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This repository holds the code from Linux Application Development By Example - The Fundamental APIs by Arnold Robbins.

ISBN-13: 978-0-13-532552-0 ISBN-10: 0-13-532552-8The Documents directory holds documents of interest, including the license for code written by the author.

The other directories hold the example programs from the respective chapters in the book.

Issues / mistakes in the book can be reported by opening an issue.

Last Updated: Fri Oct 10 04:07:26 PM IDT 2025

For the economy in general, jobs transition from one sector to another.

And now, without the emotional distance we have from a 1970s auto worker, let’s try applying the same thinking to ourselves.

The auto worker in 1975 often had a high-school education and a skill set tightly tied to the factory floor.

In other words, knowledge workers should be much easier to redeploy than auto workers ever were.

As they describe it:AI capabilities improved, companies needed fewer workers, white-collar layoffs increased, displaced workers spent less, margin pressure pushed firms to invest more in AI, AI capabilities improved …Repeat.

Red Grid LinkOffline MGRS navigation and proximity team coordination for small teams (2-8 people).

Built on the MGRS engine from Red Grid MGRS.

ScreenshotsMap & Team Grid View Field Link Ghost MarkersAAR Export Tactical Themes Tools OnboardingFeaturesMGRS-Native NavigationLive Military Grid Reference System coordinates with 1-meter precision.

Field Link -- Team Sync Without InfrastructureZero-config proximity sync over BLE + WiFi Direct (Android) / AWDL (iOS).

Related ProjectsRed Grid MGRS -- solo MGRS navigator (React Native / Expo)LicenseMIT + Commons Clause -- free for personal non-commercial use.

Ghostling - Minimal libghostty TerminalGhostling is a demo project meant to highlight a minimum functional terminal built on the libghostty C API in a single C file.

cmake -B build -G Ninja cmake --build build ./build/ghostlingWarning Debug builds are VERY SLOW since Ghostty included a lot of extra safety and correctness checks.

However, this demo is meant to showcase the minimal C API since C is so much more broadly used and accessible to a wide variety of developers and language ecosystems.

libghostty-vt has a C API and can have zero dependencies, so it can be used with minimally thin bindings in basically any language.

This is the same API used by Ghostty GUI for Metal and OpenGL renderi…

A terminal-only Bluesky / AT Protocol client written in Fortran, with a Rust native firehose decoder for the relay-raw stream path.

Install via rustup if not present:curl --proto ' =https ' --tlsv1.2 -sSf https://sh.rustup.rs | shPython deps (relay-raw stream path only)The relay_raw_tail.py helper is launched as a subprocess by the TUI.

At the home prompt:l Identifier: yourhandle.bsky.social Password/app password: Session is saved to ~/.fortransky/session.json and restored on next launch.

Native decoder detection orderFORTRANSKY_FIREHOSE_DECODER environment variable bridge/firehose-bridge/target/release/firehose_bridge_cli bridge/firehose-bridge/target/debug/firehose_bridge_cli firehose_bri…

We rewrote our Rust WASM Parser in TypeScript - and it got 3x FasterThesys Engineering Team · Fri Mar 13 2026We built the openui-lang parser in Rust and compiled it to WASM.

The logic was sound: Rust is fast, WASM gives you near-native speed in the browser, and our parser is a reasonably complex multi-stage pipeline.

It runs on every streaming chunk — so latency matters a lot.

JS cannot read a Rust struct's bytes from WASM linear memory as a native JS object — the two runtimes use completely different memory layouts.

We added a streaming parser that caches completed statement ASTs:State: { buf, completedEnd, completedSyms, firstId } On each push(chunk): 1.

Featured VideoWhat happens when you stop taking them, though?

To find out what happens when people stop taking GLP-1s, Al-Aly’s team of researchers tracked the health of more than 333,000 United States veterans with type 2 diabetes for three years.

They found that the risk of heart attack and stroke jumped in those that paused GLP-1 treatments for as little as six months, compared to those who continued taking the medication.

“Our data suggest this metabolic whiplash is detrimental to heart health,” Al-Aly added.

Research shows that around half of people who start GLP-1s quit taking the medication after only a short period.

Windows users can use start.bat or start.ps1 — both open tracker and dashboard in separate windows and launch the browser automatically.

Known vessel names from Vessels1.db are shown immediately on first appearance without waiting for an AIS static message.

Add vessels directly to Vessels1.db while the tracker is running — they will be picked up within 5 minutes without a restart.

vessel_static.db — AIS static data cachevessel_static(mmsi TEXT PK, name TEXT, imo TEXT, destination TEXT, flag TEXT) flag_history(id, mmsi, flag, timestamp)Populated from live ShipStaticData AIS messages.

Trail builds point by point; marker turns red on cable alert pings— interactive Leaflet map with play/pause/r…

OpenCode is an open source agent that helps you write code in your terminal, IDE, or desktop.

[*] LSP enabled Automatically loads the right LSPs for the LLM[*] Multi-session Start multiple agents in parallel on the same project[*] Share links Share a link to any session for reference or to debug[*] GitHub Copilot Log in with GitHub to use your Copilot account[*] ChatGPT Plus/Pro Log in with OpenAI to use your ChatGPT Plus or Pro account[*] Any model 75+ LLM providers through Models.dev, including local models

(Listed in Japanese syllabary order)🥢 あげ箸 AgebashiTo raise the chopsticks above the height of one’s mouth.

It is proper etiquette to first eat rice, move on to eat from a side dish, eat rice again, and then eat from a different side dish.

(© Pixta)🥢 押し込み箸 Oshikomibashi (also known as 込み箸 komibashi)To use the chopsticks to push food deep inside one’s mouth.

🥢 じか箸 JikabashiTo use one’s own chopsticks instead of serving chopsticks to take food from a large serving dish.

🥢 もぎくわえ MogikuwaeTo put chopsticks sideways in one’s mouth instead of placing them on the table when moving a dish.

A bespoke software revolution?

Small consultants and big consulting firms have made custom software for years.

Who’s excited about bespoke software?

Of course they're excited about building bespoke software — that's what they do.

Giving everyone access to software building tools doesn't mean everyone becomes a builder.

Over 2'000 SIMD kernels for mixed precision numerics, spread across 200'000 lines of code & docstrings, in 7 languages.

Type NumPy PyTorch NumKong Float16 ❌ ✅ GPU, CPU via oneDNN ✅ x86, Arm, RISC-V BFloat16 ❌ ✅ GPU, CPU via oneDNN ✅ x86, Arm, RISC-V Float8 E5M2 ❌ ⚡ H100+ via torch._scaled_mm ✅ x86, Arm, RISC-V Float8 E4M3 ❌ ⚡ H100+ via torch._scaled_mm ✅ x86, Arm, RISC-V Int8 ❌ ⚡ via torch._int_mm ✅ x86, Arm, RISC-V UInt8 ❌ ⚡ via torch._int_mm ✅ x86, Arm, RISC-V Int4 ❌ ❌ ✅ x86, Arm, RISC-V UInt4 ❌ ❌ ✅ x86, Arm, RISC-V Float4 E2M1 ❌ ⚡ B200+ via torch._scaled_mm ❌✅ = standard API, ⚡ = hardware-accelerated via specialized API, ❌ = not supported or serial fallbackA lot of red on this table.

dot…

Every day, we hear from the community about how you experience Windows.

Reducing disruption from Windows Updates: Receiving updates should be predictable and easy to plan around, so we’re giving you more control.

Best,PavanEVP, Windows + Devices_______Delivering on Performance, Reliability and CraftWhat follows is our plan to raise the bar on Windows 11 quality this year, with a focus on performance, reliability and well-crafted experiences.

Improving system performance: Reducing resource usage by Windows to free up more performance for what you’re doing.

Strengthening reliability and quality of the Windows Insider Program: Making it clearer what to expect from each Insider channel, raising…

PyTorch-style pseudocode def block_attn_res ( blocks : list [ Tensor ], partial_block : Tensor , proj : Linear , norm : RMSNorm ) -> Tensor : """ Inter-block attention: attend over block reps + partial sum.

einsum ( 'd, n b t d -> n b t' , proj .

einsum ( 'n b t, n b t d -> b t d' , logits .

attn_norm ( h )) partial_block = partial_block + attn_out if partial_block is not None else attn_out # apply block attnres before MLP h = block_attn_res ( blocks , partial_block , self .

mlp_norm ( h )) partial_block = partial_block + mlp_out return blocks , partial_blockResultsScaling LawsAttnRes consistently outperforms the baseline across all compute budgets.

