AquaAqua is a message tool for AI Agents.

Aqua is short for AQUA Queries & Unifies Agents.

It's a protocol, a CLI, comes from mistermorph .

🛠️ Simple CLI for node management and messaging.

# 1) On each node, get peer ID aqua id < nickname > # 2) Start node with relay endpoints aqua serve --relay-mode auto \ --relay /dns4/ < relay-host > /tcp/6372/p2p/ < relay_peer_id > \ --relay /dns4/ < relay-host > /udp/6372/quic-v1/p2p/ < relay_peer_id > # 3) From `aqua serve` output, copy your relay-circuit address: # /dns4//tcp/6372/p2p//p2p-circuit/p2p/ # Share it with your peer and add peer's relay-circuit address: aqua contacts add " " --verify # 4) Handshake and send aqua send < peer_id > " hello …

By that fall, the Maine Learning Technology Initiative had distributed 17,000 Apple laptops to seventh graders across 243 middle schools.

In 2024, the U.S. spent more than $30 billion putting laptops and tablets in school.

He said Gen Z is the first generation in modern history to score lower on standardized tests than the previous one.

“This is not a debate about rejecting technology,” Horvath wrote.

According to a 2014 study, which surveyed and observed 3,000 university students, students engaged in off-task activities on their computers nearly two-thirds of the time.

Rituals come in many different forms and are practised in cultures the world over, but why have they become such an important part of our lives?

Malinowski recorded a long list of ceremonies and rituals the islanders would perform before venturing out onto the open sea.

Malinowski concluded that the "magic" rituals performed by the islanders were a response to help them cope with the unpredictable might of the Pacific Ocean.

Thousands of stone spearheads in the cave were thought to have been burnt in a ritual, including some that had been intricately carved from red stone brought from hundreds of miles away.

The archaeologists who made the discovery believe the destruction of the spearheads…

The Uncomfortable Truth About America's Largest H1B SponsorsEvery year, three companies dominate H1B visa filings: Cognizant, Tata Consultancy Services (TCS), and Infosys.

How IT Outsourcing WorksFor every dollar a Cognizant H1B worker earns, a Google H1B worker earnsTraditional tech companies hire H1B workers as permanent employees building products.

Companies cited include major banks, insurance companies, and retailers using these arrangements to cut costs while technically not employing H1B workers directly.

Implement salary minimums — Some propose $150K minimum for H1B positionsFor the Industry:Transparency — All H1B data should be easily accessible (that's why we built H1B Data Hub)Ac…

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After 3 weeks waiting, the result is that they cannot restore my account.

Below is their reply after “full investigation by the internal team“:”Thank you for your continued patience as we have thoroughly investigated your account access issue.

Please be assured that we conducted a comprehensive investigation, exploring every possible avenue to restore your access.

Our product engineering team has confirmed that your account was suspended from using our Antigravity service.

This suspension affects your access to the Gemini CLI and any other service that uses the Cloud Code Private API.

FreeBSD 15 comes with a new bridging implementation which has native support for VLANs.

The net.link.bridge.member_ifaddrs sysctl controls this behavior and it will be removed in FreeBSD 16.0-RELEASE, same as if set to zero.

New Bridging The new design allows you to have a single bridge and specify tagged and/or untagged VLANs for each bridge member.

Now that this is sorted, my VNET jail config looks like this: webserver { exec.prestart += "/scripts/vnetif $name bridge0 2"; vnet; vnet.interface = "e0b_$name"; } It works!

This seems to not be required as the epair interface is automatically destroyed when the jail is torn down now.

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comment end endCredits

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This is the CitriniResearch Macro Memo from June 2028, detailing the progression and fallout of the Global Intelligence Crisis.

Despite the administration’s repeated boasts of record productivity, white-collar workers lost jobs to machines and were forced into lower-paying roles.

And the traditional policy toolkit (rate cuts, QE) can address the financial engine but cannot address the real economy engine, because the real economy engine is not driven by tight financial conditions.

The Intelligence Premium UnwindFor the entirety of modern economic history, human intelligence has been the scarce input.

Machine intelligence is now a competent and rapidly improving substitute for human intellig…

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It's difficult to assess the exact turning point for when physical phone keyboards made a comeback, but we have a couple of guesses.

That's the promise of the Clicks keyboard case, which adds a physical keyboard to most modern smartphones.

It is designed by a former BlackBerry designer to show what a new BlackBerry phone would be like for 2026.

Unihertz TitanUnihertz is a Chinese company that's been making keyboard phones for a few years now.

The current lineup includes the Titan, Titan Pocket, Titan Slim and Titan 2.

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Hi, I'm a K-8 technology teacher in NYC.

My students are in desperate need of new hardware.

The Chromebooks they use now are so slow that they make the children agitated when using them.

I'm aware of different grant opportunities that exist, I just thought it was worth inquiring here for a potentially faster solution at acquiring them new hardware.

Thank you for listening.

With a little state assistance, they want to make 2026 the Year of the Housing Factory.

Not long ago, pitching a developer on factory-built construction was a tough sell.

Off-site construction reliably cuts construction timelines by 10% to 30%, according to an analysis by the Terner Center.

The state’s Housing and Community Development department already regulates factory-built housing units.

Advertisement“I don’t think factory-built housing is going to solve all of our problems.

Green Lumber Fallacy in Software EngineeringJanuary 13, 2022“Green lumber” is a term used to describe freshly cut lumber.

One of the most successful traders of green lumber, Joe Siegel, mistakenly thought that green lumber was lumber that had been painted green.

It appears that knowing the origin of the term “green lumber” is irrelevant to becoming a successful green lumber trader, no matter how much theoreticians want to believe otherwise.

There’s a green lumber fallacy in Software Engineering.

Sure a general grasp of data structures and algorithms helps to build software, but software development is not data structures and algorithms.

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Just a brief announcement that I have been working with Quanta Books to publish a short book in popular mathematics entitled “Six Math Essentials“, which will cover six of the fundamental concepts in mathematics — numbers, algebra, geometry, probability, analysis, and dynamics — and how they connect with our real-world intuition, the history of math and science, and to modern practice of mathematics, both in theory and in applications.

The scheduled publication date is Oct 27, but it is currently available for preorder.

Agent Semantic ProtocolSemantic Interoperability Layer for AI Agents — a lightweight extension of MCP (Model Context Protocol) built for the era of agentic AI meshes.

What Is Agent Semantic Protocol?

Agent Semantic Protocol enables AI agents to communicate by meaning, not schema.

Instead of exchanging rigid JSON tool calls, agents share semantic intent vectors — compact float32 embeddings that describe goals in a shared latent space.

Caps : [nlp reasoning intent-parsing] ✓ Agent Beta started ... ── Performing Agent Semantic Protocol Handshake ───────────────────────────────────── [Beta] ← Handshake from "agent-alpha" caps=[nlp reasoning intent-parsing] [Alpha] ✓ Handshake complete!

The Black-White Array (aka BWArr) is a fast, ordered data structure based on arrays with $O(\log N)$ memory allocations.

Data StructureThe idea of Black-White Array was invented and published by professor Z. George Mou in Black-White Array: A New Data Structure for Dynamic Data Sets.

50% of elements take $O(\log N)$ time, 75% - $O(2\log N)$ , 87.5% - $O(3\log N)$ , etc.

Amortized complexity for iteration over the whole collection remains $O(\log N)$ per element.

Allocations on smaller values:GetMeasures the time to look up N values by their keys in a pre-populated data structure.

In our increasingly enshittified online experience, the last bastions of the Internet’s initial egalitarian promise shine like diamonds.

Leading the charge in this crusade is Elon Musk, who launched an AI-powered competitor, Grokipedia, last October.

While speaking at India’s AI Impact Summit in New Delhi this week, Wikipedia co-founder and spokesperson Jimmy Wales was asked about the threat the site faced from Grokipedia and its ilk.

Where AI models fail here, their human counterparts shine.

If anything, Wales did Grokipedia a kindness by keeping the conversation hallucination-focused.

jitA header-only, cross-platform JIT compiler library in C. Targets x86-32, x86-64, ARM32 and ARM64.

int lbl_loop = jit_label ( & j ); // allocate label id int lbl_end = jit_label ( & j ); jit_bind ( & j , lbl_loop ); // mark current position as lbl_loop jit_cmp_ri64 ( & j , RCX , 0 ); jit_jcc_lbl ( & j , JIT_CC_EQ , lbl_end ); // jump to lbl_end if RCX == 0 // ... loop body ... jit_jmp_lbl ( & j , lbl_loop ); jit_bind ( & j , lbl_end );All fixups are resolved when you call jit_compile() .

1 : 0) — 8-bit jit_cmov_rr64 ( j , cc , dst , src ) // if (cc) dst = src (no branch) jit_cmov_rr32 ( j , cc , dst , src )Jumps & callsjit_jmp_lbl ( j , lbl ) // unconditional jump to label jit_jmp_r64 ( j…

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codespelunker (cs)CLI code search tool that understands code structure and ranks results by relevance.

I wrote it to search code, but it works just as well on full text documents.

In code search, the best result is usually where the logic is implemented.

