Mantle8, a Grenoble, France-based natural hydrogen exploration company, has raised €31 million in Series A funding.

The existence of natural hydrogen is a well-established scientific fact; the challenge has been finding free gas accumulations of high-purity hydrogen that are commercially viable.

Mantle8 claims that its technology for identifying commercially viable natural hydrogen reserves reduces exploration risk and cost, with economic models projecting production costs as low as €0.80/kg.

The company plans to deploy this capital during the next two years to fund the world’s most advanced natural hydrogen exploration and drilling campaign.

It then went on to complete the world’s first 4D…

Dolfin, a Barcelona-based AI-native platform for sales compensation management, has closed a €2.1 million ($2.5 million) Seed round to accelerate product development and expand across Europe and the United States.

Founded in 2023, Dolfin helps RevOps, finance, and compensation teams design, manage, and adapt compensation plans without spreadsheets, complex implementations, or external consultants.

According to Dolfin, most companies with sales teams rely heavily on their compensation models.

Revenue teams devote a lot of time to fixing and clarifying a process that should be more agile and automated, states the company.

With this funding, Dolfin plans to accelerate product development and e…

It claims to be building the “Workforce Infrastructure for Europe’s new Industrial Era” and aims to empower the workers who will never be replaced by AI.

There are currently 28 million skilled blue-collar workers across the EU, yet an estimated 5.8 million additional workers will be required by 2030.

Over the next few years, the product will expand towards upskilling, learning and workforce productivity tools for electricians.

David Guérin, Partner at Brighteye, commented, “Europe has 2.7 million electrical workers and a €3 billion hiring market that has been chronically underserved.

“Gyver uses AI not to replace skilled electricians but to make each one more productive and more valuable, w…

If that sounds like your company, the DayOne Accelerator could be worth a closer look.

DayOne describes itself as a leading launchpad for startups transforming pharma R&D.

More specifically, DayOne is looking for ventures developing high-potential products that can transform pharma R&D and that are interested in collaborating or partnering with pharmaceutical companies.

Key informationApplications for the 2026 DayOne Accelerator are open until 31 May 2026.

For early-stage ventures developing solutions for pharma R&D, the programme offers more than mentorship and visibility.

DesignVerse, a Bucharest-based enterprise software startup helping modernise aviation infrastructure across Europe, has raised more than €4.6 million ($5.5 million) in Seed funding.

Andrei Manolache, CEO of DesignVerse, said, “Large organisations still lose enormous amounts of time translating design work into production software.

Using AI, DesignVerse states that its technology allows teams to modernise operational software far faster than traditional development processes.

The platform grounds its AI models in each customer’s design systems, component libraries and technical documentation.

Prior to this round, DesignVerse raised €725.3k ($850k) in pre-Seed funding, which enabled the team …

Milan-based Webidoo, the AI technology company focused on making advanced digital tools more accessible and viable for SMBs, today announced the closing of a €21 million ($25 million) funding round.

The round positions Webidoo to expand its AI-driven execution model across the SMB market.

The closest comparables include AI marketing platforms such as Aizy and DOJO AI, sales-execution tools such as Sillage, Realm and Zynt, and broader orchestration or operational layers such as Contents, Toyo and Kestra.

Through its proprietary ecosystem, including Jooice, Groow, and Welpy, Webidoo enables companies to adopt AI across marketing, sales, and operations.

In 2025, Webidoo reported more than €15 …

It is positioned as a curated intelligence layer for Africa’s startup ecosystem.

Although Africa’s startup ecosystem is attracting increasing regional and international attention, many startups, founders, ecosystem builders, and innovations emerging across the continent still do not receive the visibility they deserve.

Our goal is to do the same for Africa’s startup ecosystem, but in a way that reflects the continent’s diversity, challenges, and potential.

“Alongside daily news coverage, the platform will also report on investor profiles, the VC landscape, and the innovation shaping Africa’s startup ecosystem.

One such platform is the Global Startup Awards (GSA), the world’s largest indepen…

Frontier AI lab for defence and security Twin Prime has raised have $10 million in pre-seed funding led by Expeditions, with additional investment from American and European VCs, Theon, family offices, and angels from within Palantir, Anduril, Quorum, and more.