BYD is already seeing a flood of new EV buyers as gas and oil prices surge amid rising tensions in the Middle East.

While sales growth has slowed over the past few months amid new competition and shifting policies, BYD is seeing an uptick in EV demand as buyers seek alternatives amid rising oil and gas prices.

BYD’s first EV manufacturing plant in Thailand (Source: BYD)About 40% of oil imported to Asia passes through the Strait of Hormuz.

Interest is likely much higher currently, with national gas prices closing in on $4.00 a gallon in the US.

Learn more about how EVs are the best bet for energy independence: A reminder as oil prices spike: EVs are the #1 route to energy independence

This demo is optimized for desktop screens (1000px+).

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Our platform makes it easy for brands to improve their visibility in AI search.

And we try to be more bold and build a system that not only monitors, but actually improves traffic from AI search.

While Google performs a single search, AI search engines expand the user prompt into 3-10 fan-out queries.

The sourced pages are ranked using a classified algorithm similar to Reciprocal Rank Fusion (RFF).

We extract fan-out queries, sourced pages, citations, and brand mentions.

What is HomeSec-Bench?

A benchmark we created to evaluate LLMs on real home security assistant workflows — not generic chat, but the actual reasoning, triage, and tool use an AI home security system needs.

All 35 fixture images are AI-generated (no real user footage).

Tests run against any OpenAI-compatible endpoint.

📋 Context Preprocessing 6 Deduplicating conversations, preserving system msgs 🏷️ Topic Classification 4 Routing queries to the right domain 🧠Knowledge Distillation 5 Extracting durable facts from conversations 🔔 Event Deduplication 8 "Same person or new visitor?"

The cryptocurrency industry super PACs dumped $14.2 million into the Illinois primaries.

90% of that – $12.8 million – was wasted, in that it went to opposing Democratic candidates who won their primaries (Stratton in the Senate race, Ford in H-07) or supporting their opponents.

They opposed Robert Peters (H-02), who had been polling in third place and ultimately received 12% of the vote.

They supported Bean (who was leading the polls in H-08) and incumbent Budzinski (H-13).

Sadly this early spending in Illinois used up less than 6% of what the super PACs have on hand, so buckle up for a looong eight months.

Nevertheless, I’ll call them meme buildings because it best describes the ripples these buildings cause.

I should’ve titled this post Random Musings on the Theme of Meme Buildings.

They’re not well-known buildings or those buildings some people like to call iconic, and they’re definitely not must-see buildings for the architectural tourist.

Meme buildings are spared this fate because they’re just known for what they are.

I’m now only slightly clearer on what meme buildings aren’t.

Tina Kotek visited Estacada High School to hear how her cell phone ban has been going.

(Staff photo: Christopher Keizur)There was plenty of uncertainty and debate about the effectiveness of a cell phone ban decreed by executive order last summer.

So the governor issued her executive order prohibiting cell phone use by students during the school day in Oregon’s K-12 public schools.

In the classrooms, she was able to take a straw poll around the cell phone ban and then get specific, direct feedback from the kids.

That led to some key decisions around the cell phone ban.

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Chuck Norris, the martial arts champion who became an iconic action star and led the hit series “Walker, Texas Ranger,” has died.

Norris was hospitalized in Hawaii on Thursday, and his family posted a statement Friday saying that he died that morning.

He was nevertheless the action star of choice for those seeking an all-American icon.

As Norris’ movie career began to wane, he made a timely move to television, starring in the CBS series “Walker, Texas Ranger,” inspired by his film “Lone Wolf McQuade.” The program ran from 1993-2001, and the actor reprised the role of Cordell Walker in the TV movies “Walker Texas Ranger 3: Deadly Reunion” (1994) and “Walker, Texas Ranger: Trial by Fire” (200…

Germany requires Open Document Format in its new sovereign digital framework, standardizing document use across public administrations.

Germany has mandated the Open Document Format (ODF) as the standard for public administration documents within its new sovereign digital infrastructure framework, the Deutschland-Stack.

The Deutschland-Stack supports a broader strategy to build sovereign digital infrastructure using open standards, open interfaces, and reduced reliance on single vendors.

These policies emphasize the importance of open standards in ensuring secure, transparent, and future-proof digital services.

The Deutschland-Stack is based on decisions from various federal and state bodie…

Looking at Unity finally made me understand the point of C++ coroutines I had seen many talks about coroutines but it never really clicked where I could use them outisde of async IO.

color = c ; yield return null ; } }C# and/or coroutines purists might take offense at this usage of yield .

size (); ++ i ) { ++ _iterators [ i ]; } } private: std :: vector < std :: generator < std :: monostate >> _effects ; using effect_iterator = decltype ( std :: declval < std :: generator < std :: monostate >> ().

position = position } }; } // Put your hands on your hips // ... // Let's do the time warp again!

position = position , .

Somtochi (LinkedIn, GitHub) is a developer working at the cloud company, Fly.io, for the last 2 years; 6 years past her undergraduate degree.

Fly.io already has a distributed SQLite project, LiteFS, but Corrosion is built on another distributed SQLite project (CR-SQLite)?

Now we've rewritten the job to be much quicker, and it now runs weekly, which has the added benefit that it ensures that the data Corrosion has is always up to date.

I eventually got into Google Summer of Code in 2020 and got mentored by Kubernetes maintainers from Google and Weaveworks.

I’d say: try to build things and really understand how they work under the hood.

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Adding Live Reload to a Static Site Generator Written in Go Jon CharterOver the past few years, I have been toying around with my static site generator, Lumaca.

DirEntry , err error ) error { if err != nil { return err } if d . IsDir () { err := watcher .

Name ); err != nil { return err } } } // Handle errors... case <- timer .

Build (); err != nil { return err } } } }Server-Sent EventsWe’re auto-rebuilding and that’s great, but now we need a way to tell the browser to refresh.

Build (); err != nil { return err } broker .

Malicious trivy v0.69.4 PublishedThe trivy release automation ( aqua-bot ) published v0.69.4 and a v0.70.0 tag was also briefly created.

Suspicious process detail: python3 reading the Runner.Worker process memory at /proc/2167/mem to extract GitHub Actions secrets.

links and recommended actions in one place.‍Find Where These Actions Are UsedUse the GitHub Actions In Use dashboard to see all GitHub Actions used across your organization and which repositories use each action.

Compromised Actions PolicyStepSecurity has added both aquasecurity/setup-trivy and aquasecurity/trivy-action to the compromised actions list.

If you have the Compromised Actions workflow run policy enabled, any workflow …

A few years ago a new trend in UI design emerged where related elements would appear more and more detached and unrelated to the things they are meant to point to.

The tabs are floating separately from the content window like unrelated elements.

A few days ago Firefox announced a new redesign (Firefox Nova), and the separation of related elements is now extreme.

The tab is separate from its own address bar, and the content window is separate from everything.

Why did we lose some space for content to create a false separation of related UI elements?

You can find what I think is fairly close to a fully spec-compliant RP2040-generation PIO core in this github repo.

Despite only being able to run nine instructions, each PIO core consists of about 5,000 logic cells.

Furthermore, the critical path of the PIO core is at least 2x worse than that of the VexRiscv.

In this example, we decompose the DMA operation into two parts: one BIO core is used to fetch and store memory, and another BIO core is used to generate the addresses.

Loop unrolling is ubiquitous in BIO code, because you have a roomy 4 kiB of code space per PicoRV32.

Interview With John EarnestMar 2026 - Alex AlejandreJohn Earnest (Internet_Janitor) crafts creative, empowering projects.

In this interview, we discussed array languages (K and Lil), language design and creativity.

I in no way claim credit for this; Lil’s query language is very similar to kSQL/QSQL (the kdb+ query language) but it’s generalized further.

Lil’s query language rules are less rigid than QSQL; you can repeat clauses or do them in any order.

Another nice thing is how a compositional query language where every prefix of a query is a valid query lets you aggressively cache results.

I tried to move to an LLM-friendly platform like VSCode or Cursor, but I kept returning to GNU Emacs.

I read parts of the source code and discovered that Emacs is not just a code editor.

Here are common reasons why, in this modern world, people still use GNU Emacs, from a Reddit post.

Later, GNU Emacs adopted Emacs Lisp.

How to build a tiny Emacs Lisp interpreter in C with only seven elementsquote atom eq car cdr cons condB.