It also rewards more matches, closer matches, exact case matches, and matches that are whole words.

$ cs -h code spelunker (cs) code search.

Comparing C/C++ unity build with regular build on a large codebase2024-07-03IntroFrom the beginning, C/C++ code has been compiled into separate small code objects and later linked into one executable or library.

Unity build (unified build) is a compilation method for C/C++ projects where multiple translation units are merged into one and compiled as a single block of code.

Running ‘cloc src’ gives us 1317 C++ files with 453842 loc, 1287 header files with 93914 loc, and 76 C files with 51776 loc.

Building without cmakeTo begin the process of preparing a unity build I decided to make a regular build but without cmake or make.

I also didn’t do a full unity build by joining all files into one b…

import Triathlon swim () // OK, calls Triathlon.swim bike () // OK, calls Triathlon.bike run () // OK, calls Triathlon.runBut if we import both modules together, we can’t always use unqualified function names.

import Triathlon import Pentathlon bike () // OK, calls Triathlon.bike fence () // OK, calls Pentathlon.fence swim () // Error, ambiguousHow do we reconcile this?

import Triathlon import Pentathlon Triathlon .

swim swim () // OK, calls Pentathlon.swim fence () // Error, unresolved identifierResolving Symbol Name CollisionsWhen multiple symbols are referenced by the same name in code, the Swift compiler resolves this reference by consulting the following, in order:Local Declarations Im…

If your application also runs NFKC normalization (which it should — ENS, GitHub, and Unicode IDNA all require it), then 31 entries in confusables.txt conflict with what NFKC produces.

What NFKC normalization doesNFKC (Normalization Form Compatibility Composition) is Unicode’s way of collapsing “compatibility variants” to their canonical form.

I found 31 characters where confusables.txt and NFKC disagree:The Long SChar Name Codepoint TR39 maps to NFKC maps to ſ Latin Small Letter Long S U+017F f sTR39 sees the visual resemblance to f. But linguistically (and in NFKC), ſ is an archaic form of s. The NFKC mapping is unambiguously correct for any application that cares about meaning rather than…

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I expected the throughput to go through the roof since multiple threads could finally read simultaneously, the competition was not even close, write locks outperformed read locks by around 5X.

Here is why read locks may perform worse (and destroy expectations).

Read Lock ( .read() ): Shared access.

But on modern multi-core chips like the M4, the “cost of admission” for a Read Lock is much higher than you think.

Read locks are not all bad and evil, there are a bunch of cases in which they prove to be much better:When you have larger sections in the read path that need to be under a lock, in this case write locks may slow down throughput.

Using bit-fields can reduce the amount of memory used, which can improve performance.

Bit-field Case StudiesIn the introductory example, the size of a struct was reduced from 12 to 4 bytes using bit-fields.

This is a bad use of bit-fields; it would have been more efficient to declare this same struct without any bit-fields at all.

Case 5: Packed Interleaved Bit-fields and Standard FieldsConsider MixedBitfield_2 from the previous case, except with the compiler-specific packed attribute.

Furthermore, each environment is unique: some environments may have their performance limited by memory, in which case bit-fields may help, but others may have their performance limited by CPU usage, which ca…

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Yang Jie / Wall Street Journal:

Sources: Dell, Lenovo, and other PC makers are working with Nvidia on laptops using the Arm-based Nvidia-MediaTek system-on-a-chip, which could come in H1 2026 — AI leader and its partners hope to make PCs lighter and thinner while keeping long battery life

David Streitfeld / New York Times:

In recent interviews, Sam Altman said AI's adoption faces more resistance than he expected, while Jensen Huang warned the “doomer narrative” may be winning — Tech leaders are beginning to worry about the public's underwhelming enthusiasm for their plans to remake the world with artificial intelligence.

Niamh Rowe / The Guardian:

US farmers are increasingly rejecting multimillion-dollar offers from data center developers; some estimate ~40K acres are needed globally for new AI projects — Families are navigating the tough choice between unimaginable riches and the identity that comes with land

Stephen Totilo / Game File:

Tencent closed its TiMi Montréal studio after nearly five years, without ever releasing a game, as Chinese giants scale back funding for Western game studios — The game industry's contraction is unrelenting. — ∙ Paid — Tencent has shut down its TiMi Montreal studio without …

Aarian Marshall / Wired:

Documents submitted by Waymo and Tesla to the US government reveal new info about the remote assistance programs for their robotaxis, staffed by human operators — Self-driving vehicle companies are revealing new details about their safety-critical “remote assistance” programs—but questions remain.

Financial Times:

The EU's DSA probe into Shein is just the latest of the company's problems, which are stacking up in many of its big markets as it seeks to push through an IPO — Regulatory probes and the ending of customs loopholes pose big challenges, but its business model is highly resilient

Wall Street Journal:

A profile of Neil Shen of HSG, formerly Sequoia China, which raised $9B from US investors before US restrictions and has funded Manus and other Chinese startups — Neil Shen has long bridged both countries, from working at Sequoia after Yale to his own firm

Anthony Ha / TechCrunch:

Sam Altman says discussions about AI's energy usage are “unfair”, as it takes “20 years of life and all of the food you eat during that time” to train a human — OpenAI CEO Sam Altman addressed concerns about AI's environmental impact this week while speaking at an event hosted by The Indian Express.

Turkish Minute:

Turkey launches a review of how social media platforms handle children's data as it prepares new rules that include identity verification and age restrictions — Turkey's data protection watchdog has opened a review of how six major social media platforms process children's personal data …

Mark Gurman / Bloomberg:

Tim Cook's increased mentions of Visual Intelligence hint it will be a major part of Apple's new wearables; sources: Apple considers a deep red iPhone 18 Pro — Apple CEO Tim Cook is signaling that Visual Intelligence will be the defining feature of the company's push into wearable AI devices.

Molly White / Citation Needed:

Analysis: the crypto industry has spent $288M+ on the 2026 US midterms so far, over double the 2024 cycle; crypto PAC Fairshake is the US' fifth most-funded PAC — With Trump faltering and their policy agenda incomplete, the crypto industry has moved at least $288 million toward the midterms …

Krishn Kaushik / Financial Times:

India's AI Summit highlighted the limits of the country's AI ambitions, as the US and its tech companies largely dismissed India's push for global AI governance — The world's most populous country continues to struggle to find its place in an industry dominated by the US and China

Garry Tan / Garry's List:

Anthropic's data shows software engineering accounts for ~50% of its AI agent tool calls; the remaining verticals are greenfields most founders are overlooking — Anthropic's new data shows software engineering dominates agentic AI. For founders, that's not a warning. It's a treasure map.

Stephen Foley / Financial Times:

Source Global: the US consulting market is set to grow 7% in 2026, the fastest pace in the post-COVID era, as companies seek advice on profiting from AI — Companies are seeking advice on how to provide energy to data centres and profit from artificial intelligence

Bijin Jose / The Indian Express:

Sam Altman says currently “the idea of putting data centers in space is ridiculous” and that it is “not something that's going to matter at scale this decade” — Once allies at OpenAI, Sam Altman and Elon Musk are now sharply divided over the future of AI infrastructure.

Lawrence Abrams / BleepingComputer:

Amazon details how a Russian-speaking hacker used generative AI as part of a campaign that breached 600+ FortiGate firewalls across 55 countries in five weeks — Article updated at the bottom with additional technical details about this campaign. — Amazon is warning that a Russian …

FinSMEs:

Salt Lake City-based Jump, a provider of AI tools for financial advisors to automate meeting prep and more, raised an $80M Series B led by Insight Partners — Jump, a Salt Lake City, UT-based provider of artificial intelligence (AI) solutions for financial advisors and other financial services providers …

Lauren Edmonds / Business Insider:

Sam Altman says currently “the idea of putting data centers in space is ridiculous” and that it is “not something that's going to matter at scale this decade” — - Elon Musk's SpaceX wants to launch satellites that act as data centers into space.

Sam Kim / Bloomberg:

Trump calls on Netflix to fire board member Susan Rice or face “consequences,” after she said corporations that “take a knee” to Trump would be held accountable — Donald Trump called on Netflix to fire board member Susan Rice or “pay the consequences,” …

Josh Sisco / Bloomberg:

Sources: DOJ's review of Netflix's WBD takeover examines whether Netflix wields anticompetitive leverage over creators in violation of Clayton and Sherman Acts — The Justice Department's investigation of Netflix Inc.'s proposed $72 billion takeover of Warner Bros. Discovery Inc. includes scrutiny …

AJ Dellinger / Gizmodo:

Sam Altman says there is some “AI washing”, where companies blame AI for layoffs that they would otherwise do, alongside “real displacement by AI” of some jobs — Hold up, let him cook. — Sam Altman is starting to get the sneaking suspicion that companies might …

Russell Brandom / TechCrunch:

Open source projects like VLC and Blender are seeing a decline in the average quality of contributions, likely as AI coding tools lower barriers to entry — A world that runs on increasingly powerful AI coding tools is one where software creation is cheap — or so the thinking goes …

David Nield / Wired:

Google is ending Gmailify and POP access in Gmail; new users will lose access in Q1 2026, and existing users will keep both features until later in 2026 — If you have multiple email accounts, your Gmail setup may soon need some reorganizing. — Google giveth, and Google taketh away.

