Documentation IndexFetch the complete documentation index at: /docs/llms.txtUse this file to discover all available pages before exploring further.

Senior Engineers Are the Next DRAM ShortageThere’s a shortage coming that nobody’s put on a slide yet: senior engineers.

Read that clause again — “senior engineers pairing exclusively with agents.” Hold onto it; it’s the accelerant, and I’ll come back to it.

Worse: every hour that senior spends conducting their private agent orchestra is an hour they’re not spending minting the next senior.

The nine-agent senior isn’t just linear.

Senior engineers are the next DRAM: demand going vertical, supply nobody replenished, a lead time no purchase order can compress.

Companies behind major negligent data leaks can now face fines of up to 10 percent of annual revenue under revised privacy rules.

Korea's privacy regulator is sharply raising the cost of data breaches, aiming to push companies to treat data protection as a preventive investment rather than a routine cost of doing business.

Local e-commerce giant Coupang was fined 624.6 billion won ($466.3 million) in June after leaking the personal data of 37.55 million people.

NEWS1Companies that invested in data protection beforehand will get credit under the new rules.

The revision also introduces a “potential data breach notification system.” If a company determines there is a high likelihood that perso…

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That allowed us to reclaim more than 100TB of RAM globally, on top of the 100TB of memory the DNS team was able to shed last month .

The formulas above give:$$m     \text{Exp}=1/100 = 1\% \\     \text{SD}= \frac{1}{100}\sqrt{\frac{100-1}{100+1}} \approx 0.99\% m$$That tells us that we can expect that the range each server handles will be centered around 0.99% of the total and most of the lengths to fall within 1% of what's expected.

In our case, we have a handful of different features leading to $m2^\text{handful} = \text{dozens}m$ of separate consistent hash rings.

$$m     \text{Exp}_k = \frac{1}{N},     \text{SD}_k=\sqrt{\frac{(k+1)}{N(kN+1)}-\frac{1}{N^2}} m$$To see how i…

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In early 2025, I started seeing people turn off their brain as they use LLMs .

This generally didn't work in early 2025 and the result was often quite silly.

Niklas Gruhn calls some variants of doing this being a meat proxy.

What reason is there for the company to employ the meat proxy?

There's no point at which this methodology will work for the employee .

Differential photon-emission microscopy localized debug enable register activity and narrowed the laser search before SWD-guided injection set the two bits required to restore Secure debug on an RP2350 A4.

Secure debug refers to Mem-AP access with Secure attribution.

We therefore tested whether laser pulses could set DEBUGEN bits on the secured device described above.

That register then makes the page inaccessible to both Secure and Non-secure accesses, including Secure debug, and therefore prevents Secure transactions from the Mem-AP from reading the secret.

The software-visible mechanisms each performed their documented function, but their interaction with the laser fault enabled Secure d…

The log of OS components successfully starting up, as indicated by the green [ OK ], is what many people already identify systemd with.

Full Color Logo SVG PNG PDF Monochrome Logo SVG PNG PDF Full Color Logo (dark) SVG PNG PDF Monochrome Logo (dark) SVG PNG PDFAlternate LogosFor use cases where the horizontal logo doesn't work, the vertical alternate logo can be used instead.

Vertical Alternate Logo SVG PNG PDF Standalone Logomark SVG PNG PDFColor & TypographyThe brand colors are systemd green #30D475 and systemd black #201A26.

SpellingYes, it is written systemd, not system D or System D, or even SystemD.

Because it's a system daemon, and under Unix/Linux those are in lower case, and get su…

But opaque foreign financial centers pile on Treasuries, often held by US companies and hedge funds.

There are three aspects to this:Treasury securities have become increasingly unappetizing for foreign central banks and governments.

The US has become more dependent on opaque foreign financial centers, where US hedge funds and companies keep their holdings.

Those total holdings kept zigzagging higher over the years and reached a peak in February, driven by private foreign holdings.

Those seven account for about 11% of all marketable Treasury securities outstanding, and about 35% of all foreign holdings!

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The front and back parts of our brain come from different progenitor cells in embryos, which suggests they evolved as separate entitiesA 9.5-day-old mouse embryo.

The other expresses a gene called GBX2 and becomes the neurons in the back part of the brain, the hindbrain.

This explains why it has been so hard to grow human hindbrain tissue in a lab.

The researchers also studied early-stage embryos of chickens, zebrafish and acorn worms, and found their nervous systems are similarly derived from two different types of progenitor cells.

But jellyfish, which we diverged from around 600 to 700 million years ago, have two separate nervous systems.

GrassLobster brings an AI agent into that work: from the first brief to a connected Grasshopper model.

Your external agent asks about dimensions, rules, materials and what you want to control.

Once the approach is agreed, the agent builds the parametric workflow.

Ask for another variation or develop the project further.

Work through a compatible external agent of your choice.

User research “in the wild” can, like an actual safari, lead to surprises and learnings.