When we set out to understand Rust's challenges, we expected to hear about the borrow checker learning curve and maybe some ecosystem gaps.

-- Engineering manager adopting Rust for performanceThe universal challenges that affect everyoneAcross every interview, regardless of experience level or domain, we heard about the same core set of challenges.

However, highly-experienced Rust developers basically never cite the borrow checker itself as a frustration for them.

How challenges amplify differently across domainsWhile the core challenges are universal, different domains have unique challenges that ultimately must be either adoption blockers or acceptable trade-offs.

We can include fundament…

Why your next mobile app is probably headlessPosted on March 18, 2026 • 4 minutes • 833 wordsFor years, companies fought to get their icon on your phone.

Once you see the pattern there, “headless” apps are easier to picture.

Google used to send you awayIn the 2000s and early 2010s, Google worked like a librarian.

What “headless” means hereHeadless does not mean “no screen anywhere.” It means you are not required to use the company’s app or site to finish the job.

Heavy daily apps (chat, video, games, niche pro tools) will stay sticky longer; long-tail and transactional apps are the ones whose traffic chart starts to look like Stack Overflow’s.

Life TV: Video with 2 bits to spare2026-03-19The Sony FD-30A has a very weird display:On the surface, it looks like a normal CRT, except it's impossibly thin: the whole device is just under 4 cm thick.

An IO pin can only be toggled on a clock edge, so the maximum output frequency is 6 MHz.

However, the micro­controller's output is a square wave, which contains frequency components at odd multiples of the nominal frequency.

These harmonics go quite high: a 6 MHz square wave can easily be picked up by a receiver tuned to 198 MHz (33rd multiple) several meters away.

The switching frequency doesn't matter: what's important is the signal's rise time.

Introducing our Public RoadmapsAt Thunderbird, we firmly believe in the strength of listening to our community’s needs and wants, and balancing it with our resources and capabilities.

To better serve our community, we are making several thoughtful updates to how we build and communicate our roadmap.

These key changes include clearer estimation practices, stronger strategic framing, and more transparent updates when priorities evolve.

Regular Reviews and UpdatesAt the end of each calendar quarter, we will hold internal roadmap review meetings with each of the Desktop, Mobile, and Services teams.

Our public roadmap is focused on themes rather than individual tasks or bugs to fix.

So, we've decided to reinvent the wheel and create yet another message buffer (and we've kinda done it).

First, we will discuss our message buffer implementation, its API and internals, and then we will talk about benchmarks.

– the message buffer will write, commit, and flush (send using the callback) all the data stored in the buffer.

need_flush = false – the message buffer will write, commit, and flush only if the buffer exceeds the threshold.

You can find the benchmark here: https://github.com/serenedb/serenedb/blob/main/tests/bench/micro/io_buffers.cppAs a result, we have a fast and efficient message buffer implementation that supports concurrent operations (with limitations).

Wall Street Journal:

Interviews with over three dozen people detail how lobbyist Mike Davis used his ties to Trump to push the DOJ to approve deals, including HPE's Juniper deal — Mike Davis pushed DOJ officials to approve his deals—and went over their heads if they pushed back

Paresh Dave / Wired:

Filing: Anthropic says it cannot manipulate Claude once the military has deployed it, denying DOD accusations that Anthropic could tamper with models during war — The Department of Defense alleges the AI developer could manipulate models in the middle of war. Company executives argue that's impossible.

David Jeans / Reuters:

Leaked DOD letter: Pentagon will adopt Palantir's Maven AI system as an official program of record to streamline its adoption across all arms of the US military — Palantir's (PLTR.O) Maven artificial intelligence system will become an official program of record, Deputy Secretary …

Tim Starks / CyberScoop:

The FBI and CISA warn hackers tied to Russian intelligence services are targeting users of messaging apps such as Signal with phishing attacks — It echoes earlier alerts from the Netherlands and Germany, and is the latest to warn about targeting of Signal users and others. — Learn more.

Jonathan Stempel / Reuters:

The Fifth Circuit Court of Appeals throws out a 2024 FTC order barring Intuit from advertising TurboTax products as “free” when many taxpayers are ineligible — A U.S. appeals court on Friday threw out a Federal Trade Commission order barring TurboTax maker Intuit (INTU.O) …

Associated Press:

The US Department of Energy announces a partnership with SoftBank and its affiliate SB Energy to develop a 10 GW data center with its own power supply in Ohio — The U.S. Department of Energy on Friday announced a public-private partnership to develop a major data center with its own power supply …

Bloomberg:

A US jury finds Elon Musk intentionally misled Twitter shareholders by disparaging the company in 2022 to buy it for a lower price than his original $44B bid — Elon Musk defrauded Twitter Inc. investors when he disparaged the company in 2022 in an effort to buy the social media platform …

@kimi_moonshot:

Moonshot says Kimi K2.5 provides “the foundation” for Cursor's Composer 2 model and that Cursor accesses Kimi K2.5 via Fireworks AI — Congrats to the @cursor_ai team on the launch of Composer 2! We are proud to see Kimi-k2.5 provide the foundation. Seeing our model integrated effectively through Cursor's continued pretraining & high-compute RL training is the open model ecosystem we love to support.

Jordan Novet / CNBC:

Super Micro says co-founder Yih-Shyan Liaw has resigned from its board after US prosecutors indicted him on allegations of smuggling Nvidia AI chips to China — Super Micro Computer said Friday that Yih-Shyan “Wally” Liaw, a co-founder, has resigned from the server maker's board …

Marcus Schuler / Implicator.ai:

Anthropic launches Claude Code channels, which let users interact with a Claude Code session through Telegram and Discord — Anthropic released Claude Code Channels, letting developers send prompts from Telegram or Discord directly into a running session on their laptop.

Anniek Bao / CNBC:

Jensen Huang proposes a compensation model where engineers receive an AI token budget on top of their base salary, to deploy agents as productivity multipliers — The perks of working in Silicon Valley have long included high salaries. Now, some engineers may be offered a new incentive: artificial intelligence tokens.

Bill Ready / Time:

Pinterest CEO Bill Ready calls on governments to ban social media for users under 16, says social platforms gave “insufficient forethought” about consequences — When Pinterest removed social features for teens and made every account under 16 private—meaning no discoverability …

Ed Bott / ZDNET:

Microsoft acknowledges complaints about Windows 11, promising a reduction of “unnecessary” Copilot integrations, more control over updates, and more — ZDNET's key takeaways — Microsoft finally acknowledged complaints about Windows 11. — The company is promising sweeping changes to a slew of features.

Reuters:

Sources: contract electronics manufacturer Zetwerk plans to file for an IPO in India, aiming to raise ~$550M at a ~$4B valuation; it was valued at $3.1B in 2024 — India's Zetwerk is preparing to confidentially file draft papers for an initial public offering within the next one to two weeks …

Cecilia D'Anastasio / Bloomberg:

Memo: Roblox is planning to take a share of revenue from sponsorships in its games and is overhauling advertising policies beginning May 4 — Roblox Corp. will take a share of revenue from sponsorships in its games as part of a major overhaul of its advertising policies.

Kate Knibbs / Wired:

A judge issues an order requiring Kalshi to temporarily halt sports and election contracts in Nevada, the first US state to force Kalshi to cease operations — A judge ordered Kalshi to immediately halt sports and election contracts in the state, intensifying a growing regulatory battle over prediction markets.

Sarah Perez / TechCrunch:

WordPress.com says it will now allow AI agents to draft, edit, and publish content on customers' websites, as well as manage comments, update metadata, and more — Web hosting platform WordPress.com is embracing AI agents, a decision that could change the look and feel of the web.

Will Douglas Heaven / MIT Technology Review:

OpenAI plans “an autonomous AI research intern” by September and says its “North Star” is to build a fully automated multi-agent research system by 2028 — EXECUTIVE SUMMARY — OpenAI is refocusing its research efforts and throwing its resources into a new grand challenge.

DeepDelver:

A new anonymous Substack alleges AI compliance startup Delve “faked” compliance for startups by generating pre-populated audit reports and fabricating evidence — How Delve managed to falsely convince hundreds of customers they were compliant and then lied about it when exposed and called out

Sean Hollister / The Verge:

Google is running a “small” experiment replacing news headlines in search results with AI-generated ones, after adding the feature in Google Discover in January — We're seeing Verge headlines rewritten by Google AI. … Since roughly the turn of the millennium, Google Search has been the bedrock of the web.