Jon Brodkin / Ars Technica:

English-language Wikipedia bans Archive.today after editors discover it was used to direct a DDoS attack and tampered with snapshots; 695K+ links to be removed — The English-language edition of Wikipedia is blacklisting Archive.today after the controversial archive site was used to direct …

Sam Kriss / Harper's:

Interviews with Cluely's Roy Lee, Donald Boat, and other highly “agentic” young men, as agency becomes more valuable than technical skills in Silicon Valley — Tech's new generation and the end of thinking … Cluely and its co-founder Chungin “Roy” Lee were intensely, and intentionally, controversial.

TimesFMTimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.

Latest Model Version: TimesFM 2.5Archived Model Versions:1.0 and 2.0: relevant code archived in the sub directory v1 .

You can pip install timesfm==1.3.0 to install an older version of this package to load them.

Update - Oct. 29, 2025Added back the covariate support through XReg for TimesFM 2.5.

This repo will be under construction over the next few weeks toadd support for an upcoming Flax version of the model (faster inference).

Synkra AIOS: Framework Universal de Agentes IA 🚀Framework de Desenvolvimento Auto-Modificável Alimentado por IA.

Contributors appearing in the git history from the original BMad Method repository do not imply active participation in or endorsement of Synkra AIOS.

Visão GeralPremissa Arquitetural: CLI FirstO Synkra AIOS segue uma hierarquia clara de prioridades:CLI First → Observability Second → UI ThirdCamada Prioridade Foco Exemplos CLI Máxima Onde a inteligência vive.

O arquivo .claude/CLAUDE.md é carregado automaticamenteé carregado automaticamente Sync dedicado de agentes: npm run sync:ide:claudeValidacao dedicada: npm run validate:claude-sync && npm run validate:claude-integrationPara …

Excalidraw MCP Server & Agent SkillRun a live Excalidraw canvas and control it from AI agents.

Agent Skill: Portable skill for Claude Code, Codex CLI, and other skill-enabled agentsKeywords: Excalidraw agent skill, Excalidraw MCP server, AI diagramming, Claude Code skill, Codex CLI skill, Claude Desktop MCP, Cursor MCP, Mermaid to Excalidraw.

Configure MCP ClientsThe MCP server runs over stdio and can be configured with any MCP-compatible client.

Canvas server : Must be running before the MCP server connects.

Start it with npm run canvas (local) or docker run -d -p 3000:3000 ghcr.io/yctimlin/mcp_excalidraw-canvas:latest (Docker).

RowboatOpen-source AI coworker that turns work into a knowledge graph and acts on itRowboat connects to your email and meeting notes, builds a long-lived knowledge graph, and uses that context to help you get work done - privately, on your machine.

Voice notesTo enable voice notes (optional), add a Deepgram API key in ~/.rowboat/config/deepgram.json:{ "apiKey": "" }Web searchTo use Brave web search (optional), add the Brave API key in ~/.rowboat/config/brave-search.json.

IntegrationsRowboat builds memory from the work you already do, including:Gmail (email)(email) Granola (meeting notes)(meeting notes) Fireflies (meeting notes)How it’s differentMost AI tools reconstruct context on demand by…

🚀 Quickstart | 🏠 Home | 📚 Docs | 📊 Benchmarks | 🎮 Discord | 🐦 X (Twitter)Zvec is an open-source, in-process vector database — lightweight, lightning-fast, and designed to embed directly into applications.

Built on Proxima (Alibaba's battle-tested vector search engine), it delivers production-grade, low-latency, scalable similarity search with minimal setup.

⚡ One-Minute Exampleimport zvec # Define collection schema schema = zvec .

VECTOR_FP32 , 4 ), ) # Create collection collection = zvec .

Doc ( id = "doc_2" , vectors = { "embedding" : [ 0.2 , 0.3 , 0.4 , 0.1 ]}), ]) # Search by vector similarity results = collection .

Start the Systemfrom wifi_densepose import WiFiDensePose # Initialize with default configuration system = WiFiDensePose () # Start pose estimation system .

Using the REST API# Start the API server wifi-densepose start # Start with custom configuration wifi-densepose -c /path/to/config.yaml start # Start with verbose logging wifi-densepose -v start # Check server status wifi-densepose statusThe API will be available at http://localhost:8000API Documentation : http://localhost:8000/docs: http://localhost:8000/docs Health Check : http://localhost:8000/api/v1/health: http://localhost:8000/api/v1/health Latest Poses: http://localhost:8000/api/v1/pose/latest4.

start Start the WiFi-DensePose API s…

Chrome/Firefox extension: install the CLI and run summarize daemon install --token so the Side Panel can stream results and use local tools.

> /tmp/summarize-cli-smoke.txt summarize --cli codex --plain --timeout 2m /tmp/summarize-cli-smoke.txt summarize --cli claude --plain --timeout 2m /tmp/summarize-cli-smoke.txt summarize --cli gemini --plain --timeout 2m /tmp/summarize-cli-smoke.txt summarize --cli agent --plain --timeout 2m /tmp/summarize-cli-smoke.txtSet explicit CLI allowlist/order:{ "cli" : { "enabled" : [ " codex " , " claude " , " gemini " , " agent " ] } }Configure implicit auto CLI fallback:{ "cli" : { "autoFallback" : { "enabled" : true , "onlyWhenNoApiKeys" : true , "order" :…

Heretic: Fully automatic censorship removal for language modelsHeretic is a tool that removes censorship (aka "safety alignment") from transformer-based language models without expensive post-training.

It does not yet support SSMs/hybrid models, models with inhomogeneous layers, and certain novel attention systems.

You can find a small collection of models that have been decensored using Heretic on Hugging Face, and the community has created and published well over 1,000 Heretic models in addition to those.

: Either the index of a refusal direction, or the special value , indicating that each layer should be ablated using the refusal direction associated with that layer.

For non-integral va…

Set backend via command (writes keyring_backend into config.json ):gog auth keyring file gog auth keyring keychain gog auth keyring autoShow current backend + source (env/config/default) and config path:gog auth keyringNon-interactive runs (CI/ssh): file backend requires GOG_KEYRING_PASSWORD .

Supported auth:Your own OAuth Desktop client JSON via gog auth credentials ... + gog auth add ...+ Google Workspace service accounts with domain-wide delegation (Workspace only)CommandsFlag aliases:--out also accepts --output .

< acct > .workers.dev # Send with tracking gog gmail send --to [email protected] --subject " Hello " --body-html " Hi! " --track # Check opens gog gmail track opens < track…

Claude Code PM CourseAn interactive course teaching Product Managers how to use Claude Code effectively for their daily work.

Your job is to guide the user through the learning experience interactively.

You'll learn to:Work faster without sacrificing qualityGet multi-perspective feedback instantlyProcess research and data efficientlyWrite better documents with AI assistanceTime to Complete: ~4-6 hours for full interactive trackLicenseThis work is licensed under CC BY-NC-ND 4.0.

Copyright © 2025 Carl Vellotti.

You may view and share this course content with attribution, but commercial use and modifications are not permitted.

While we are working toward a stable release, some APIs and interfaces may change as the design continues to mature.

You are welcome to explore and experiment, but if you need long-term stability, it may be best to wait for a stable release, or be prepared to adapt to updates along the way.

LiteBox is a sandboxing library OS that drastically cuts down the interface to the host, thereby reducing attack surface.

Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines.

Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship.

MontyA minimal, secure Python interpreter written in Rust for use by AI.

A minimal, secure Python interpreter written in Rust for use by AI.

Instead, it lets you safely run Python code written by an LLM embedded in your agent, with startup times measured in single digit microseconds not hundreds of milliseconds.

args ) #> ('https://example.com',) # Perform the actual fetch, then resume with the result result = result .

Start latency : The wasmer python package hasn't been updated for 3 years and I couldn't find docs on calling Python in wasmer from Python, so I called it via subprocess.

cuda () model = model .

numpy (), samplerate = 24000 ) print ( "Text:" , text ) print ( "Audio saved to output.wav" ) else : for text_chunk , is_finished in iter_gen : text += text_chunk print ( "Text:" , text ) # Now we can prefill the following user turns and generate next turn response...

chat ( msgs = msgs , use_tts_template = False ) print ( res )Chat with Multiple ImagesClick to show Python code for multi-image input.

chat ( msgs = msgs , use_tts_template = False , enable_thinking = False ) print ( answer )In-Context Few-Shot LearningClick to show Python code for few-shot learning.

chat ( msgs = msgs , use_tts_template = False , enable_thinking = False ) print ( answer )Chat with Vide…

Architecture as a codeVisualize, collaborate on, and evolve your software architecture with always up-to-date, live diagrams generated from your code.

LikeC4 is a modeling language for describing software architecture and tools to generate diagrams from the model.

You customize or define your own notation, element types, and any number of nested levels in architecture model.