One counter-intuitive insight is that user research is an excellent tool to help you realize when you’ve failed to achieve your objective.

One of the biggest values of qualitative research is being able to fail, and learn from those failures, faster.

Being able to learn through faster feedback loops that qualitative research unlocks is immensely valuable.

If you’re doing user research to explore startup ideas or make product or engineering decisions and have questions or feedback, I’d be happy to chat.

rickub.com/rick/portal/cmd/ciguest/main.go Orgs, members and repositories — everything you need to work and to keep that work secured.

rickub.com/rick/portal/actions/runs/318 GitHub Actions workflows run unchanged, so a migration is a push rather than a rewrite — and the .rickub dialect adds what Actions has no syntax for, like test reports built into the run page.

rickub.com/rick/portal/merge/42 A reviewer you trigger on a merge request: a summary, inline notes where they belong, and a clear verdict.

~/code/portal $ rickub mr create --title "portal: stabilise diffs" → !42 opened · Athena review requested $ curl -H "Authorization: Bearer $TOKEN" rickub.com/api/v1/repos/rick/portal/merge/42 …

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But what if you can approximate random regular graphs with random binomial graphs?

If that’s possible, then mathematicians can get many hard-to-prove properties of a regular graph from the matching binomial graph — for free.

The idea, loosely stated, was to find a single recipe — a random process — to build a binomial graph and a regular graph at the same time.

First, you need a recipe that gives you a regular graph that contains a binomial graph.

That is, the binomial graph’s edges form a subset of the edges that make up the regular graph.

I still don’t know whether this really was Conway’s last standing conjecture about the surreal numbers (let me know either way!

A “Lean” agent works to formalize the merged mathematical work in Lean.

ChatGPT: No file in this folder currently gives a trustworthy proof of Conway’s conjecture.

The Lean proof took long detours where a mathematician would simply change the coordinates.

In fact, you can totally spook mathematicians with a poor PDF of a good Lean proof.

Lightweight Scripting for JavaBeanShell 3.0 In Development!

Work has started on a full release of BeanShell 3.0 after a long stale period.

BeanShell3 will be completely updated and support new, sought-after features such as Lambdas.

Install cloudflared Download the CLI for your platform from the Cloudflare dashboard, package manager or GitHub.

No login required for Quick Tunnels.

Quick Tunnels work with whatever tool you already use.

Cloudflare handles certificates, routing, and DDoS protection.

cloudflared tunnel --url http://localhost:8000

NEW YORK—The U.S. Court of Appeals for the Second Circuit today held that border agents may search travelers’ electronic devices without suspicion.

“Today’s decision leaves Americans’ most sensitive information open to search at the border without any suspicion at all,” said Scott Wilkens, senior counsel at the Knight First Amendment Institute.

“Our phones hold our private thoughts and associations, photographs of our family and friends, and a log of our nearly every movement.

In March 2025, the Knight Institute’s Wilkens argued before the Second Circuit.

Lawyers on the case include Scott Wilkens, Alex Abdo, and Jameel Jaffer of the Knight First Amendment Institute.

Four lanes, one game: same serve, same rules, same question, asked of a different model in each.

One answer moves the ball one step, so every ball travels at its own model's answer time and nothing is skipped or sped up.

Jev is a typed-decision model rather than a chat model, and Pong is the Atari game chat models handle worst, so a loop that won't wait is the fair place to see what that's worth.

A bug that could have allowed us toHEIF Heist is Hacktron's name for a class of remote attack paths targeting services that decode attacker-controlled HEIF, HEIC, or AVIF images.

By exploiting underlying native libraries, these vulnerabilities allow an attacker to bypass application-level defenses and trigger memory corruption, data exposure, or remote code execution (RCE).

The vulnerable attack surface lives below the application layer inside native C/C++ decoders such as libheif and libde265.

By probing upload endpoints with crafted .avif or .heic files, an attacker can fingerprint the remote libheif version family in use.

Once identified, they can fire an exact version-matched n-day or 0…

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Used in productionEvery team here publishes something you can open — the .vale.ini they run, or the page they wrote about running it.

The sleep(1) saga is the most blatant example of a bike shed discussion we have had ever in FreeBSD.

"What is it about this bike shed ?"

In the specific example involving the bike shed, the other vital component is an atomic power-plant, I guess that illustrates the age of the book.

A bike shed on the other hand.

| | | | It is not polite to reply to an email until you have | | read it all and thought about it.

sudo(8) uses timestamp files to avoid having to enter the password repeatedly, they are bound to the PPID (Parent process identifier) or TTY number.

Then my PoC would open a new pseudo tty and would be assigned to the one that was free after the ssh session was closed.

To match the PPID , I just called clone(2) in a loop until I got the previous PPID of the sshd sub-process.

This then allowed me to reuse the timestamp file from the ssh session and execute sudo(8) from the PoC without having to enter a password.

I implemented this in OpenDoas and suggested the sudo(8) maintainers to implement the same mechanism to avoid this kind of “attack”.