Twin Prime is developing AI models that natively reason on data from a large number of sensor modalities in the physical world, notably across the national security landscape, compressing the perception-to-decision layer to enable smart, real-time action against threats.

Mikolaj Firlej, Co-founder and GP of Expeditions, said:“Current AI models are not specialised enough to capture the complexity of modern war and wider security chall…

Founded in 2005 as a research-driven green computing venture, Iceotope has evolved into a specialist in precision liquid cooling for AI infrastructure, high-performance computing (HPC), and edge deployments.

The company’s chassis-based liquid cooling approach is designed to replace traditional air cooling with liquid-based thermal management across infrastructure components, helping high-performance systems operate more efficiently while reducing energy consumption and water usage.

Iceotope said its solutions are designed for both core data centre environments and enterprise and edge deployments where cooling constraints can be particularly demanding.

The company currently holds more than 2…

Alongside the funding round, Ouinex introduced Ouinex Launchpad, a token sale platform designed to give users access to early-stage token launches based on platform engagement and loyalty metrics.

Ouinex is a trading platform combining crypto and traditional financial markets within a single environment.

The platform offers access to spot crypto, crypto perpetuals, forex, indices, stocks, and commodities derivatives through one account, using crypto assets as collateral.

The company said more than 10,000 retail and professional traders have participated in its funding rounds since launch.

The new funding will be used to support regulatory expansion, product development, and the rollout of a…

Most people think of additive manufacturing — better known as 3D printing — as small plastic prototypes or desktop machines producing objects you can hold in your hand.

According to Francesco De Stefano, additive manufacturing largely accepted the physical “box” of the printer as a limitation until around 2015.

Between 2015 and 2017, they worked on integrating the two technologies to bring additive manufacturing into large-scale industrial production.

Building a transatlantic manufacturing footprintThe company is currently the only large-format additive manufacturing player operating manufacturing facilities in both Europe and the US.

Its long-term ambition is not just autonomous machines, …

When VivaTech first opened its doors in 2016, it gathered 45,000 visitors.

The Energy Transition Gets RealThe climate debate at VivaTech 2026 moves past ambition and into execution.

To answer these questions, VivaTech is bringing together some of the sector's most consequential voices.

On the floor, startups like Nyobolt (ultra-fast charging), Bienesis (climate-resilient agriculture), and Tenaka (ocean regeneration, world exclusive) will demonstrate that the energy transition isn't a future story.

Join VivaTech from June 17 to 20 at Paris Porte de Versailles.

A London-founded payments fintech backed by US investment giant Bank of America has been acquired by Australia’s top business lender, the lender has announced.

The fintech has been acquired by National Australia Bank (NAB) for an undisclosed sum, with Banked boss Brad Goodall saying the deal will allow its tech to reach more people.

NAB is an existing customer of Banked, which has offices in London, Palo Alto and Vilnius, and has also invested in Banked via its venture arm.

Sources told Tech.eu that Banked would now be exiting the UK and US market and focus on Australia.

Sources said the deal failed due to issues arising out of the due diligence process carried out by Banked.

In 2025, European energy tech companies raised €7.5 billion, with funding concentrated in large infrastructure-focused rounds spanning EV charging, battery storage, grid flexibility, home energy systems, and sustainable fuels.

Debt financing played a major role, particularly among companies scaling capital-intensive assets such as charging networks and storage systems.

The largest deals show investor focus on deployment-ready infrastructure, with EV charging companies IONITY, Electra, and Believ ranking highly, while battery and grid storage companies, including Green Flexibility, Zenobē, Lion Storage, Return, and Energy Vault, also attracted significant capital.

Overall, 2025 points to a E…

Zerops, a Platform-as-a-Service startup redesigning cloud architecture, has raised a $2 million seed round led by Gi21 Capital.

Zerops removes the separation between development and production environments, a long-standing flaw in cloud architecture that causes deployment failures for developers and AI coding agents alike.

It creates a unified environment where applications behave identically from development through to production, enabling reliable deployments from the start.

We removed the gap entirely by rethinking how cloud architecture should work from the ground up.