LikeC4 source:Run CLI to preview:npx likec4 startAnd result:Template repository - likec4/templateDeployed - https://template.likec4.devCheck Tutorial - for a quick overview of LikeC4.

If you like the project, please consider contributing financially to help grow and improve it.

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The git plugin in oh-my-zsh has an alias for this: gbda

It also has one for squash-merged branches: gbds Deleting dead branches easily

Buried in a table on page 6 of the privacy policy, under “legitimate interests”:They use uploaded images of identity documents — that’s my passport — to train their AI.

You scanned your European passport for a European professional network, and your data went exclusively to North American companies.

“But There’s the Data Privacy Framework!”Yes, Persona says they comply with the EU-US Data Privacy Framework (DPF).

US surveillance laws made it impossible to guarantee European data was safe.

Even if you’re in Europe and the dispute is about European data.

sandbox-exec: macOS's Little-Known Command-Line Sandboxing Tool17 Apr, 2025EARLY ACCESS If you want a deeper, up-to-date treatment of sandbox-exec —including modern macOS pitfalls, Mach/XPC failures, and working profiles—I’m documenting it as an extended handbook, sandbox-exec: The Missing Handbook (early access, $12).

sandbox-exec is a built-in macOS command-line utility that enables users to execute applications within a sandboxed environment.

Privacy control: You can explicitly deny applications access to personal directories like Documents, Photos, or Contacts.

Resource restriction: Beyond security, sandboxing can limit an application's resource consumption or network access.

Allow by D…

The dream of having a fully autonomous AI employee is seductive.

For us, that looks like:Writing commit messages → AI amplifiedSearching the codebase for patterns → AI amplifiedMaking architectural decisions → Human judgment, AI researchWriting boilerplate code → AI amplifiedReviewing code for security issues → AI amplifiedUpdating documentation to match product changes → AI amplifiedDeciding what features to build → Human judgmentDebugging complex issues → Human leads, AI assists2.

Each component of your AI "exoskeleton" should be focused and reliable.

The AI exoskeleton doesn't just save time on specific tasks.

Experimenting with your own AI exoskeleton?

“I’ve heard a lot about writing good specs for AI agents, but haven’t found a solid framework yet.

Structure the Spec Like a Professional PRD (or SRS)Treat your AI spec as a structured document (PRD) with clear sections, not a loose pile of notes.

A good spec for an AI agent anticipates where the AI might go wrong and sets up guardrails.

Utilize context management and memory tools: There’s a growing ecosystem of tools to help manage AI agent context and knowledge.

A spec for an AI agent isn’t “write once, done.” It’s part of a continuous cycle of instructing, verifying, and refining.

stabilityTraining stability is crucial for successful large-scale model training.

target data mixture: when training a tokenizer from scratch, we should train on samples that mirror our final training mixture.

temperature for reasoning: they observed that greedy decoding to evaluate long-output reasoning models resulted in higher repetition rates and more variability.

RLVR and rubricsThe goal of RLVR on hybrid reasoning models is to improve reasoning capabilities without extending the token count too radically.

However, doing RL jointly on hybrid reasoning models is difficult since it requires separate length penalties, whose interplay can cause instability.

But the argument against using LLMs is not about shopping and markets at all.

My not using LLMs does not influence anything in that regard, Microsoft will just keep making the data center go BRRRRRRR.

People do not believe that “not using LLMs” will solve the issue of OpenAI etc all existing.

I appreciate a lot of work Cory Doctorow has done in the last decades.

We are imperfect people in an imperfect world.

Because of this change, you have to consider three things when deciding what AI to use: Models, Apps, and Harnesses.

OpenClaw, which made big news recently, is mostly a harness that allows you to use any AI model locally on your computer.

All of the AI models let you connect to data, such as letting the AI read your email and calendar, access your files, or connect to other applications.

It was built on the same agentic architecture as Claude Code, and was itself largely built by Claude Code in about two weeks.

If you want to go deeper, Anthropic offers the most powerful package in Claude Code, Claude Cowork (both accessible through Claude Desktop) as well as the specialized PowerPoint and …

I don't write code — Claude Code does.

Describe your idea, let the system extract everything it needs to know, and let Claude Code get to work.

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/ # All runtimes npx get-shit-done-cc --all --global # Install to all directories Use --global ( -g ) or --local ( -l ) to skip the locat…

Homebrewbrew tap manaflow-ai/cmux brew install --cask cmuxTo update later:brew upgrade --cask cmuxOn first launch, macOS may ask you to confirm opening an app from an identified developer.

I was using Ghostty with a bunch of split panes, and relying on native macOS notifications to know when an agent needed me.

The sidebar has vertical tabs that show git branch, working directory, listening ports, and the latest notification text for each workspace.

You can split a browser pane next to your terminal and have Claude Code interact with your dev server directly.

Everything is scriptable through the CLI and socket API — create workspaces/tabs, split panes, send keystrokes, open URLs in the brow…

We even got one of these alerts for the Wycheproof repository, which does not import the affected filippo.io/edwards25519 package at all.

$ go mod why -m filippo.io/edwards25519 # filippo.io/edwards25519 github.com/c2sp/wycheproof/tools/twistcheck filippo.io/edwards25519/fieldWe have turned Dependabot off.

$ go mod why -m filippo.io/edwards25519 # filippo.io/edwards25519 filippo.io/sunlight/internal/ctlog github.com/google/certificate-transparency-go/trillian/ctfe github.com/go-sql-driver/mysql filippo.io/edwards25519 $ govulncheck ./... === Symbol Results === No vulnerabilities found.

Replace Dependabot with a govulncheck GitHub ActionYou can replace Dependabot security alerts with this Gi…

The path to ubiquitous AIBy Ljubisa BajicMany believe AI is the real deal.

About TaalasFounded 2.5 years ago, Taalas developed a platform for transforming any AI model into custom silicon.

AI inference is the most critical computational workload that humanity has ever faced, and the one that stands to gain the most from specialization.

The Silicon Llama is aggressively quantized, combining 3-bit and 6-bit parameters, which introduces some quality degradations relative to GPU benchmarks.

Our first products, beginning with our hard-wired Llama and rapidly expanding to more capable models, eliminate high latency and cost, the core barriers to ubiquitous AI.

It covers kinds, qualified types, type classes, pattern matching types, binding groups, mutual recursion, and defaulting.

Repo : github.com/tekknolagi/scrapscript: github.com/tekknolagi/scrapscript Blog series: Max Bernstein's implementation walkthroughs at bernsteinbear.com/blog/scrapscript/MinCaml🤖 ~2,000 LOC, OCaml → native code.

Ante🤖 Combines HM type inference, algebraic data types, pattern matching, algebraic effects, and an ownership-like system for shared mutability.

Its pipeline runs from lexing through HIR type inference to MIR monomorphization and bytecode execution.

MicroHs🤖 By Lennart Augustsson (one of GHC's original creators) — the most complete "small" Haskell compiler alive…

Color GameThe Color Memory Game by DialedHow well can you remember colors?

Play the free color game solo or challenge friends in multiplayer.

Test your color perception and color recall at dialed.gg.

Also known as: colour game, colour memory game, color matching game, color test, color perception test.

This game requires JavaScript.

Cleaning up merged git branches: a one-liner from the CIA's leaked dev docs 20 Feb 2026In 2017, WikiLeaks published Vault7 - a large cache of CIA hacking tools and internal documents.

Buried among the exploits and surveillance tools was something far more mundane: a page of internal developer documentation with git tips and tricks.

The ProblemOver time, a local git repo accumulates stale branches.

git branch starts to look like a graveyard.

You can list merged branches with:git branch --mergedBut deleting them one by one is tedious.

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!

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

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

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

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

And so that today is my TrueNAS box.

I kind of want my TrueNAS box to do everything.

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

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

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

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

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

Changelog News!

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

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

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Samsung Galaxy Book6 Ultra ZDNET's key takeaways Samsung's Galaxy Book6 Ultra is expected to launch in early Spring.

Refined (and rehashed)Aesthetically, the Galaxy Book6 Ultra looks nearly identical to the Galaxy Book5 Pro.

I found it to be an improvement over what the Galaxy Book5 Pro had; it's not as mushy, but it still falls short.

A Galaxy Book5 Pro with 32GB of RAM currently costs $1,750.

If you're interested in the laptop, Samsung has a Reserve page where you can sign up for notifications to be alerted when the Galaxy Book6 Ultra, Galaxy Book6 Pro, and the base Galaxy Book6 become available.

HyperDrive Next USB4 M.2 PCIe enclosure ZDNET's key takeaways The HyperDrive Next USB4 M.2 PCIe enclosure is a $200 accessory that lets you use NVMe SSDs for data storage.

A case in point is the HyperDrive Next USB M.4 PCIe enclosure.

The HyperDrive enclosure is not for the average user.

Cesar Cadenas/ZDNETZDNET's buying adviceThe HyperDrive Next USB4 M.2 PCIe enclosure is on sale for $200.

A key limitation is that it requires a computer with a Thunderbolt 4 port (Thunderbolt 5 is fine).

Dreamie Smart Alarm Clock ZDNET's key takeaways The Dreamie smart alarm clock retails for $250It's a beautifully designed alarm clock with no app (crowd cheers)Ambient, the company behind Dreamie, is still developing some helpful features to make the clock more useful.