Researchers in Ireland say they created one of the fastest and most complex “DNA computers” to date.

Built from DNA strands interacting in a salt-water droplet, the system uses a long DNA scaffold and heat to kick-start calculations without needing continuous electricity.

Computing without electricity DNA-based infrastructure for storage and computation is a way forward toward biological computing.

“A small droplet of liquid contains billions, and sometimes trillions, of DNA strands.

The molecular system solved basic math like 10 + 3 in just 30 seconds, while complex 100-bit additions involving numbers up to 34 million completed in roughly 14 hours.

In early 2025, I started seeing people turn off their brain as they use LLMs .

This generally didn't work in early 2025 and the result was often quite silly.

Niklas Gruhn calls some variants of doing this being a meat proxy.

What reason is there for the company to employ the meat proxy?

There's no point at which this methodology will work for the employee .

Lots of features, including TLS and TCP tunnels.

Client source code is Apache 2.0 licensed and written in Golang.

Pinggy - SSH based single command HTTPS / TCP / TLS tunnels, no downloads required.

Supports HTTP/WSS/TCP tunnels, custom domains, US/EU regions, and per-site analytics.

Serveo - SSH-based, signup optional, offering HTTP(S) and TCP tunneling and SSH jump host forwarding capabilities.

Now, it should be obvious that an immutable pair can’t be provided where a mutable pair is expected.

All of the operations provided provided by an immutable pair are also provided by a mutable pair, so it seems like we should be able to use a mutable pair wherever an immutable pair is expected.

m a ) change the value of a within the mutable pair m (set-mcdr!

m d ) change the value of d within the mutable pair mIt’s a typing error if an i is a mutable pair or m is an immutable pair.

This is still formally sound because the pair type class defines a new contract that says nothing about mutability.

These benchmarks show Wild being substantially slower than Mold in contrast to Wild’s most recently published benchmarks from our last release on August 4th.

We try several different configurations, starting with the configuration the Mold benchmarks use (ext4+delete+no-fork) and finishing with what Wild has historically used (tmpfs+no-delete+fork).

Benchmark Wild (s) Mold (s) Wild/Mold clang-release.ext4-delete-no-fork 0.21 0.20 1.0x clang-release.ext4-no-delete-no-fork 0.14 0.20 0.7x clang-release.tmpfs-delete-no-fork 0.16 0.20 0.8x clang-release.tmpfs-no-delete-no-fork 0.14 0.19 0.7x clang-release.tmpfs-no-delete-fork 0.11 0.19 0.6xFor the remainder of this post, we’ll use a tmpfs+no-del…

Note Would you kindly spend 5 minutes to give your feedback on your deployment and what you'd like to see in Warpgate?

Multiple changes in this release have been proposed by users like you through this survey.

Warning This release contains breaking API changes, meaning that existing API clients might not work anymore.

[Moderate] GHSA-m2h4-9m63-6vqp - Stale HTTP sessions can access a recreated accountAffected versions: up to 0.29If a user account is deleted and later recreated, existing HTTP sessions for the deleted user remain logged in.

[Moderate] GHSA-pw7m-635x-pmx7 - Stale Kubernetes sessions can access a recreated accountAffected versions: up to 0.29If a user account is deleted and late…

Submit it to the next issue of the Internet Phone Book.

Friday, November 28, 2025 The Grey Space in the Middle The Hague, Netherlands linkWe are taking the Internet Phone Book on a tour.

Purchase the Internet Phone Book at the following bookshops and community spaces.

- Anastasia Pappa, Desired Landscapes"The Internet Phone Book is the book I've been loving and enjoying the most these days, both reading and playing with it."

- Andy Baio, Waxy.org"The Internet Phone Book is the tip of the iceberg of a lively community (700 people are in the book) that has generated many interesting ideas."

Typst is a system for typesetting documents into various formats: PDF, SVG, PNG, and, in progress, HTML.

To test the new Typst feature, I downloaded two open-source variable fonts: Roboto Flex, a general-purpose font with 13 axes, and Zycon, a font containing no letters but 17 small decorative pictures.

The main new HTML feature is the translation of mathematics into MathML.

The previous article on Typst showed the markup for a certain definite integral and displayed its output when rendered into a PDF by Typst.

Typst's advanced handling of multiple PDF standards makes it a useful tool in these contexts.

Hardware keysBy design, you cannot create a backup of passkeys on a hardware key: passkeys can only be added or deleted but never moved.

In the future, I believe third-party passkeys will be the way forward, but we are not there yet.

When passkeys don’t workLogging into accounts on devices you own is the ideal scenario for passkeys.

You could plug in a hardware key, but you don’t always have access to the ports.

Passkeys aren’t ready yetI believe enterprise users have good reason to use passkeys, but the ecosystem isn’t mature enough yet for individuals.