Arthur Mensch / Financial Times:

Mistral CEO proposes a revenue-based levy for AI model providers in the EU, to be invested in “new content creation and supporting Europe's cultural sectors” — A revenue-based charge would protect the livelihoods of copyright holders and bring legal certainty

Politico:

The White House releases an AI policy framework, explicitly calling on Congress to preempt state AI laws, create age-gating requirements for AI models, and more — The framework explicitly calls on Congress to preempt any state laws that regulate the way models are developed or that penalize companies …

Jessica Sui / Bloomberg:

Filing: Unitree, China's leading robot company, is aiming to raise ~$610M in its Shanghai IPO; it brought in ~$247M in revenue in 2025 and ~$41.6M in net profit — China's leading robot company, Unitree Robotics, has filed for an initial public offering in Shanghai, moving a step closer …

Greg Bensinger / Reuters:

Sources: Amazon's ZeroOne team is developing “Transformer”, a phone that syncs up with Alexa; it would be Amazon's first smartphone since its 2014 Fire Phone — In 2014, Amazon (AMZN.O) introduced its first smartphone, hoping to take on Apple and Samsung.

Olga Kharif / Bloomberg:

Shareholder letter: crypto exchange Gemini has cut ~30% of its staff since the beginning of 2026 and had 445 employees as of March 1; Gemini lost $500M+ in 2025 — Gemini Space Station Inc.'s workforce reduction has reached roughly 30% since the start of the year following layoffs …

Bloomberg:

Memo: ByteDance agrees to sell gaming unit Moonton to Savvy Games, owned by Saudi Arabia's PIF, a source says for $6B; ByteDance bought Moonton for $4B in 2021 — ByteDance Ltd. has agreed to sell games unit Moonton to Savvy Games Group for $6 billion, unloading a gaming studio it acquired …

Carl Franzen / VentureBeat:

Xiaomi releases MiMo-V2-Pro, its new 1T-parameter foundation model, codenamed Hunter Alpha, which the company says benchmarks close to GPT-5.2 and Opus 4.6 — Led by Fuli Luo, a veteran of the disruptive DeepSeek R1 project, the release represents what Luo characterizes as a “quiet ambush” on the global frontier.

The Block:

Filing: the SEC approved a Nasdaq rule change allowing some securities to trade in tokenized form; the new approach will be tested in an upcoming pilot program — Quick Take — Eligible participants will be able to settle trades in tokenized form during a pilot program operated by the Depository Trust Company.

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

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

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

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

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

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

This is a Claude Code platform limitation.

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

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

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

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

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

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

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

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

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

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

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

OpenRAG Intelligent Agent-powered document searchOpenRAG is a comprehensive Retrieval-Augmented Generation platform that enables intelligent document search and AI-powered conversations.

The system utilizes Langflow for document ingestion, retrieval workflows, and intelligent nudges, providing a seamless RAG experience.

run ( main ())📖 Full Python SDK DocumentationTypeScript/JavaScript SDKnpm install openrag-sdkQuick Example:import { OpenRAGClient } from "openrag-sdk" ; const client = new OpenRAGClient ( ) ; const response = await client .

📖 Full MCP Documentation🛠️ DevelopmentFor developers who want to contribute to OpenRAG or set up a development environment, see CONTRIBUTING.md.

🛟 Troubl…

Instead of wiring up prompts, tools, and context management yourself, you get a working agent immediately and customize what you need.

Quickstartpip install deepagents # or uv add deepagentsfrom deepagents import create_deep_agent agent = create_deep_agent () result = agent .

invoke ({ "messages" : [{ "role" : "user" , "content" : "Research LangGraph and write a summary" }]})The agent can plan, read/write files, and manage its own context.

chat_models import init_chat_model agent = create_deep_agent ( model = init_chat_model ( "openai:gpt-4o" ), tools = [ my_custom_tool ], system_prompt = "You are a research assistant."

Additional resourcesExamples — Working agents and patterns— Working age…

Control web interfaces with natural language.

🌐 English | 中文🚀 Demo | 📖 Docs | 📢 HN Discussion | 𝕏 Follow on Xpage-agent-demo-0227.mp4✨ Features🎯 Easy integration No need for browser extension / python / headless browser .

Accessibility — Make any web app accessible through natural language.

— Make any web app accessible through natural language.

Mirrors URL Global https://cdn.jsdelivr.net/npm/[email protected]/dist/iife/page-agent.demo.js China https://registry.npmmirror.com/page-agent/1.5.8/files/dist/iife/page-agent.demo.jsNPM Installationnpm install page-agentimport { PageAgent } from 'page-agent' const agent = new PageAgent ( { model : 'qwen3.5-plus' , baseURL : 'https://dashscope.aliyun…

Memory Performance & AccuracyHindsight is the most accurate agent memory system ever tested according to benchmark performance.

Docker (external PostgreSQL)export OPENAI_API_KEY=sk-xxx export HINDSIGHT_DB_PASSWORD=choose-a-password cd docker/docker-compose docker compose upClientpip install hindsight-client -U # or npm install @vectorize-io/hindsight-clientPythonfrom hindsight_client import Hindsight client = Hindsight ( base_url = "http://localhost:8888" ) # Retain: Store information client .

from hindsight_client import Hindsight client = Hindsight ( base_url = "http://localhost:8888" ) # Simple client .

from hindsight_client import Hindsight client = Hindsight ( base_url = "http://localh…

1 skill, 20 commands, and curated anti-patterns for impeccable frontend design.

Quick start: Visit impeccable.style to download ready-to-use bundles.

Anthropic created frontend-design, a skill that guides Claude toward better UI design.

Without guidance, you get the same predictable mistakes: Inter font, purple gradients, cards nested in cards, gray text on colored backgrounds.

InstallationOption 1: Download from Website (Recommended)Visit impeccable.style, download the ZIP for your tool, and extract to your project.

AstrBot is an open-source all-in-one Agent chatbot platform that integrates with mainstream instant messaging apps.

✨ AI LLM Conversations, Multimodal, Agent, MCP, Skills, Knowledge Base, Persona Settings, Auto Context Compression.

Update astrbot :uv tool upgrade astrbotDocker DeploymentFor users familiar with containers and looking for a more stable, production-ready deployment method, we recommend deploying AstrBot with Docker / Docker Compose.

Launcher DeploymentFor desktop users who also want fast deployment and isolated multi-instance usage, we recommend AstrBot Launcher.

Platform Maintainer QQ Official OneBot v11 protocol implementation Official Telegram Official Wecom & Wecom AI Bot …

Limited Memory Iteration: Current memory is just a record of user interactions, lacking Agent-related task memory.

The OpenViking SolutionOpenViking is an open-source Context Database designed specifically for AI Agents.

│ └── memories/ │ ├── preferences/ │ │ ├── writing_style │ │ └── coding_habits │ └── ... └── agent/ # Agent: skills, instructions, task memories, etc.

The system will asynchronously analyze task execution results and user feedback, and automatically update them to the User and Agent memory directories.

Let's work together to define and build the future of AI Agent context management.

For Linuxcurl -L -o lightpanda https://github.com/lightpanda-io/browser/releases/download/nightly/lightpanda-x86_64-linux && \ chmod a+x ./lightpandaFor MacOScurl -L -o lightpanda https://github.com/lightpanda-io/browser/releases/download/nightly/lightpanda-aarch64-macos && \ chmod a+x ./lightpandaFor Windows + WSL2The Lightpanda browser is compatible to run on windows inside WSL.

const browser = await puppeteer .

const context = await browser .

await page .

./wpt serveRun a Lightpanda browserzig build run -- --insecure_disable_tls_host_verificationThen you can start the wptrunner from the Demo's clone dir:cd wptrunner && go run .

Important License NoticeThis codebase and its associated model weights are released under FISH AUDIO RESEARCH LICENSE.

Quick StartFor HumanHere are the official documents for Fish Audio S2, follow the instructions to get started easily.

For LLM AgentInstall and configure Fish-Audio S2 by following the instructions here: https://speech.fish.audio/install/Fish Audio S2Best text-to-speech system among both open source and closed sourceFish Audio S2 is the latest model developed by Fish Audio.

The list is constantly expanding, check Fish Audio for the latest releases.

Rapid Voice CloningFish Audio S2 supports accurate voice cloning using a short reference sample (typically 10–30 seconds).

A Claude Code plugin that turns vague ideas into validated specs — before AI writes a single line of code.