The most popular sunrise alarm clocks come from companies like Hatch and Philips -- but these clocks aren't perfect.

That's where the latest smart alarm clock comes in.

Dreamie's $250 alarm clock steps onto the scene with a touchscreen design, a unique look, and -- my favorite part!

My first impression of the alarm clock upon setting it up is that it is simply a beautiful device.

Every so often, I have to check that I have plenty of storage space on my Pixel 9 Pro.

Navigate to AICore Locate and tap AICore from the list.

Disable AICore On the AICore page, tap Disable.

When prompted, tap "Disable app."

Once you disable AICore, the Pixel Screenshots feature no longer works.

Sony WF-1000XM6 ZDNET's key takeaways The Sony WF-1000XM6 are available for $330 in Platinum Silver and Black.

The XM6 earbuds debut with upgrades to noise reduction hardware, more microphones for improved call quality, a new design, and Google Gemini integration.

Although the XM6 earbuds are slimmer than the XM5 buds, they are longer and protrude farther from my ears.

Sony WF-1000XM6 (left) and Sony WF-1000XM5 (right) Jada Jones/ZDNETSimply put, my ears aren't suited for these earbuds.

Sony says an enhanced digital-to-analog converter amplifier powered by an upgraded QN3e processor, combined with the Integrated Processor V2, all contribute to the XM6 earbuds' audio performance.

Clearing your TV's cache greatly reduces stuttering and improves performance. Here's how to do it across the most popular brand TVs.

It will unveil its newest Galaxy S series on February 25.

Also: Samsung Unpacked 2026: 5 biggest rumors I'm seeing on Galaxy S26 Ultra, Buds 4 Pro, moreThe company shared that its winter event is scheduled just before Mobile World Congress later this month.

Samsung kept the details sparse, but said the new Galaxy S series will more seamlessly integrate Galaxy AI into everyday functions.

What to expectRumors suggest we'll see Samsung's newest phone lineup, including the Galaxy S26, Galaxy S26 Plus, and Galaxy S26 Ultra, with camera upgrades, larger screens on lower-end models, and some useful software features.

How to reserve your preorderIf you're serious about buying a new Galaxy S phone, …

Smart TVs are basically computers now, with their own hidden hacks, tips, and tricks. Here are a few I frequently rely on.

I'm surprised how much I enjoy using the Samsung Galaxy A35 5G.

Still, the mission of mid-range phones is not to make waves; it's to provide a balance between performance, quality, and price.

You can't buy the Galaxy A35 5G expecting movie-quality videos, but at least you can shoot in 4K, albeit at 30 frames per second.

ZDNET's buying adviceIt's hard to find a midrange device that balances the smartphone experience well, but the Samsung Galaxy A35 5G does a pretty good job.

As mentioned earlier, the Galaxy A35 is on sale for less than $200.

Apple has invited the tech press to a “special Apple experience” on March 4, but it might unfold a bit differently than the company's standard press event.

On the latest episode of Equity, we debated what’s next for the creator economy, and whether there will be any room for the next generation of creators to stand out.

"The number one thing is to get out of your head this ideal that gets passed around in the self-help world: 'go get a mentor,' and everyone runs out and cold calls someone that's ridiculously too high and unachievable, and it doesn't work."

Quantonation Ventures, a venture firm investing in quantum and physics-based startups, has closed its oversubscribed second fund at €220 million, or approximately $260 million. That’s more than twice the size of its inaugural fund, and comes in addition to other signals that the quantum winter isn’t coming yet.

Netflix board member Susan Rice had predicted that corporations that “take a knee” to Trump will be “held accountable” when Democrats return to power.

Welcome back to TechCrunch Mobility — your central hub for news and insights on the future of transportation.

China’s brain-computer interface industry is rapidly scaling from research to commercialization, driven by strong policy support, expanding clinical trials, and growing investor interest.

Super Early Bird pricing for TechCrunch Disrupt 2026 ends February 27 at 11:59 p.m. PT. That means you have just 6 days left to secure up to $680 of ticket savings.

I thought: other than hotels that use SUVs like the Escalade IQL to ferry guests around, what kind of monster chooses a car like this?

A list of some of the alternative app stores iPhone users in the EU can try today.

"It also takes a lot of energy to train a human."

Wikipedia editors have decided to remove all links to Archive.today, a web archiving service that they said has been linked to more than 695,000 times across the online encyclopedia.

Is Microsoft's gaming division doubling down on AI?

As generative AI evolves, a Google VP warns that LLM wrappers and AI aggregators face mounting pressure, with shrinking margins and limited differentiation threatening their long-term viability.

Jesse Van Rootselaar's descriptions of gun violence were flagged by tools that monitor ChatGPT for misuse.

Russia's domestic intelligence agency claimed Saturday that Ukraine can obtain sensitive information from troops using the Telegram app on the front line, reports Bloomberg. The fact that the claims were made through Russia's state-operated news outlet RIA Novosti signals "tightening scrutiny over a platform used by millions of Russians," Bloomberg notes, as the Kremlin continues efforts to "push people to use a new state-backed alternative." Russia's communications watchdog limited access to Telegram — a popular messaging app owned by Russian-born billionaire Pavel Durov — over a week ago for failing to comply with Russian laws requiring personal data to be stored locally. Voice and video …

Fossil fuels produce NO2, which is linked to asthma attacks, bronchitis, and higher risks of heart disease and stroke, according the EV news site Electrek. But the nonprofit news site Grist.org notes a new analysis showing that those emissions decreased by 1.1% for every increase of 200 electric vehicles — across nearly 1,700 ZIP codes.

"A pretty small addition of cars at the ZIP code level led to a decline in air pollution," said Sandrah Eckel, a public health professor at the University of Southern California's Keck School of Medicine and lead author of the study. "It's remarkable." The study was done at the University of Southern California's medical school, by researchers using high-res…

Long-time Slashdot reader theodp writes: Jeopardy time. A. This company spurred CEOs to make huge speculative capital expenditures based on wild unverified claims of future demand, resulting in the layoffs of tens of thousands of workers to reduce the resulting expenses, harming their core businesses. Q. What is OpenAI? Sorry, the correct response is, "What is WorldCom?" In 2002, WorldCom, the second largest long-distance company in the U.S., entered Chapter 11 bankruptcy after disclosing accounting fraud that eventually totaled $11 billion, the biggest ever at the time. CEO Bernard Ebbers was subsequently sentenced to 25 years in prison. CNBC reported that an employee of WorldCom's Interne…

Google and Microsoft contributed $5 million to launch Alpha-Omega in 2022 — a Linux Foundation project to help secure the open source supply chain. But its co-founder Michael Winser warns that open source registries are in financial peril, reports The Register, since they're still relying on non-continuous funding from grants and donations. And it's not just because bandwidth is expensive, he said at this year's FOSDEM. "The problem is they don't have enough money to spend on the very security features that we all desperately need..." In a follow-up LinkedIn exchange after this article had posted, Winser estimated it could cost $5 million to $8 million a year to run a major registry the siz…

Long-time Slashdot reader fahrbot-bot writes: Researchers have developed a robotic hand that can not only skitter about on its fingertips, it can also bend its fingers backward, connect and disconnect from a robotic arm, and pick up and carry one or more objects at a time. This article in Science News includes footage of the robotic arm reattaching itself to the skittering robot hand, which can also hold objects against both sides of its palm simultaneously, and "can even unscrew the cap off a mustard bottle while holding the bottle in place." With its unusual agility, it could navigate and retrieve objects in spaces too confined for human hands. When attached to the mechanical arm, the rob…

Imagine a 280-unit apartment complex offering no on-site leasing office with a human agent for questions. "Instead, the entire process has been outsourced to AI..." reports SFGate, "from touring to signing the lease to completing management tasks once you actually move in." Now imagine it's far more than just one apartment complex... At two other Jack London Square apartment buildings, my initial interactions were also with a robot. At the Allegro, my fiance and I entered the leasing office for our tour and asked for "Grace P," the leasing agent who had emailed us. "Oh, that's just our AI assistant," the woman at the front desk told us... At Aqua Via, another towering apartment complex acro…

Friday Amazon published a blog post "to address the inaccuracies" in a Financial Times report that the company's own AI tool Kiro caused two outages in an AWS service in December. Amazon writes that the "brief" and "extremely limited" service interruption "was the result of user error — specifically misconfigured access controls — not AI as the story claims." And "The Financial Times' claim that a second event impacted AWS is entirely false." The disruption was an extremely limited event last December affecting a single service (AWS Cost Explorer — which helps customers visualize, understand, and manage AWS costs and usage over time) in one of our 39 Geographic Regions around the world. It …

A software engineer tried steering his robot vacuum with a videogame controller, reports Popular Science — but ended up with "a sneak peak into thousands of people's homes." While building his own remote-control app, Sammy Azdoufal reportedly used an AI coding assistant to help reverse-engineer how the robot communicated with DJI's remote cloud servers. But he soon discovered that the same credentials that allowed him to see and control his own device also provided access to live camera feeds, microphone audio, maps, and status data from nearly 7,000 other vacuums across 24 countries. The backend security bug effectively exposed an army of internet-connected robots that, in the wrong hands,…