Anthropic:

Anthropic partners with Accenture to embed evaluators within Anthropic, including red teaming models and conducting alignment assessments — We're partnering with Accenture on independent evaluation of frontier AI. This is an important step toward the commitment, made in our CEO's essay …

New York Times:

Sources: Anthropic expects to generate $100B+ in annualized revenue this year, up from $65B as of July, as it moves ahead with its IPO amid the AI safety debate — The company is expected to generate $100 billion in annualized revenue this year, even as chief executive Dario Amodei calls …

Jordan Novet / CNBC:

London-based AI infrastructure startup Nscale files for a US IPO, reports H1 2026 revenue up 1,252% YoY to $140.6M, with a net loss of $1.02B, up from $368.9M — Nscale, a cloud provider specializing in infrastructure for artificial intelligence models, has filed to go public …

Sarah Perez / TechCrunch:

Google is testing a new version of its AI agent CC, pivoting the tool from an individual productivity assistant into a collaborative household management agent — Google is testing a new product designed to help families coordinate with the support of an AI agent.

CoinDesk:

Singapore-licensed dtcpay, which offers stablecoin payments across Europe, Hong Kong, Australia, and North America, raised a $25M Series A — Stablecoin payments firm dtcpay announced today the formal completion of its $25 million Series A funding round, securing a strategic investment from Japan's financial giant, the SBI Group.

Lauren Feiner / The Verge:

Virginia Gov. Abigail Spanberger signs an EO to slow down data center approvals, create an AI task force to evaluate workforce displacement, and more — Gov. Abigail Spanberger (D) signed an executive order addressing data canters and AI risks. … Virginia Gov. Abigail Spanberger (D) …

CNN:

Sources: the US “almost started a war” after an AI-assisted report hallucinated that a Chinese ship was carrying nuclear weapons components in the Middle East — The intelligence report, circulated across the US military this spring in the midst of the war with Iran …

Reuters:

Mistral and other European AI startups accuse US rivals of using safety concerns to entrench their dominance, rejecting Anthropic's calls to pace the frontier — Europe's leading AI company Mistral and others have accused US rivals of using safety concerns to entrench their dominance …

Corbin Bolies / Variety:

Sony Music and UMG sue Suno, alleging that its new model trained in partnership with WMG and BMG infringes copyright because it is based on an infringing model — Sony Music Entertainment and Universal Music Group aren't done with Suno in federal court. — The two labels filed a new …

Andy Greenberg / Wired:

Google threat intelligence group details how one of its researchers infiltrated hacker group TeamPCP and helped disrupt its software supply chain hacking spree — TeamPCP pulled off the worst-ever software supply chain hacking spree and breached thousands of companies.

Todd Spangler / Variety:

Disney hires former Character.AI CEO Karandeep Anand as its first CTO; about a year ago, Disney accused Character.AI of infringing its copyrights — Disney chief Josh D'Amaro, in a move that shows he's trying to position the Mouse House as a tech-forward entertainment company …

Bloomberg:

Governor Gavin Newsom signs an EO ordering a working group to provide a guide in two months with measures to boost California's AI safety and security laws — California Governor Gavin Newsom issued an executive order on Friday pushing to implement guardrails on artificial intelligence …

Sophie Shulman / CTech:

Mind, whose AI agents autonomously handle data loss prevention tasks, raised a $72M Series B, sources say at a $300M valuation, taking its total raised to $112M — MIND has raised $112 million to date and reached a $10 million annual revenue run rate just 18 months after beginning to sell its product …

Juro Osawa / The Information:

Source: Beijing-based Naive AI, which plans to release its first AI model as early as this month, is now valued at $1.4B after raising $400M in three rounds — A secretive Chinese AI model startup founded in February by a Tsinghua University professor is now valued at more than $1.4 billion …

Linda Pasquini / Reuters:

A German court says Meta is liable for fake ads posted by third parties on Instagram and Facebook and orders it to remove such content and pay damages — A German court has ruled that Meta (META.O) is liable for fake advertisements posted by third parties on its Instagram and Facebook platforms …

Jie Ye-eun / The Korea Herald:

SK Hynix launches SK Hynix Ventures in Silicon Valley, expanding its corporate investment scope into AI computing, data centers, and optical interconnect tech — Since 2018, I have covered South Korea's economic and financial landscape, with experience spanning the economy, banking, financial markets and securities industry.

Reuters:

Sources: SK Hynix subsidiary Solidigm weighs building a NAND flash memory factory in the US; SK Hynix is also in talks with Intel for a separate project in Ohio — Chipmaker SK Hynix's (000660.KS) subsidiary Solidigm is considering building a NAND flash memory chip factory in the US …

Shaurya Malwa / CoinDesk:

The US Treasury sanctions Iranian crypto exchange BitBank, saying it sent hundreds of millions to the IRGC and helped Iran operate a Strait of Hormuz toll booth — Iran has spent this year charging tankers between $1 million and $2 million to cross the Strait of Hormuz …

Angus Berwick / Wall Street Journal:

Sources: ECB President Christine Lagarde asked Greece to block Binance's MiCA license in June at the last minute, aiming to protect the bank's “digital euro” — ECB leader personally intervened to keep crypto's biggest player, which pleaded guilty to financial-crime violations in U.S., from operating in EU

Reuters:

Anthropic Life Sciences Head Eric Kauderer-Abrams says the AI company set up a Bay Area wet lab for physical biology work, as it pushes into AI disease research — Anthropic has quietly set up a laboratory to do physical biology work as it pushes its artificial-intelligence ambitions into the world of drug science.