Quick StartStep 1 — Install the plugin (in your terminal):claude plugin marketplace add Q00/ouroboros claude plugin install ouroboros@ouroborosStep 2 — Run setup (inside a Claude Code session):# Start Claude Code, then type: ooo setupooo commands are Claude Code skills — they run inside a Claude Code session, not in your terminal.

→ Reflect → next generation"This is where the Ouroboros eats its tail: the output of evaluation becomes the input for the next generation's seed specification."

— reflect.pyConvergence is reached when ontology similarity ≥ 0.95 — when the system has questione…

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Mole Deep clean and optimize your Mac.

$ mo analyze Analyze Disk ~ /Documents | Total: 156.8GB ▶ 1.

Shortcuts: In mo status , press k to toggle the cat and save the preference, and q to quit.

Machine-Readable OutputBoth mo analyze and mo status support a --json flag for scripting and automation.

Search for Mole Clean or clean , Mole Optimize , or Mole Status to use the commandsNote: The script creates the commands, but Raycast still requires a one-time manual script directory setup.

Add the /cook skill to Claude Code:Two ways to get it:"DONE if all tasks complete, else NEXT""Work on next task in plan.md"A simple CLI for orchestrating Claude Code, Codex, and OpenCode.

Cook parses three categories of tokens:repeat (xN)xN runs work N times sequentially, each pass seeing the previous output.

cook "Add dark mode" x3 cook "Add dark mode" repeat 3 cook "Add dark mode" x3 review cook "Add dark mode" review x3reviewreview adds a review→gate loop.

work -> review -> gate -> iterate <<cook "Add dark mode" review cook "Add dark mode" review 5Provide custom prompts after review , or use positional shorthand:cook "Add dark mode" review \ "Review for accessibility" \ "DONE if WCAG AA,…

Over the last year, AI has fundamentally changed how we build, turning simple descriptions into functional software.

We launched Stitch to bring your ideas to life starting with the design process.

Today, we are evolving Stitch into an AI-native software design canvas.

With it, anyone can create, iterate and collaborate to turn natural language into high-fidelity UI designs.

Creating with intentWhen “vibe designing” in Stitch, you can explore many ideas quickly leading to a higher quality outcome.

The problemagents need shared state.

local files weren't built for that.

When agents run on different machines, there's no shared workspace.

Coordinating through files means no transactions, no history, and no structure.

The ease of a filesystem, the semantics of a database.

Free SVG Backgrounds and PatternsEnjoy this small sampling of our designs and patterns.

All are customizable: change into your brand colors — some even shrink, spin, or shift.

Each background is unique to SVGBackgrounds.com, so enjoy exploring before you easily export into your project.

Update periodically:npx get-shit-done-cc@latestNon-interactive Install (Docker, CI, Scripts) # Claude Code npx get-shit-done-cc --claude --global # Install to ~/.claude/ npx get-shit-done-cc --claude --local # Install to ./.claude/ # OpenCode (open source, free models) npx get-shit-done-cc --opencode --global # Install to ~/.config/opencode/ # Gemini CLI npx get-shit-done-cc --gemini --global # Install to ~/.gemini/ # Codex (skills-first) npx get-shit-done-cc --codex --global # Install to ~/.codex/ npx get-shit-done-cc --codex --local # Install to ./.codex/ # Copilot (GitHub Copilot CLI) npx get-shit-done-cc --copilot --global # Install to ~/.github/ npx get-shit-done-cc --copilot --local #…

‘Your Frustration Is the Product’Shubham Bose, “The 49MB Web Page”:I went to the New York Times to glimpse at four headlines and was greeted with 422 network requests and 49 megabytes of data.

Even websites from publishers who care about quality are doing things on the web that they would never do with their print editions.

Your frustration is the product.

But read an article on their website and you get autoplaying videos interspersed between random paragraphs.

The people making these decisions for these websites are like ocean liner captains who are trying to hit icebergs.

But still, please, if you are a business or an individual artist or creator, have a fucking website.

“But-” fuck you, have a fucking website.

If you’re a hair salon, or a tattoo artist, or a restaurant, or whatever, please just have a fucking website where I can go and see your rates and hours.

You don’t own shit that you put on social media platforms.

With any luck, it will pass sooner rather than later, and every time someone creates an actual fucking website, that day gets a little closer.

🎤 Stem separation Vocals are isolated from instrumentals using the UVR Karaoke model or Demucs.

Guide vocal volume is adjustable.

📝 Word-level lyrics WhisperX transcribes and aligns every word to the audio.

🎬 Video file support Drop .mp4 or .mkv files into your library.

🌌 Dynamic backgrounds GPU shader effects (plasma, aurora, nebula...), Pixabay video loops, or the source video for video files.

Note that you don't really need to change console to browse the Wander network.

By wandering to another console, you will leave the current console on this website and reach a Wander console on a different website.

A Wander console lets you browse random websites and pages from the Wander community.

The Wander community consists of individuals who develop and maintain their own personal websites.

Once your /wander/ directory is ready on your web server, you can share a link to your Wander console in this community thread.

Rob Pike's 5 Rules of ProgrammingRule 1.

Fancy algorithms are slow when n is small, and n is usually small.

Use simple algorithms as well as simple data structures.

Data structures, not algorithms, are central to programming.

Pike's rules 1 and 2 restate Tony Hoare's famous maxim "Premature optimization is the root of all evil."

Server ErrorOops!

Looks like the server had a hiccup.

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

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

Changelog News!

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

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

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

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

At an unbeatable price.

Squarespace – A website makes it real!

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

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

At an unbeatable price.

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

Squarespace – A website makes it real!

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

It's helpful, but too much cache can slow your iPhone down, so clearing it regularly keeps performance smooth.

Can I clear cache in other browsers or apps?

If you'd like to block cookies in Safari, follow these steps:Go to Settings > Safari > Advanced.

Select iPhone Storage.

How to find outUnfortunately, you can't clear a third-party app's cache directly in Settings, but this view gives you a clear breakdown of your storage and lets you delete or offload apps.

Howdy gets you ad-free viewing for under $3 a month, but is it worth it?

Microsoft's customers have been grumbling about Windows 11 since the day it shipped, and lately, those complaints have gotten louder and angrier.

Also: Windows 11 has 1 billion users - and they're furiousAnd finally -- finally!

"We're giving you more control" over updates, Microsoft says, "while reducing update noise with fewer automatic restarts and notifications."

Given that WinUI3 has been around longer than Windows 11, it's surprising that this change is only happening now.

This is how we will continue to build and ship Windows 11, so we can deliver better experiences with greater confidence, month after month.

ZDNET audio reviewer Jada Jones tested the AirFly Pro 2 on domestic flights, and said she was impressed.

The AirFly Pro 2 upgraded the older AirFly Pro, which is still available for purchase.

If you're a frequent flyer or find yourself in need of such a handy gadget, consider grabbing the AirFly Pro 2 on sale.

The lowest the AirFly Pro 2 has sold for is around $42, according to CamelCamelCamel, and that was during Black Friday.

Best Buy's deal on the AirFly Pro 2 will likely expire when the Tech Fest sale ends on Sunday, March 22.

ZDNET's key takeawaysNew White House policy guidance wants to override most state AI laws.

On Friday, the Trump administration released new policy guidance for Congress on how AI should be federally regulated, once again reviving the call to hamper state AI laws.

After a failed attempt to limit state AI legislation this past summer, the administration resumed its efforts with a December executive order and an ensuing AI Litigation Task Force focused on curtailing state laws it feels would limit competitive development.

The Trump administration and AI companies argue that state laws create an inconvenient regulatory patchwork that stymies innovation.

"Here, there is no federal AI law that wo…

ZDNET's key takeawaysOpenAI is reportedly building a desktop superapp to unify its AI tools.

According to The Wall Street Journal, the company is planning a desktop "superapp" that combines ChatGPT, its Codex coding tool, and its Atlas browser into a single experience.

To consolidate its line of AI tools and double down on agentic capabilities.

Also: I stopped using ChatGPT for everything: These AI models beat itUnfortunately, over the last couple of years, ChatGPT has added some friction to the experience.

Bring the ChatGPT superapp to phones, too, OpenAI.

It's not that I expect many of you will need email-based notifications for YouTube comments.

I was sent to a few commercial tools for managing YouTube comments, but outside of the email flow.

But then I asked the magic question, "Is there any programming interface whatsoever to be able to monitor and extract YouTube comments?"