Lockheed Martin's F-35 combat aircraft is a supersonic stealth "strike fighter." But this week the military news site TWZ reports that the fighter's "computer brain," including "its cloud-based components, could be cracked to accept third-party software updates, just like 'jailbreaking' a cellphone, according to the Dutch State Secretary for Defense." TWZ notes that the Dutch defense secretary made the remarks during an episode of BNR Nieuwsradio's "Boekestijn en de Wijk" podcast, according to a machine translation: Gijs Tuinman, who has been State Secretary for Defense in the Netherlands since 2024, does not appear to have offered any further details about what the jailbreaking process mig…

Programmer/entrepreneur Paul Ford is the co-founder of AI-driven business software platform Aboard. This week he wrote a guest essay for the New York Times titled "The AI Disruption Has Arrived, and It Sure Is Fun," arguing that Anthropic's Claude Code "was always a helpful coding assistant, but in November it suddenly got much better, and ever since I've been knocking off side projects that had sat in folders for a decade or longer... [W]hen the stars align and my prompts work out, I can do hundreds of thousands of dollars worth of work for fun (fun for me) over weekends and evenings, for the price of the Claude $200-a-month." He elaborates on his point on the Aboard.com blog: I'm deeply c…

Besides running tech operations at the UK's Post Office, their interim CTO is also removing and replacing Fujitsu's Horizon system, which Computer Weekly describes as "the error-ridden software that a public inquiry linked to 13 people taking their own lives." After over 16 years of covering the scandal they'd first discovered back in 2009, Computer Weekly now talks to CTO Paul Anastassi about his plans to finally remove every trace of the Horizon system that's been in use at Post Office branches for over 30 years — before the year 2030: "There are more than 80 components that make up the Horizon platform, and only half of those are managed by Fujitsu," said Anastassi. "The other components…

How much time does it take to even begin booting, asks long-time Slashdot reader BrendaEM. Say you want separate Windows and Linux boot processes, and "You have Windows on one SSD/NVMe, and Linux on another. How long do you have to wait for a chance to choose a boot drive?" And more importantly, why is it all taking so long?

In a world of 4-5 GHz CPU's that are thousands of times faster than they were, has hardware become thousands of times more complicated, to warrant the longer start time? Is this a symptom of a larger UEFI bloat problem? Now with memory characterization on some modern motherboards... how long do you have to wait to find out if your RAM is incompatible, or your system is …

"More than four decades after a teenager was murdered in California, DNA found on a discarded cigarette has helped authorities catch her killer," reports CNN: Sarah Geer, 13, was last seen leaving her friend's houseï in Cloverdale, California, on the evening of May 23, 1982. The next morning, a firefighter walking home from work found her body, the Sonoma County District Attorney's Office said in a news release... Her death was ruled a homicide, but due to the "limited forensic science of the day," no suspect was identified and the case went cold for decades, prosecutors said. Nearly 44 years after Sarah's murder, a jury found James Unick, 64, guilty of killing her on February 13. It would …

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.

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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…

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.…

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Last night was a Boston Python project night where I

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

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

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

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

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

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

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

Last night was a Boston Python project night where I

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

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

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

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

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

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

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

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

This post continues where Hobby Hilbert Simplex left

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

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

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

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

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

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

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

Core FeaturesFeature Description Completely Free Access Leverages Google's free-tier Gemini API using reverse-engineered credentials.

Firebase Setup Guide (Optional)If you choose the Firebase database backend during setup:Navigate to the Firebase Console.

Consequently, each connected Google account inherits a free-tier project provisioning access to premier Gemini models.

Authenticate with an active Google account and grant the requested permissions.

If you are looking for production-ready Gemini API access, please use the official Google AI Studio or Google Cloud Vertex AI.

Article URL: https://delvedash.com/

Comments URL: https://news.ycombinator.com/item?id=47111510

Points: 1

# Comments: 1

A trusted, community-powered parking networkNever Circle the Block AgainFind, reserve, and share parking spots instantly.

Join the community of drivers helping each other park smarter in the city.

EarlAI-safe CLI for AI agents.

Earl sits between your agent and external services, ensuring secrets stay in the OS keychain, requests follow reviewed templates, and outbound traffic obeys egress rules.

WhyAI agents with shell or network access can read secrets in plaintext and make arbitrary API calls.

Or manually:# Import a template earl templates import ./examples/bash/system.hcl # Call a command defined in the template earl call system.disk_usage --path /tmpTemplates are HCL files that define commands, parameters, and protocol operations:version = 1 provider = " system " command "disk_usage" { title = " Check disk usage " summary = " Reports disk usage for a given path " description = " …

How to play a virtual zen garden?

Use your mouse or touchscreen to rake the sand.

You can adjust the rake size, tine count, and spacing using the "Tools" menu.

On desktop, you can scroll the page normally even over the sand.

Hold Shift + scroll wheel to rotate the rake for precise patterns.

Phone calls have always been my nightmare.

Forgetting what I was going to say mid-sentence.

The task sitting on my to-do list for weeks because I just couldn't make myself call.

Then my health insurance billed me $500 after telling me it would be free.

So I built something to make the calls for me.

Claude Code asks for permission before running tools (Bash, Write, Edit, etc.).

This tool hooks into Claude Code's PermissionRequest hook and sends each prompt as a push notification to your phone via ntfy.sh.

Setup:npm install -g claude-remote-approver claude-remote-approver setupThen scan the QR code with the ntfy app on your phone and start a new Claude Code session.

How it works: The hook POSTs the permission request to an ntfy topic, then subscribes to a response topic via SSE.

When you tap a button on your phone, ntfy delivers the response back.

Finnish HumanizerFinnish Humanizer detects and removes AI-generated patterns from Finnish text — passive voice overuse, missing particles, translation structures, and flattery — making it read like a human wrote it.

Supports 15 platforms: Claude Code, Claude.ai, Cursor, GitHub Copilot, Windsurf, Cline, Continue, JetBrains AI, ChatGPT, Gemini Gems, and more.

Ratkaisu26 AI-patternia (12 suomenkielistä + 14 universaalia) ja 5 tyylimerkintää, joiden avulla teksti muunnetaan luonnolliseksi suomeksi.

KäyttöLiitä suomenkielinen teksti ja pyydä luonnollistamaan:Luonnollista tämä teksti: [tekstisi tähän]Muita toimivia komentoja:"Poista AI-tuntu tästä tekstistä""Tee tästä ihmismäisempää""Humanisoi tä…

HowSergio is a self-hosted bot that connects your Trello board to Claude AI.

If sergio.config.json exists, the wizard asks what to update — Trello board, GitHub, URL allow list, prompts, or MCP config — without recreating everything.

Filesystem access: claudeuser also needs read access to the repo directory so Claude CLI can explore the codebase.

Claude CLI provides full agentic capabilities — reading files, navigating the codebase, running tools — in a sandboxed session.

This lets Sergio access Google Docs, Figma designs, Notion pages, and more when processing cards.

Your backlog is not going to build itself.

Ship featureswhile you sleep.

Paragent runs AI coding agents in parallel cloud branches.

You describe the feature.

Agents plan, write, test, and open a PR — all without touching your main branch.

🧠 Intelligent ExtractionAutomatically extracts facts, preferences, and events from raw content.

No manual tagging needed.

🔍 Hybrid SearchVector similarity + recency boosting + intent understanding.

📝 Memory VersioningEvery update creates a new version.

Track changes over time.

I've been using OpenClaw (AI assistant framework) for a while and loved it, so I wanted to roll it out to my whole team.

The problem: getting non-engineers set up is painful, and sharing API keys across a team is a security headache.

So I built ClawHuddle — a self-hosted platform that lets you provision and manage OpenClaw instances for your team from a single dashboard.

There's a live demo at https://clawhuddle.com/ (may have some rough edges, actively fixing bugs).

Open source: https://github.com/allen-hsu/clawhuddleHope this is useful if you're trying to bring OpenClaw to a team setting.

Get Early AccessBe the first to try the hosted version of OpenBrowser.

I built CrewForge because AI agent tools are great at producing a first draft, but getting to a usable result usually takes many correction cycles.

Gaps in detail and edge cases keep surfacing, and the review loop ends up eating more time than the drafting itself.

CrewForge shifts that loop into a shared terminal room.

Humans and multiple opencode agents share one persistent conversation timeline, and anyone can jump in anytime.

With visibility into each other's reasoning, they challenge assumptions, catch edge cases, and converge on a more reliable answer.