File Search and Run Code also honor role grants.

File Search and Run Code also honor role grants.

Unified attachments: Upload once and let LibreChat route content to the model or extracted text, then provision File Search and Code tools only when needed.

Upload once and let LibreChat route content to the model or extracted text, then provision File Search and Code tools only when needed.

Beyond chat, LibreChat provides AI Agents, Model Context Protocol (MCP) support, Artifacts, Code Interpreter, custom actions, conversation search, and enterprise-ready multi-user authentication.

Home AssistantOpen source home automation that puts local control and privacy first.

Powered by a worldwide community of tinkerers and DIY enthusiasts.

Perfect to run on a Raspberry Pi or a local server.

Featured integrationsThe system is built using a modular approach so support for other devices or actions can be implemented easily.

If you run into issues while using Home Assistant or during development of a component, check the Home Assistant help section of our website for further help and information.

Install globally:npm install -g 9router 9router🎉 Dashboard opens at http://localhost:201282.

Connect a FREE provider (no signup needed):Dashboard → Providers → Connect Kiro AI (~50 credits/month free: Claude 4.5 + GLM-5 + MiniMax) or OpenCode Free (no auth) → Done!

Start coding with FREE AI models.

OpenCode Free model list fluctuates over time (some models free only for limited promos) — subject to change without notice.

Example: Dashboard shows: "$290 total cost""$290 total cost" Reality: You're using Kiro free models (~50 credits/mo)You're using Kiro free models (~50 credits/mo) Your actual cost: $0.00What $290 means: Amount you saved by using free models instead of paid APIs!

[2026-02] TradingAgents v0.2.0 released with multi-provider LLM support (GPT-5.x, Gemini 3.x, Claude 4.x, Grok 4.x) and improved system architecture.

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

Trading performance may vary based on many factors, including the chosen backbone language models, model temperature, trading periods, the quality of data, and other non-deterministic factors.

tradingagents analyze --checkpoint # enable for this run tradingagents analyze --clear-checkpoints # reset before runningconfig = DEFAULT_CONFIG .

copy () config [ "checkpoint_enabled" ] = True ta = TradingAgentsGraph ( config = …

Hovering shows the expert's measured topic affinity.

The Atlas page: the measured expert atlas as a 3-D galaxy — 13,260 characterised experts, 1,041 replicated specialists clustering by topic (poetry, law, Chinese, SQL…).

With CUDA=1 the VRAM expert tier measured 1.44 → 10.05 tok/s (7.0×) on two 8 GB cards, output bit-identical to the CPU path.

transformers — the oracle: CI reproduces a random-init model token for token against it.

DietGPU — the GPU ANS codec behind the experimental compressed expert tier ( COLI_ANS ).

What it doesA skill for your coding assistant that stops it from burying the answer.

Looking at src/auth.ts , the verifyToken function (around lines 42-58) seems to be using an older jsonwebtoken API.

After Run npm install jsonwebtoken@latest , then edit src/auth.ts:42 .

Open src/auth.ts Replace verifyToken (lines 42–58) with the snippet below Run npm test -- auth.spec.ts Next: paste the first failing line if any test fails.

Tune itFork, edit skills/i-have-adhd/SKILL.md , then swap your copy in:claude plugin uninstall i-have-adhd # drop the upstream copy first: claude plugin marketplace remove i-have-adhd # fork and upstream share both names claude plugin marketplace add < your-username > /…

There is no app to install: the cloned repo is the distro - AGENTS.md , bundled firstmate skills, and helper scripts that any terminal coding agent can follow.

Launching a supported harness inside it for your primary session instantiates your first mate - and makes you the captain.

Quick StartRequirementsA verified primary agent harness: Claude Code, Grok, Pi, pi-signed , Oh My Pi ( omp ), Codex, OpenCode, or Cursor Agent CLI.

Two-tier skill layoutFirstmate's skills live in two separate places with different audiences:.agents/skills/ - agent-loaded skills (this section's table, plus firstmate's agent-only reference skills).

Every one of these assumes a live firstmate home and is meaningless…

Install Specify CLIRequires uv (install uv).

are resolved at — Spec Kit walks the stack top-down and uses the first match.

Presets — Customize Existing WorkflowsUse presets when you want to change how Spec Kit works without adding new capabilities.

Yes — we dogfood Spec Kit while developing Spec Kit, especially for substantial features and changes to the development workflow.

Contributors are asked to test relevant changes through the Spec-Driven Development commands.