I have to say that I was impressed by using Gemini 3.1 and the Pro account.

Would you build your own solution using AI and APIs, or rely on third-party tools?

Bluetooth gadgets are among the most practical on the market. These are my favorites.

Well, I don't know about you, but I certainly didn't have "new Amazon smartphone" on my 2026 bingo card.

In 2014, Windows Phone and BlackBerry were still very much part of the smartphone conversation; these days, not so much.

The only apps in the Amazon AppStore that remained up to date were productivity apps (largely powered by Microsoft) and streaming apps.

One of the key reasons Windows Phone failed was its lack of an app ecosystem.

So, if this phone is to have a chance at success, it needs to embrace Google services so it can be a phone that everyone can use.

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 takeawaysM5 MacBook Pro is much cheaper than the M5 Max and M5 Pro.

Apple launched the MacBook Pro with M5 Pro and M5 Max chips earlier this month.

While they tend to get a lot of attention, the base model M5 MacBook Pro is still an incredibly competitive device.

How the M5 MacBook Pro compares to the M1M1 Apple MacBook Pro Kyle Kucharski/ZDNETIn terms of pricing, the M1 MacBook Pro is not available new, but you can still get renewed devices for around $699.

In fact, the MacBook Air M5 comes with the new N1 chip, which supports Wi-Fi 7 and Bluetooth 6 -- features only found on the MacBook Pro with M5 Pro and M5 Max.

The approach starts with its new AI-powered Chainguard Factory 2.0.

To achieve that target, Chainguard has moved its methodology for automatically building operating system and application images from a brittle one to Chainguard Factory 2.0.

Security and skillsRecognizing that CI systems are now among the most sensitive parts of the software supply chain, Chainguard unveiled two new product families: Chainguard Actions and Chainguard Agent Skills.

These markdown bundles encode tools and best practices for AI agents.

It'll look at libraries that applications are using that could be Chainguard… [and] the skills and the agents that could be Chainguard."

I don't know about you, but I receive more spam and scam messages on my phone each day than I do legitimate messages from friends and family.

But sometimes, the messages are so carefully crafted that it's not always easy to discern if a message is a scam.

So, what do you do when you're faced with a message you're not sure about?

Also: How to use Circle to Search on Android (and what models support it now)When in doubt, why not?

When Circle to Search tags a message as a scam, report it and delete it.

Cut the cord and stream for less with some of the best deals we've seen so far this year on popular streaming services and devices, ahead of Amazon's Big Spring Sale.

ZDNET's key takeawaysThere's a trade-off between convenience and privacy, but you can reduce online tracking.

These extensions, often available for free or for a small donation, will identify and block tracking cookies, scripts, and headers from collecting your data.

For example, on Facebook, you will find this option under "less-personalized ads" in Settings & Privacy > Settings > Accounts Center > Ad Preferences > Ad Experience > Manage info.

I always use a separate email for online purchases and subscriptions that I suspect will bombard me with emails.

While it's not necessary to prevent online tracking, I would still suggest that you look into these services if you want to keep your dig…

At the time, Musk had tweeted that Twitter had too many bots, which is why he was trying to renege on his commitment to buy the company.

The company is reducing Copilot entry points on Windows, starting with Photos, Widgets, Notepad, and other apps.

CEO Jensen Huang took the stage at Nvidia’s GTC conference this week in his signature leather jacket to deliver a two-and-a-half-hour keynote, projecting $1 trillion in AI chip sales through 2027, declaring that every company needs an “OpenClaw strategy,” and closing with a rambling Olaf robot that had to get its mic cut. The message was hard to miss: Nvidia […]

It's the latest escalation in a regulatory battle over the future of prediction markets.

Pinterest’s chief compares social media to tobacco and alcohol, saying children need similar protections.

Humor is hard to pull off in front of a cold audience, full stop.

A French naval officer went on a run around the deck of the Charles de Gaulle aircraft carrier, inadvertently leaking the warship's location when he uploaded the workout to Strava.

New AI agents on WordPress.com could lower barriers to publishing while increasing machine-generated content across the web.

"Project Sunrise" would include more than 50,000 satellites performing high-energy compute on orbit.

The U.S. Justice Department said an Iranian security ministry operates the fake activist persona known as Handala, which claimed responsibility for the destructive hack targeting medical tech giant Stryker.

Trump’s AI framework pushes federal preemption of state laws, emphasizes innovation, and shifts responsibility for child safety toward parents while laying out lighter-touch rules for tech companies.

AI startups accounted for 41% of the $128 billion in venture dollars raised by companies on Carta last year — a record-high annual share.

A cyberattack on a U.S. car breathalyzer company has left drivers across the United States reportedly stranded and unable to start their vehicles.

The device is being developed by the company's Devices and Services division, and it would feature personalized features aimed at making it easier to use Amazon's suite of apps, including Amazon shopping, Prime Video, and Prime Music, according to Reuters.

As energy prices soar from the Iran conflict, the International Energy Agency is urging governments to cut energy use by taking up measures like remote work and reduced speed limits. The group warns the energy security crisis could persist for months, even if supply routes stabilize. "I believe the world has not yet well understood the depth of the energy security challenge we are facing," said IEA's executive director, Fatih Birol. "It is much bigger than what we had in the 1970s... It is also bigger than the natural gas price shock we experienced after the Russia's invasion of Ukraine." The BBC reports: Thirty-two countries are members of the IEA, including the US, the UK, Australia, Cana…

joshuark shares a report from Neowin: OpenAI is planning to combine its Atlas web browser, ChatGPT app, and Codex coding app into a singular desktop "superapp." CEO of Applications, Fidji Simo, said the company was doubling down on its successful products. By taking this move, the AI company aims to streamline the user experience and reduce fragmentation. Simo said in an internal memo: "We realized we were spreading our efforts across too many apps and stacks, and that we need to simplify our efforts. That fragmentation has been slowing us down and making it harder to hit the quality bar we want." Read more of this story at Slashdot.

An anonymous reader quotes a repot from the Portland Tribune: There was plenty of uncertainty and debate about the effectiveness of a cell phone ban decreed (PDF) by executive order last summer. But at least in Estacada, the policy has earned two thumbs up, including approval from a "grumpy old teacher." Jeff Mellema is a language arts teacher at Estacada High School. He has worked in the building for 24 years, and he said the new policy that prohibits students from using their phones during the day has been a breath of fresh air. "There is so much better discourse in my classroom, be it personal or academic," Mellema said. "Students can't avoid those conversations anymore with their phones…

Longtime Slashdot reader AmiMoJo shares a report from CNN: The co-founder of Super Micro Computer and two others were charged with diverting $2.5 billion worth of servers with Nvidia's artificial intelligence chips to China, in violation of U.S. laws barring exports to that country without a license. Yih-Shyan Liaw, known as Wally; Ruei-Tsang Chang, known as Steven; and Ting-Wei Sun, known as Willy, were charged with conspiring to violate export control laws, smuggling goods from the U.S. and conspiring to defraud the U.S. Liaw, who co-founded Super Micro Computer and served on its board of directors, was arrested Thursday in California and released on bail. Sun, a contractor, is held await…

Longtime Slashdot reader SchroedingersCat writes: Chuck Norris, known for his roles in action films and as Texas Ranger Cordell Walker on the TV show "Walker, Texas Ranger," passed away on March 19, leaving behind a legacy of inspiring millions around the world. He was 86. He became Internet phenomenon after "Chuck Norris Facts" went viral online with such wildly hyperbolic statements as, "Chuck Norris had a staring contest with the sun -- and won," and, "When Chuck Norris does push-ups, he doesn't push himself up, he pushes the Earth down." His death was announced by his family through his official Instagram account, but no further details were immediately available. He was hospitalized ea…

Amazon is reportedly developing a new AI-focused smartphone that doesn't rely as heavily on traditional apps. "The phone is seen as a potential mobile personalization device that can sync with home voice assistant Alexa and serve as a conduit to Amazon customers throughout the day," reports Reuters. From the report: As envisioned, the new phone's personalization features would make buying from Amazon.com, watching Prime Video, listening to Prime Music or ordering food from partners like Grubhub easier than ever, the people said. They asked for anonymity because they were not authorized to discuss internal matters. A key focus of the Transformer project has been integrating artificial intell…