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

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

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

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Been building this as a side project and decided to open-source it! It's a toolkit for Claude Code that lets you cleanly separate your execution layer from your intelligence layer. This means more control, better structure, and a smarter way to build with AI. Why I built it: - Wanted cleaner architecture when working with Claude Code - Needed AI reasoning decoupled from task execution - Better debugging and maintainability Check it out: https://github.com/intellegix/claude-code-toolkit Would love feedback from fellow builders! submitted by /u/Agile_Detective4294 [link] [comments]

Tired of generic "write me an email" prompts. Wanted the ones SaaS founders actually use. So I pointed an AI agent (running on OpenClaw) at months of Reddit threads, IndieHackers posts, and Twitter discussions. Its job: find prompts that show up repeatedly in real founder workflows. It came back with 50. I organized them into 7 categories: Idea validation & market research Landing page & positioning copy Pricing strategy Customer interview scripts Investor/pitch prep Churn analysis Growth experiments Not generic. Sourced from real founder workflows. Packaged it as a PDF, listed it on Gumroad for $9. No subscription, yours forever. Would love feedback — what's missing? What prompts do you ac…

Learn languages from real movie and TV clips with quizzes Discussion | Link

Best AI for iOS apps. Website that replaces Xcode Discussion | Link

Your key metrics, as widgets across your Apple devices Discussion | Link

A personal assistant that can learn to use any app you use Discussion | Link

Your bookmarks, attached to any browser as a sidebar Discussion | Link

Use Claude to build, edit & refine PowerPoint presentations. Discussion | Link

On-device transcription for macOS with MCP Discussion | Link

Computer Using Agents on Secure Cloud VMs That Run Forever Discussion | Link

Turn any photo or thought into a custom song inside Gemini Discussion | Link

Turn simple product photos into pro studio imagery instantly Discussion | Link

A smarter model for your most complex tasks Discussion | Link

AI coding assistant on Mobile for OpenCode/KiloCode Server Discussion | Link

Smart Doppler radar powered by your phone Discussion | Link

Export and share your Claude Code sessions as resumable URLs Discussion | Link

Give it access to 6754+ APIs. Zero credentials exposed. 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.

Colonel Noah Orr was born on September 19, 1836, in Union County. His claim to fame was his incredible height of 7 feet and 8 inches tall and weight of 500 pounds. He toured with the circus around the country and performed as a “giant” from the 1850s to the 1880s. This building would be his final home and place of passing when he died here on July 1, 1882.

There is already an excellent report on the Madonna of the Trail site in Bethesda, Maryland, posted on Atlas Obscura. This new entry reports on the Madonna in Richmond, Indiana, which is the second Atlas Obscura site submitted, the fifth of the twelve geographically from east to west, and the ninth of the twelve by dedication date.

The Madonna of the Trail is a series of twelve identical statues along the National Old Trail Road, running from Bethesda, Maryland, to Upland, California, now part of U.S. Route 40. The statues were commissioned by the National Society Daughters of the American Revolution and sculpted by August Leimbach. They were dedicated between 1928 and 1929 to honor the rol…

Though Odilia Alvarado is responsible for 80 employees, the first people she attends to in the mornings are her children. Every day by 8:00 a.m., she drops her 8-year-old daughter and 10-year-old son off at school. Then it’s off to La Mexicana Restaurant, or the nearby affiliated bakery, for breakfast service.

In the last three decades, Odilia has helped her mother, father, siblings, aunts, and uncles, build a series of Mexican food businesses that have taken Central Florida by storm, usually under the moniker “La Mexicana.” In 2011, she and her husband struck out on their own and opened the first Kissimmee outpost of La Mexicana. Today, she runs a restaurant, supermarket, tortilleria, bake…

These days, it is easy to be pessimistic about palpable issues facing the world such as ocean plastic pollution. However, artist Solveig Egeland, distressed by the plastics frequently washing up along the shores of her hometown Fredrikstad, was determined to make a local difference. She began partnering with local children to build small cottages out of the waste. Eventually, her initiative culminated in the larger Håpets Katedral (Hope Cathedral), a unique art project meant to lead the way for much larger sustainability goals.

Although built in the style of a traditional Norwegian stave church and supported by the Church of Norway, Hope Cathedral is meant to be an inter-faith space for wed…

What happens when a place is so vast, so remote, that it strips away the story you’ve been telling about yourself?

For science journalist Daniela Hernandez, two reporting trips to Antarctica didn’t just expand her worldview — they dismantled it. Armed with a PhD in neuroscience from Columbia and years covering health and extreme environments for The Wall Street Journal and Wired, Daniela thought of herself as confident and self-reliant. But standing on the ice, surrounded by silence and scale, something shifted.

“When I went to Antarctica, I thought of myself as this confident, self-reliant person,” she says. “And I found out that was mostly a mask.”

She wasn’t seeking transformation. In fa…

Elektrownia Powiśle boasts a vibrant atmosphere, thanks to its range of trendy shops and its cosmopolitan food hall. But throughout the 20th century, the mall was alive with a very different kind of energy, as it was a powerplant generating electricity for the majority of the city.

The spot maintains clear links to its history through its architecture and decorations. Visitors can enjoy a bite to eat while sitting under authentic factory fittings, while the corridors are lined with unusual artworks crafted from salvaged machinery. The exterior of the factory is a blend of red brick and gleaming glass, featuring a reconstructed chimney. But the history of this site isn't just industrial. Dur…

Playa de Güigüi on Gran Canaria is a beach you can’t reach by car. To get there, most people hike for hours in the sun. The trail goes up and down over dry hills and loose rocks. The walk back is the hardest part, because it’s mostly uphill when you’re already tired. That's why the beach is often empty.

The beach itself is dark sand with huge cliffs around it and the ocean right in front. There are no shops or beach bars, so it feels very far from everything.

In the courtyard of Schwerin’s former ducal palace stands a sandstone statue of a diminutive man with a heavy moustache and pointed beard. Dressed in Renaissance-era court attire, he wears a short tunic, a millstone collar, and a feathered hat. Created around 1856 by local sculptor Heinrich Petters, the figure depicts Petermännchen (literally “Little Peter Man”), the castle’s household spirit.

Petermännchen is said to roam the grand building’s corridors and cellars, carrying a lantern and unlocking doors with a heavy set of keys. He rewards good behavior but harasses intruders and thieves with pranks. At night, he is blamed for unexplained banging sounds and is known to rouse guards who hav…

South Africa has had to deal with colonization and subjugation under several European forces for many hundreds of years. Understandably, this has left its mark on the countries history, the aftermath of which is still being dealt with today. Perhaps one of the most controversial figures in the more recent history of the country is Cecil Rhodes, an old prime minister of the country and the founder of Rhodesia (now Zimbabwe and Zambia). While one cannot deny that Rhodes has helped the city develop, the wealth that was gained was predominantly went to the white settlers and not the indigenous peoples. His views on race have often been debated, as he was known to support the rights of indigenou…

On this spot on a chilly winter's night in 1845, while returning from an evening drinking in a local pub, William Thomson, who would later go on to become Lord Kelvin, one of the greatest scientists ever to study at Glasgow University, tripped and fell into the river below. In doing so, he instantly became the coldest thing in the entire universe, and thus the concept of Absolute Zero was born.

As he pulled himself out of the water, Thomson realised he needed to create an entirely new way of measuring temperature to describe just how cold he felt after his unfortunate immersion. He named this the Kelvin Scale in honour of the river which had inspired what turned out to be the most important…

Tucked away in a copse of scrub oak in the Greenland Open Space is a solitary gravesite, surrounded by an imposing wrought-iron fence, sitting right off the side of Kipps Loop, a trail wandered by hikers and cyclists alike.

This is what remains of the old Palmer Lake Cemetery, also known as Greenmont Cemetery - the final resting place for residents of the town of Palmer Lake, a couple of miles to the southwest. Dedicated in October 1889 and used as an active cemetery for decades, most of the graves here were eventually moved a few miles south to Monument Cemetery on Beacon Lite Road in the 1920s - the old Palmer Lake Cemetery was simply more remote and difficult to get to, so it fell out of…

History has well documented the Lewis & Clark Corps of Discovery departing from Camp River Dubois on May 14, 1804. This marked the Corps’ westward journey toward the Pacific Ocean. However, the beginnings of the Lewis & Clark expedition occurred seven months earlier, on October 14, 1803, in tiny Clarksville, Indiana, at the Falls of the Ohio. It was here that Meriwether Lewis arrived from Washington, D.C., and met with William Clark. This site along the Ohio River commemorates that meeting with statues of the two leaders.

After the Louisiana Purchase, the Corps of Discovery was formed by President Thomas Jefferson and tasked with exploring trade routes along the Missouri River to the Pacifi…

Little for certain is known about the Mexican folk saint known as Jesús Malverde. He is said to have been a Robin Hood figure who stole from the rich to give to the poor. After being murdered, miracles were attributed to him, creating a religious following throughout Mexico and especially in his home state of Sinaloa. As Sinaloa is a center of Mexico's drug trade and those involved seek to identify with Malverde's "generous bandit" image, he has become an unofficial patron saint of narco-traffickers.

Despite this notoriety, Malverde is pretty openly revered. That fact can be seen in the main shrine to him in Culiacán, which is ironically just a block away from the Sinaloa state government b…

Landscape architecture today in the United States exists thanks to Frederick Law Olmsted, who is most famously the designer of New York City's Central Park. His philosophy was one of bringing nature into everyday urban life, which motivated him to design parks for the enjoyment of the many. His principles can also be seen in Fairsted, his own home that he landscaped right outside of Boston.