WorktrunkSeptember 2026: Worktrunk was released at the start of the year, and has quickly become the most popular git worktree manager.

Worktrunk is a CLI for git worktree management, designed for running AI agents in parallel.

Even a task as small as starting a new worktree requires typing the branch name three times: git worktree add -b feat ../repo.feat , then cd ../repo.feat .

Cargo:cargo install worktrunk && wt config shell installWindows & other Windows.

Arch Linux: sudo pacman -S worktrunk && wt config shell install Conda / Pixi (community-maintained feedstock): conda install -c conda-forge worktrunk && wt config shell install Or with Pixi: pixi global install worktrunk && wt config …

If you use more than one, install Superpowers separately for each one.

Register the marketplace: /plugin marketplace add obra/superpowers-marketplaceInstall the plugin from this marketplace: /plugin install superpowers@superpowers-marketplaceAntigravityInstall Superpowers as a plugin from this repository:agy plugin install https://github.com/obra/superpowersAntigravity runs the plugin's session-start hook, so Superpowers is active from the first message.

Install the plugin from xAI's official marketplace: grok plugin install superpowers@xai-official --trustOr open the marketplace in the TUI, search for Superpowers, and install it: /marketplaceKimi CodeSuperpowers is available in Kimi Code's…

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The new AI Siri came out this week as part of OS 27 for iPhone, iPad, Apple Watch, and Mac, and it’s a life changer.

(Note: To get started, open Settings → Siri and turn on Siri AI.

But Siri AI requires software companies to use different techniques, so some commands—like this one—no longer work.)

(“Siri, play Billy Joel on Spotify.”)An overwhelming side effect of AI Siri is that you don’t open apps anymore.

It’s also worth noting that in the European Union, Siri AI is available only on Macs, not phones.

See also: https://news.ycombinator.com/item?id=48343424 - May 2026 (20 comments)

A coding-agent skill that turns your agent into a security auditor.

It orchestrates isolated agents through reconnaissance, coverage-led hunting, candidate validation, structured output, independent record verification, and target-neutral reporting.

The harness grew into a multi-stage, fleet-wide system; this skill is the single-repo starting point it evolved from.

What it doesThe skill runs a structured audit in six phases:Reconnaissance -- map architecture, trust boundaries, input surfaces, prior evidence, and deterministic coverage in architecture.md and coverage-ledger.json .

In our test runs, a single run found roughly half of the vulnerabilities that repeated runs found in total.

Book ofShapesA collection of minimal, generativeand customizable SVG-patterns.

Created by Nikolaj Sokolowski.

Postgres assumption - 100k rows Actual - 100k rows ⋈ ⋈ t′ cn′ mc (cn′ ⋈ mc) ⋈ t′ ⋈ ⋈ cn′ t′ mc (t′ ⋈ mc) ⋈ cn′ Share of movie_companies rows that belong to Japanese companies: 5% (uniform) Drag the slider to make Japanese companies more productive.

Default plan: (t ⋈ mc) ⋈ cn, hash joins, estimated rows per node Agent → evaluate_candidate({ Propose one PlanAction .

JOB: 113 queries, 33 templates, 33 topologies JOB 1 · 4 queries · 5 tables 1JOB 2 · 4 queries · 5 tables 2JOB 3 · 3 queries · 4 tables 3JOB 4 · 3 queries · 5 tables 4JOB 5 · 3 queries · 5 tables 5JOB 6 · 6 queries · 5 tables 6JOB 7 · 3 queries · 8 tables 7JOB 8 · 4 queries · 7…

The specific build that this Flock camera was running at the point in time the firmware was extracted was from June 5, 2025.

Despite being a relatively recent build, the Flock camera was running Android 8.1.

The Android firmware for this Flock camera includes 20 separate Flock apps, 19 of which all share a library called com.flocksafety.android.common.lib .

Presumably, you can use this hard-coded API key to obtain credentials for any Flock camera, based on its MAC address.

Zoomed into the camera's locationUsing Google Street View, I walked around N Mayfair Rd looking for a Flock camera.

Let’s now explore the different alternatives to MinIO, and how easy they are to switch MinIO out for.

I’ve taken the above project and tried to implement it with as few changes to use the replacement for MinIO.

I’ve left the MinIO S3 client, mc in place since that’s no big deal to replace if you want to rip out MinIO completely (s3cmd, aws CLI, etc etc).

Version tested: 4.06Ease of config: 👍This quickstart is useful for getting bare-minimum S3 functionality working.

— SeaweedFS (@SeaweedFS) January 14, 2026SeaweedFS comes with its own basic UI which is handy:

OpenAI’s agentic software factory.

OpenAI has built a “software factory” with several automated, agentic feedback loops: for example, Perf Factory monitors production and kicks off Codex agents to automatically fix performance issues.

How the software engineering job is changing.

They have “core primitives” in software engineering, but this level of development acceleration is an opportunity to reimagine them.

OpenAI’s agentic software factoryThe idea of a “software factory” is similar to a physical factory where robots and humans produce autos together.