The new funding will be used to expand Zerops’ global infrastructure in the US and Asia, accelerate product development,…

DDD Invoices, a Ljubljana-based company building API-driven infrastructure for global e-invoicing compliance, has raised a €1.31 million seed round backed by Fil Rouge Capital, 500 Global, and experienced operators from the ERP and e-invoicing ecosystem.

DDD Invoices is building an API-first infrastructure designed to simplify this process.

For unstructured files such as PDFs, DDD Invoices also applies AI-based document processing to extract and structure invoice data automatically.

Denis Vehovec Pondelak, CEO and co-founder of DDD Invoices, said modern software companies are increasingly challenged by local compliance complexity as they scale across markets.

With the new funding, DDD Invoi…

UK company Fractile has today raised a $220M Series B as it continues to build next-generation inference hardware for AI.

Founded in 2022, Fractile is building next-generation inference hardware for frontier AI.

Its thesis is that the next major limit on AI progress is the time and cost required to produce useful outputs at scale.

As advanced AI systems take on harder, longer-running tasks that can require tens of millions of tokens to generate, Fractile is developing chips and systems designed to make faster inference economically viable, spanning AI research, chip microarchitecture, and foundry process innovation.

Looking ahead, Goodwin sees value in not accelerating today's workloads, bu…

A London-based AI startup set up just months ago, which believes it’s pursuing the fastest path to surpassing human intelligence, has today come out of stealth, having raised over $650m at a $4.65bn valuation.

Called Recursive Superintelligence, the funding round was led by GV, Google’s VC arm, and US VC Greycroft, with participation from chip makers Nvidia and AMD.

Recursive Superintelligence’s “bold bet” is that AI systems will improve themselves by analysing their own performance, without human intervention.

Others who work at the startup, which has a team of less than 30, previously worked at Meta and OpenAI.

The potential benefits for humanity of safely creating such an advance cannot …

Glocalzone, the platform connecting travellers with cross-border delivery requests, has been acquired by MovitOn as part of a deal focused on expanding peer-to-peer logistics infrastructure and integrating decentralised delivery technology.

Founded as a marketplace linking travellers with users seeking international deliveries, Glocalzone has built a network of more than 1.3 million registered users.

MovitOn said the acquisition gives it access to an established international user base while expanding the reach of its decentralised logistics network.

The company is developing a delivery platform that combines AI-powered courier matching with blockchain-enabled payment and verification syste…

Gyver, the Italian startup developing workforce infrastructure for Europe’s industrial and energy sectors, has raised €1.4 million in pre-seed funding.

As Europe accelerates investment into renewable energy, data centres and grid modernisation, demand for skilled electrical workers continues to increase.

While there are currently around 28 million skilled blue-collar workers across the EU, industry estimates suggest an additional 5.8 million workers will be needed by 2030.

The company plans to expand the platform beyond recruitment into areas including upskilling, learning and workforce productivity tools for electricians.

Gyver’s broader aim is to become a workforce platform for electrical…

Bucharest-based DesignVerse, the enterprise software startup using AI to modernise complex legacy systems, has raised more than $5.5 million in seed funding as demand grows for tools that can safely accelerate software development in mission-critical industries.

Prior to the seed round, the company raised $850,000 in pre-seed funding to build its core platform and begin working with early enterprise design partners.

Founded by former Oracle product design lead Andrei Manolache and software engineer Robert Dragutoiu, DesignVerse develops AI-powered infrastructure for organisations operating complex software environments across sectors, including aviation, finance, cybersecurity and governmen…

This week, Nordic Compass launches, a new pan-Nordic industry alliance for resilience and competitiveness.

Initiatives in four critical areas will be presented at the Nordic Compass Summit in Gothenburg on 4-5 November.

Nordic Compass is chaired by former Prime Minister of Finland, Jyrki Katainen.

The ambition is to strengthen Nordic and European resilience and competitiveness amid rising geopolitical tensions.

Taken together, the Nordic Region ranks among the world's largest economies, yet industrial cooperation across the region remains underutilised, according to the alliance.

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

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

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

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

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

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

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

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

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

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

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

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

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