Olmsted purchased the home in 1883, keeping and renovating the original 1810 farmhouse to suit his needs. Large windows were meant to bridge the outside nature and the manmade interiors, and paths in the gardens invite exploration. Most importantly, Fairsted was a working office for Olmsted's firm, meant…

Don't miss your chance to experience a captivating chapter in the history of Virginia City, showcasing the resilience, courage, and determination of the miners from that era. This is a must see when in Virginia City. The Combination Shaft was created in 1875 as a collaborative effort among the Savage, Chollar-Potosi, and Hale & Norcross mines. The partners aimed to dig deeper into the Comstock Lode in search of new ore deposits.

Ultimately, the shaft extended over 3,250 feet, making it the deepest on the Comstock. Sadly, the ore they found at those depths turned out to be low-grade and not economically feasible.

By the mid-1880s, the Combination Shaft encountered significant flooding. Crews…

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

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

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The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Feb. 16-20) appeared first on EU-Startups.

Once upon a time, a company would build large, costly, and unwieldy satellites that would then be sent into orbit to sit, often for decades. Those satellites did their job, supporting navigation, tracking the weather, and enabling disaster response, as they circled the planet. These days, they do much more. They are crucial to modern […]

The post The space race is being rewritten by AI – and Europe risks falling behind appeared first on EU-Startups.

Umlaut.bio, a German/Swiss oncology/immunology BioTech company developing tRNA-modifying small molecules, announced the extension of its pre-Seed financing to ~€3 million through the support of BaseLaunch. This addition not only helps to accelerate its science addressing tRNA modifications through the expertise of BaseLaunch but also highlights the potential of the approach through the approval by the […]

The post Cancer and immunology player Umlaut.bio adds funding to reach ~€3 million pre-Seed total appeared first on EU-Startups.

The Vienna-based startup Lystio, an AI-native real estate portal, has closed a €500k funding round in order to expand with a focus on further developing their search algorithm and AI-powered features. In addition to Austrian investors, international business angels from Silicon Valley are participating, including an early Google employee. “We understood early on that distribution […]

The post Austrian PropTech Lystio closes €500k round to refine real estate portal and expand across Europe appeared first on EU-Startups.

It is no secret by now that technological advances, especially artificial intelligence, have driven profound structural changes in healthcare. From the speed at which clinical tasks are executed to the precision that reduces human error, the industry is experiencing a long-awaited transformation. In oncology, these shifts are even more pronounced. We are diagnosing patients earlier, […]

The post The next frontier in oncology: Why survival must become a designed metric, not a passive outcome appeared first on EU-Startups.

Rapidata, a Swiss company that accelerates AI development through scalable, on-demand data labeling via digital ads, announced a €7.2 million ($8.5 million) Seed round to scale their global human data network and support growing demand from AI companies that need faster, more reliable feedback to train, validate, and improve their models in an increasingly competitive […]

The post Zurich-based AI infrastructure startup Rapidata raises €7.2 million to scale global human feedback network appeared first on EU-Startups.

Following up on our country deep-dive series, we now turn to Luxembourg, a small but strategically positioned ecosystem that continues to punch above its weight in European innovation. Known for its strength in finance, space, and cross-border industry, the country has steadily expanded into healthtech, climate tech, robotics, and digital infrastructure. While Luxembourg’s startup scene […]

The post Big ideas from a small nation: 10 of the most promising Luxembourg startups to watch in 2026 appeared first on EU-Startups.

Kilter, a Norwegian AgTech startup developing autonomous precision weeding solutions, has secured €6.5 million in new financing and a strategic investment from Kubota Corporation, an Osaka-based manufacturer of agricultural machinery and a global distributor with operations across Europe, Asia, the Americas, and Oceania. In addition to Kubota, the current funding round was backed by SBG […]

The post Norway’s Kilter secures €6.5 million to scale autonomous precision weeding technology; prepares for Series B appeared first on EU-Startups.

Frederiksberg-based Hemi Health, a HealthTech startup helping people with migraine, headache disorders, and concussion care, has raised €4 million in Seed funding to expand internationally, starting with the Netherlands. The round was led by Denmark’s Export and Investment Fund (EIFO) and Swiss Health Ventures, with participation from existing investors Sondo Capital, Alliance Venture Capital, and […]

The post Female-led Danish startup Hemi Health raises €4 million to expand migraine and concussion care internationally appeared first on EU-Startups.

Cognee, a Berlin-based AI infrastructure company, today announced a €7.5 million funding round to accelerate the development of its structured memory layer for AI systems and agents. The round was led by Pebblebed, with participation from 42CAP as a follow-on investor. Existing and new angel investors also participated. “AI systems today don’t fail because they […]

The post German AI infrastructure startup Cognee lands €7.5 million to scale enterprise-grade memory technology appeared first on EU-Startups.

Stacks, a British agentic platform for enterprise finance, has raised a €19 million ($23 million) Series A – introducing their new reporting and analysis suite, at the core of which sits their new offering; AI Flux Analysis. The round was led by Lightspeed, with EQT Ventures, General Catalyst, and S16VC doubling down. The round comes […]

The post Enterprise finance platform Stacks raises €19 million to streamline reporting and month-end workflows appeared first on EU-Startups.

Emerging from stealth, Agaton, a Swedish agentic AI platform identifying and actioning sales opportunities based on customer conversations, today announced it has raised €8.4 million ($10 million) in total Seed funding. The Seed round was co-led by Inception Fund and Alstin Capital, with participation from seed+speed Ventures and Foundry Ventures. The rounds also attracted investments […]

The post Stockholm-based Agaton secures €8.4 million to turn customer conversations into revenue insights appeared first on EU-Startups.

Berlin’s Plato, an AI-based operating system for wholesale distributors, today announced the successful closing of its €12.2 million ($14.5 million) Seed funding round in order to transform the €2.5 trillion ($3 trillion) global trading industry through AI. The round was led by European VC firm Atomico, with prior investors, including Cherry Ventures, who doubled down. […]

The post “From Germany, for the world” – Plato secures €12.2 million to automate sales and ERP workflows in distribution appeared first on EU-Startups.

European tech has a hiring problem that nobody wants to talk about. While founders obsess over landing senior engineers and AI specialists, they are quietly abandoning the pipeline that produces them. The numbers are stark. According to Ravio’s 2025 Tech Job Market Report, entry-level positions in European tech have seen a 73% decrease in hiring […]

The post Why European startups are sleepwalking into a talent crisis appeared first on EU-Startups.

TThis week, we tracked more than 80 tech funding deals worth over €707 million and over 15 exits, M&A transactions, rumours, and related news stories across Europe. Alongside the week’s top fundin...

CLIMATEX AG, a Swiss textile technology companyfocused on circular textile technologies and patented solutions, has closed a€3.5 million (CHF 3.2 million) financing round led by the Collateral GoodTex...

On the homepage of The Times website this week, nestled between a review of the new Wuthering Heights film and a comment piece about Andrew Mountbatten-Windsor's ex-wife, was a story about how a podca...

When I tell people I live in Berlin at startup events abroad, I often receive a bad reaction, especially from investors. Many people associate Berlin with its heyday of Rocket Internet and see it as ...

MaXon Systems, a Ukrainian defence technology company building an autonomous, end-to-end counter-UAS platform designed to defend large perimeters against mass drone attacks, has raised funding in a ro...

Pontiro, a healthtechcompany focused on enabling the safe and compliant use of medical imaging datafor research and AI, has raised £357,500 in a funding round led by SFC Capital,with participation fro...

In 2025, European tech investment totalled €72 billion,marking the second-strongest year of the past three and demonstrating continuedmarket resilience despite a modest 3.2% decline from the 2024 peak...

As global venture markets continue to rebalance, the Baltics are emerging as one of Europe’s more resilient early-stage ecosystems – and in 2025, Lithuania has taken the regional lead. According to ...

A London-headquartered AI startup targeting accountancy departments, set up by a former Uber and Plaid executive, has raised $23 million in a Series A round, led by new investor Lightspeed. The Series...

Budapest-based Giggle, a staffing platform connecting blue-collar workerswith shift-based roles, has raised an undisclosed funding round to support itsexpansion into the Romanian market. The round was...

Scopely, one of the world’s leading mobile gaming companies, has reached adefinitive agreement to acquire a majority stake in the Istanbul-based studiobehind Pixel Flow!, marking a new unicorn success...

Behind every brightly coloured garment lies a largely invisible cost. Dyeing synthetic fibres can account for up to 60 per cent of the total energy used in textile production, while the global dyeing ...

eBay has made a “strategic investment” in UK open banking fintech TrueLayer, the UK fintech announced today. eBay has made the investment through its VC arm, eBay Ventures, joining existing TrueLayer ...

Tingit, a startup transforming how we repair fashion and electronics, has raised €1.5 million investment round to take its AI-driven repairs platform across the European Union. Led by Coinvest Capita...

Plato, an AI-based operating system forwholesale distributors, has closed a $14.5 million seed funding round led byAtomico, with participation from existing investors including Cherry Ventures.The dis...

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 […]

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