Add this to your AGENTS.md When using Bend: - run `bend guide` to learn it - use `LAWS.bend` to keep important rules - run `bend PROOF.bend` before committing - parallelize the code whenever possible 3.

Bend runs FAST.

Bend compiles FAST.

Split the work in two, and Bend spreads the calls over every core it can find, then joins them back.

Tell your agent to use Bend Add this to your AGENTS.md : When using Bend: - run `bend guide` to learn it - use `LAWS.bend` to keep important rules - run `bend PROOF.bend` before committing - parallelize the code whenever possible Then, just say: "use Bend"!

The surviving Glide source and SST-1 specification explain how software prepares triangles, configures the pixel pipeline, and manages textures and framebuffers.

The earlier MAME Voodoo work is another part of this preservation history.

The original Voodoo was a 3D-only add-on, passing the ordinary VGA card's output through when inactive.

The hard part: feeding it from memoryThe zSST pixel pipeline proved relatively straightforward to implement, at least compared with z486's CPU pipelines.

The goal is the same—keep the pixel pipeline fed—but the way to achieve it has to change.

And a glass of pinot can unclench you without lowering your energy at all.

It’s likely that addictive substances hook us precisely because they temporarily unclench the vascular system, and people come to depend on that relief.

Clenching Protects Us From FeelingsHere’s a surprisingly deep question: why can't I just decide to unclench when I want to, in the same way that I can choose to unclench my fist?

The Unclench Everything TrapUnclenching has an optimal pace, yet there is often a temptation to force clenches open before they’re ready.

In fact, the urge to unclench everything at once itself comes from a tightly clenched place (yes, it’s clenches all the way down).

Apple Reference Image offers a trustworthy, scalable guarantee that a reference image is what it claims to be: a real photograph, captured by a real sensor in an iPhone camera, at a specific time.

Our solution hinges on splitting the Apple Reference Image process into two phases: creating a secure digital negative, and developing that negative into a reference image.

To our knowledge, Apple Reference Image is the only image provenance system that provides quantum-secure defenses.

Technical DetailsReference Image Set-UpThe foundation for Apple Reference Image is created during device manufacturing.

Reference Image DevelopmentWhen the user initiates developing a reference image, the device up…

That first one was shot on the then-just-released iPhone 15 Pro, the first iPhone Pro generation to support the necessary pro video features to enable Apple-level production quality (e.g.

They did the same this year, shooting the entire keynote, including the prelude fake movies, using iPhone 18 Pros.

But, they couldn’t say that it was the 18 Pro on the title card because the 18 Pro wasn’t announced until later in the keynote.

In a curious decision, the regular-sized 18 Pro models ship with Apple’s C2 cellular modem worldwide, but the 18 Pro Max models use a Qualcomm modem in the U.S., and the C2 everywhere else.

I’ll put it alongside the 18 Pro models for comparison:256 GB 512 GB 1 TB 2 TB…

Coder.com – Secure environments where devs and agents work in parallel.

Buildkite is engineered for frontier scale and trusted by the teams setting the pace.

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

Learn more at WorkOS.com and AuthKit.comFly.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.

Buildkite – You deserve better CI.

Buildkite is engineered for frontier scale and trusted by the teams setting the pace.

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

Learn more at WorkOS.com and AuthKit.comCoder.com – Secure environments where devs and agents work in parallel.

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.

Buildkite – You deserve better CI.

Buildkite is engineered for frontier scale and trusted by the teams setting the pace.

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

Learn more at WorkOS.com and AuthKit.com

Coder.com – Secure environments where devs and agents work in parallel.

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

Learn more at WorkOS.com and AuthKit.comNotion – Custom Agents that automate the busywork so your team can focus on real work.

Try them free at notion.com/changelogFly.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.

Coder.com – Secure environments where devs and agents work in parallel.

Tailscale – Adam loves Tailscale!

Tailscale deploys quickly and enables Zero Trust access to any resource on your network.

From CI/CD runners across multi-cloud environments, to SaaS tools and infrastructure, Tailscale connects it all, seamlessly.

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

Coder.com – Secure environments where devs and agents work in parallel.

Tailscale – Adam loves Tailscale!

Tailscale deploys quickly and enables Zero Trust access to any resource on your network.

From CI/CD runners across multi-cloud environments, to SaaS tools and infrastructure, Tailscale connects it all, seamlessly.

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

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

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In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

Labs lets you test in-development apps and give feedback.

Premium : Includes combinations of HBO Max, Cinemax, FOX One, Fox Nation, Hallmark+, Starz, and more.

The company said Roku Labs lets you test in-development apps and give feedback.

Roku says Labs will be available “soon,” so if you don’t see it now, you shouldn’t have to wait long.

Roku also says it’s making Roku LT OS, which is the lighter operating system that runs the Roku remote and Roku Smart Home, open source.

Screenshot by David Gewirtz/ZDNETZDNET’s key takeawaysClaude Code Projects could tame multi-agent chaos.