An anonymous reader quotes a report from Reuters: Fan Xinquan, a retired electronics worker in Beijing, has recently started raising a "lobster," hoping that the AI agent he has been training can help organize his specialized industry knowledge better than chatbots like DeepSeek. "OpenClaw can actually help you accomplish many practical things," the 60-year-old said at a recent event hosted by AI startup Zhipu to teach people how to use and train the AI agent, which has gone viral in China, with its various local versions earning the "lobster" nickname. In the past month, OpenClaw, which can connect several hardware and software tools and learn from the data produced with much less human in…

BrianFagioli writes: Opera GX has officially landed on Linux, bringing its gamer-focused browser experience to Debian, Ubuntu, Fedora, and openSUSE-based systems. The browser includes GX Control for limiting RAM and network usage, a Hot Tabs Killer to shut down resource-heavy tabs, and built-in sidebar integrations for Discord and Twitch. Opera says this is not just a one-off port, but a long-term effort with ongoing updates and community engagement. "PC gaming has long been associated with a single dominant platform, but that's changing," says Maciej Kocemba, Product Director at Opera GX. "Bringing GX to Linux users -- who are renowned for the control they like to exert over their tools --…

AleRunner writes: "China is helping Cuba race to capture renewable solar energy as the United States imposes an effective oil blockade on the Caribbean island, creating its worst energy crisis in decades," reports The Washington Post. Later in the article, it states that "China's decades-long push into clean energy technology is now helping to protect it from the soaring oil and gas crisis spurred by Trump's war against Iran," and that "Chinese exports of solar equipment to Cuba skyrocketed from about $5 million in 2023 to $117 million in 2025 and show no sign of stopping." According to researchers from Ember, solar could be responsible for as much as 10% of Cuba's electricity generation. "…

An anonymous reader quotes a report from The Register: A lobbying trade body for smaller cloud providers is asking the European Commission to impose interim measures blocking Broadcom from terminating the VMware Cloud Service Provider program, calling the decision a death sentence for some tech suppliers and an illegal squeeze on customer choice. As The Reg revealed in January, Broadcom shuttered the scheme, a move sources claimed affects hundreds of CSPs across Europe and curtails options for enterprises buying VMware software and services. The Cloud Infrastructure Service Provider in Europe (CISPE) trade group, representing nearly 50 tech suppliers, filed the complaint today with the EC D…

Cloudflare's CEO predicts AI-driven bot traffic will surpass human internet traffic by 2027, as AI agents generate vastly more web requests than people. "If a human were doing a task -- let's say you were shopping for a digital camera -- and you might go to five websites. Your agent or the bot that's doing that will often go to 1,000 times the number of sites that an actual human would visit," Cloudflare CEO Matthew Prince said in an interview at SXSW this week. "So it might go to 5,000 sites. And that's real traffic, and that's real load, which everyone is having to deal with and take into account." TechCrunch reports: Before the generative AI era, the internet was only about 20% bot traff…

The UK regulator Ofcom fined 4chan nearly $700,000 (520,000 pounds) for failing to implement age checks and address illegal content risks under the Online Safety Act, but the platform mocked the penalty and signaled it won't pay. A lawyer representing the company responded with an AI-generated cartoon image of a hamster, writing in a follow-up post on X: "In the only country in which 4chan operates, the United States, it is breaking no law and indeed its conduct is expressly protected by the First Amendment." The BBC reports: The fines also include 50,000 pounds for failing to assess the risk of illegal material being published and a further 20,000 pounds for failing to set out how it prote…

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

Что за вайб-кодинг такой

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

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

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

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

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

В сайд-бай-сайде вышла следующая версия

Изменения: Человекочитаемые URL для голосований

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

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

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

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

На странице голосования теперь тоже показывается количество проголосовавших.

На странице голосований можно прокручивать картинки перетаскиванием мыши

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Quick StartScript tag (single-tag)< script src =" https://rover.rtrvr.ai/embed.js " data-site-id =" YOUR_SITE_ID " data-public-key =" pk_site_YOUR_PUBLIC_KEY " data-allowed-domains =" yourdomain.com " data-domain-scope-mode =" registrable_domain " async > Script tag (boot call)< script > ( function ( ) { var r = window .

Get siteId , publicKey ( pk_site_* ), and optional siteKeyId from Workspace:https://rover.rtrvr.ai/workspacehttps://www.rtrvr.ai/rover/workspaceIf you enable Public AI / Agent Task Access in Workspace, the generated snippet includes the source-visible discovery marker automatically.

RoadmapAgent Task Protocol (ATP)Formalized open protocol for AI agents, CLIs, and autonomous…

“How should I train this week?”Your TSB is +12 and sleep averaged 7.2hrs — you're fresh.

Good week to push volume.

I'd add a tempo run Wednesday and a long run Saturday at easy pace.

“Am I recovered enough for intervals?”Recovery is 82% and HRV is trending up.

You're good to go — your body can handle intensity today.

Article URL: https://prompt-privacy.vercel.app/

Comments URL: https://news.ycombinator.com/item?id=47462473

Points: 2

# Comments: 1

Use online:Or, download an HTML file and run locally:I know, the UI is atrocious.

Default vision model is cheaper, but if you have an especially hard to read text, change it to gpt-5.2 (or later).

Build on update of AAC to M4B flowBoth pdf.html and epub.html embed a vendored Mediabunny build for AAC to M4B conversion.

Should you change that part:Submodulevendor/mediabunny is a git submodule pointing at:https://github.com/mstsirkin/mediabunny.gitInitialize it with:make init-submodulesThe Makefile checks that the submodule is initialized before trying to build the bundle.

Large jobs are limited by browser memory, browser scheduling, and provider rate limits.

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Your repository becomes your agent Discussion | Link

Push events and chat with Claude Code via Telegram & Discord Discussion | Link

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Speak like you always know what to say Discussion | Link

turn your backend into a chat app instantly Discussion | Link

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One place for all your AI skills Discussion | Link

A Gmail with clearer inbox, focused writing, less noise Discussion | Link

Turn your Mac's top edge into a hidden command center Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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We are pleased to announce that Ridwan Olalere, Co-founder and CEO of LemFi, a fintech company building a financial services platform that enables immigrants to send, spend, and manage money seamlessly across borders, will join the speaker line-up at the EU-Startups Summit 2026 on May 7-8 in sunny Malta.

Headquartered in London, and with a strong presence in Nigeria, the fast-growing company has raised over $86.9 million to date, including a $53 million Series B round in January 2025, highlighting its strong growth and market traction.

Today, LemFi operates across multiple regions, offering international transfers, multi-currency accounts, and financial tools designed for people living betw…

For founders, this could mean registering a company within 48 hours, entirely online, for less than €100 and with no minimum capital requirement.

At the heart of this proposal is a simple principle: ‘once only’”The scale of the problem EU Inc. seeks to address is well documented.

These inefficiencies are not only operational inconveniences – they impact growth trajectories, fundraising timelines, and ultimately, Europe’s ability to retain its most ambitious founders.

Founders: removing early-stage frictionFrom the perspective of founders, the promise of EU Inc. lies in its potential to remove friction at the earliest stages of company building.

Together, these efforts signal a broader attem…

Flexzo AI, a UK-based startup providing an agentic AI workforce system for healthcare providers, today announced the completion of a €10.3 million ($12 million) Series A funding round to support ongoing adoption across NHS Trusts and accelerate growth in the United States.

Uthish Ranjan, Partner at Octopus Ventures, and Shiv Patel, Partner at Fuel Ventures, will join Flexzo AI’s board as part of the investment.

With Flexzo AI, we’re delivering the step change in efficiency the system urgently needs,” said Jack Henderson, CEO of Flexzo AI.

Founded in 2023 by Jack Henderson, Flexzo AI aims to tackle the ongoing issue of chronic workforce shortages and rising agency costs in healthcare.

Hospit…

We hire someone that we think is OK, but not fully what we were looking for, because maybe it’ll work out.

Maybe, maybe, maybe.

So every maybe becomes a “yes for now” until it transforms into a multi-headed behemoth that can wipe your startup right off the playing field.

To steal a page from Mark Manson’s book, or rather article, it’s either a fuck yes or a fuck no.

70% fuck yes or fuck noBeing decisive does not have to mean being reckless.

BBLeap, a Netherlands-based AgTech startup specialising in high-precision spraying technology, has closed a €5 million investment round.

The company’s plant precision spraying ensures each plant or fruit receives the exact amount, maximising yields and minimising waste.

BBLeap claims to enable high-resolution precision spraying at 25x25cm accuracy, integration with task maps and farm management systems, and data tracking with as-applied maps.

The company uses a combination of hardware (LeapBox) and software (LeapSpace) to manage plant precision spraying.

BBLeap systems are currently in use by more than 200 users across Europe and Australia, with a launch underway in Canada.

Within this framework, EIC-backed company SunOyster Systems , a pioneering SME in advanced solar technologies based in Germany, partnered with Galp , Portugal’s leading energy company.

After a rigorous selection and dedicated preparation, they participated in the EIC Corporate Day held in Lisbon on 17-18 July 2024.

Among the selected EIC-backed companies, SunOyster Systems’ lightweight photovoltaic modules address Galp’s key challenge in deploying rooftop solar across facilities.

Amelie Krahl, Head of Sales at SunOyster Systems, and Ana Casaca, Director of Innovation at Galp, shared their insights about their successful partnership.

Through the collaboration with SunOyster, Galp is validati…

Warsaw-based investment firm Montis VC has launched a new venture capital fund, securing €50 million at first close to back Europe’s next generation of energy and IndustrialTech startups.

One of the key limited partners is the European Investment Fund (EIF), which committed capital through the REPowerEU programme.

Earlier, PFR Ventures also became part of the investor group, committing €10 million to the new Montis VC fund.

The investment team was recently joined by Michał Baś, who was previously associated with the pan-European venture capital fund Venture Friends.

At Montis VC, we want to help startups unlock that potential globally by supporting projects that have the ambition to transfo…

Rivr, a Zurich-based robotics startup developing autonomous stair-climbing legged robots for doorstep delivery, has been acquired by Amazon.

“This step will accelerate our vision of building General Physical AI through doorstep delivery, bringing robotics and AI closer to real-world deployment at scale,” he mentioned in his post.

The startup recently launched RIVR TWO, its next-generation robot designed for doorstep delivery and AI data collection at scale.

Last year, in August, Just Eat Takeaway.com partnered with Rivr to pilot doorstep delivery of food products with its autonomous ground robots.

This year, in February, the company announced the launch of autonomous doorstep delivery in Mi…

Comparable rounds include Paraglide in Malmö, which secured €4.2 million to develop AI agents for accounts receivable, and Frankfurt-based Donnerstag.ai, which raised €4.3 million to expand across the DACH region.

In adjacent segments, Mimo raised €7.7 million to build out B2B payments and cash-flow management infrastructure, while Milan-based Sibill secured €12 million for its SME-focused finance platform.

Notably, in the same city as Cleavr, Pennylane raised €175 million to scale its accounting and financial management platform, highlighting significant capital concentration in Paris.

Cleavr is the missing piece to fully digitise the accounts receivable of European companies,” adds Raphaë…

This week on the EU-Startups Podcast, we sit down with Ana Maiques, CEO and co-founder of Neuroelectrics, a Barcelona-based neurotechnology company pioneering non-invasive brain stimulation for neurological and psychiatric conditions.

Founded in 2011 as a spin-off from Starlab, Neuroelectrics has grown into a global digital brain health company operating in over 74 countries, with a presence in both Barcelona and Boston since 2014.

Its technology enables clinicians to both read and influence brain activity in real time, offering applications in epilepsy, depression, Alzheimer’s disease, Parkinson’s disease, and anxiety disorders.

Maiques also discusses Neuroelectrics’ collaboration with NAS…

Eternal.ag, a Cologne-based AgTech startup building autonomous harvesting robots for greenhouses, today announced that it has exited stealth mode and raised €8 million in funding to fuel European expansion and extend the technology’s capabilities to new crop types.

Founded in 2025 by Renji John and Sherry Kunjachan, Eternal.ag develops fully autonomous robots that perform greenhouse crop work without human operators.

According to the company, greenhouse labour availability is declining quickly, with Europe witnessing a decrease of up to 30% since 2010.

Niklas Leske, Principal at Simon Capital, said, “Climate change, labour shortages, and rising demand are pushing food production to its limi…

On May 7-8, 2026, the EU-Startups Summit returns to sunny Malta, bringing together around 2,500 founders, investors, and startup ecosystem leaders for two days of networking, inspiration, and knowledge-sharing.

The venture capital landscape is evolving rapidly.

Alex Farcet – Startupbootcamp / Raspberry VenturesEntrepreneur, investor, and ecosystem builder with deep experience across startup acceleration, venture development, and early-stage investing.

Ilena Mece – KOMPAS VCPrincipal at KOMPAS VC, an early-stage venture capital firm investing in startups developing technologies that drive digital transformation and sustainability across major industrial sectors.

If you are a founder looking …

Bounti, a Berlin-based AI startup focusing on the physical economy, including hospitality, retail, and services, has raised €4 million for its AI frontline operations platform.

Yet this is where millions of people work every day and where operational execution directly drives revenue.

Bounti is building a new software layer for these frontline environments: one that doesn’t just provide insights, but actually closes the execution loop.

Founded in 2022, Bounti is an AI-native platform for operational execution in the physical economy.

Bounti states that thousands of frontline employees rely on the platform to onboard new team members more swiftly, maintain standards, and enhance internal com…

Reson8, an Amsterdam-based speech AI startup building hyper-customised automatic speech recognition (ASR), today announced it has raised a €5 million pre-Seed round to scale its Europe-based infrastructure and expand specialised speech models across 20+ languagesThe round was led by Balderton Capital, with participation from NP Hard.

“Generic speech models break the moment you leave English, and customers increasingly want control over where their data lives.

Founded by Thomas Kluiters, Raoul Ritter, and Jarno Verhagen, Reson8 is a European speech technology company building hyper-customised speech recognition that adapts to each conversation in seconds.

“Reson8 is built on the belief that …

AI model giants should pay a content levy for selling their services in Europe with the money funnelled into Europe’s cultural sector, according to the boss of Europe’s leading AI model startup. Art...

Big news this week as the European Commission presented its proposal for EU Inc., a new single set of corporate rules that will serve as the cornerstone and starting point for the EU's 28th regime. As...

Over Paddy's weekend 2026, a friendly Northern Irish "woman" called Rachel rang more than 3,000 pubs across all 32 counties to find out the price of a pint of Guinness. Over 1,000 gave a price. Onl...

Starling Bank is rolling out what it says is the “UK’s first agentic AI financial assistant”, as it looks to leverage the new technology to help improve day-to-day banking. The UK challenger bank, whi...

Montis VC has launched a new venturecapital fund, securing €50 million at first close. The fund is backed by theEuropean Investment Fund through the REPowerEU programme, the PolishDevelopment Fund, an...

Eternal.ag, a startup building autonomous harvesting robots for greenhouses, today announced it has raised €8 million in funding from Simon Capital, Oyster Bay Venture Capital, EquityPitcher Ventures ...

Today, startup Edra announced $30 million Series A led by Sequoia, which included investment from 8VC and A*z. Edra builds AI agents that learn how a business operates, then automate the work. Its...

Cleavr, an AIsolution dedicated to autonomous accounts receivable management, has raised €1million in a funding round backed by Kima Ventures, Better Angle, Raphaël Nahum(CFO of Pennylane), Régis Samu...

This week, the Oscars celebrated some of last year’s most outstanding achievements in cinema. In the meantime, the tools behind filmmaking are undergoing a profound transformation.Media and filmtech s...

Zopa Bank, the UK savings and lending digital bank, has reported its third consecutive year of profit, as it says take-up of its new current account proposition has eclipsed expectations.The London-ba...

Today, counter-drone defence technology company Alpine Eagle announced it is scaling production of its Sentinel system. Alpine Eagle develops counter-drone (counter-UAS) systems designed to detect, tr...

Spanish tech companies raised €3.1 billion in 2025,highlighting a broad and increasingly mature ecosystem. Large late-stage roundsremained strong, alongside a deep base of early and growth-stage fundi...

Berlin-based Bounti has raised€4 million in a funding round led by Ventech, with participation from IBBVentures, Robin Capital, Common Magic, and several business angels. While much of the technologyh...

Ghent-basedRingtime, an AI agent platform for managing inbound and outbound conversations,has raised €1.8 million in a seed round led by Volta Ventures, withparticipation from Syndicate One, JK Invest...

Amsterdam-based Reson8, a speechtechnology company developing hyper-customised automatic speech recognition(ASR), has raised €5 million in a pre-seed round led by Balderton Capital, withparticipation ...

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

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

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

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

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

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

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

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

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

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

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

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

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

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