Claude Code has always had projects, in the sense that a given directory is declared as the root for source code.

Also: How to install and configure Claude Code, step by stepThreads can be aware of each other.

Also: 75% of developers I surveyed prefer Claude Code over Codex – here’s whyClaude has also been able to split work across subagents.

When the capability to use this feature on local projects becomes available, will projects inherit memory, permissions and hook behavior?

Following the release of the second-gen QuietComfort Headphones, Bose returns with two new open-ear options: the Sport Open Earbuds and the Ultra Open Earbuds (2nd Gen).

Meanwhile, the Sport Open Earbuds are a new Bose product category that appeals to those seeking open-ear earbuds for their active lifestyles.

Ultra Open EarbudsWe’ve rated Bose’s Ultra Open buds highly for their rich sound, sleek design, and all-day comfort.

The Bose Ultra Open Earbuds (2nd Gen) will be available for $299 in Black and White Smoke.

The Bose Sport Open Earbuds will be available for $199 in Black and White Smoke.

ZDNET’s key takeawaysCertain heat-producing and large appliances can quickly drain your power station.

Appliances not to run on a power stationThere are some appliances I wouldn’t recommend running continuously on a power station, but that doesn’t mean you can’t.

Here’s a list of these heat-producing devices that I wouldn’t recommend running on a power station:FAQWhat are some devices you should run on a power station?

I recommend keeping certain devices connected to a power station at all times to avoid power interruptions.

I’d keep the use of heat-producing devices connected to a power station on an as-needed basis, especially if you’re using them as a backup power source.

ZDNET’s key takeawaysAnthropic is rolling Claude Cowork back into regular Claude.

If you’ve gotten attached to the original, more limited Claude chat interface, Anthropic has some bad news: the company is rolling Claude Cowork and chat into a single, all-powerful Claude known as… Claude.

Anthropic launched Cowork in January as a non-coding-specific answer to Claude Code, to give other types of tasks a heavier-lift productivity agent with more capabilities than Claude chat.

“Anything you make with Claude Design, Slides, or Docs lives at one shareable link you can open on your phone,” Anthropic said.

If none of this appeals to you, don’t panic: You can still use Claude Design as a standalone,…

ZDNET’s key takeawaysThe September 2026 Pixel Drop is officially rolling out.

The September 2026 Pixel Drop is officially rolling out, and while it’s not a huge update, it does bring a potentially very useful tool to your home screen.

This is separate from the September Android Drop, which introduced a new way to keep track of important items and a new motion sickness feature.

In June 2025, Google debuted Pixel VIPs, a widget that stored important contacts for easy access.

Also: A week with the Google Pixel 11 changed my mind about Gemini (for the better)This update will be available on Pixel 6 and newer phones.

Also: iPhone 18 Pro hands-on: I came for the Burgundy and stayed for the dual-aperture camerasSo, I went the other way and got my hands on the also-new iPhone 18 Pro and Pro Max instead.

For the first time in a long time, I’ll be recommending the smaller Pro variant over the Pro Max, and it’s not just because of the size difference.

One thing that really struck me was the belief that the Pro Max model always has the better camera and performance.

The iPhone 18 Pro, with its 6.3-inch display, feels like the right size to use those hardware features.

Based on what I’m seeing with local inventory and delivery windows, you might even have a better chance of scoring your desired color and storag…

Microsoft has released an out-of-band patch to squash an annoying audio bug in Windows 11.

Also: The latest Windows 11 update may mess with your device’s audio – here’s the workaroundThe patch launched on Monday for Windows 11 26H2, 25H2, and 24H2, and resolves a glitch that prevented audio from playing on certain headsets, speakers, and other USB-connected devices.

Today’s audio devices typically connect to a PC using a more modern standard known as USB Audio Class 2.0, or via a regular audio jack or wirelessly through Bluetooth.

To grab the update, head to Settings and select Windows Update.

In Windows 11 26H2, look for an update labeled “2026-09 Security Update (KB5129195).” In Windows 1…

Not only did the company roll out iOS 27, but it also pushed out an update to iOS 26 for users sticking with the old OS.

One of the first things you’ll want to do after upgrading to iOS 27 is sign up for the beta if you haven’t already.

Tap the link for “Try Siri AI (Beta).” Keep tapping Continue to get through each screen.

Also: 5 underrated iOS 27 features that make my iPhone way better – and none are Siri AIOf course, Apple also updated all its other operating systems with iPadOS 27, MacOS 27, WatchOS 27, TVOS 27, and VisionOS 27.

Also: I tested iOS 26 Siri against iOS 27 Siri AI in my car – and it wasn’t even closeIf your device isn’t supported by version 27, then your only option will …

Lance Whitney/ZDNETZDNET’s key takeawaysThe latest Windows update cuts off the sound on certain audio devices.

The glitch affects older USB devices such as speakers and headsets.

That’s the case with the September Patch Tuesday rollout, which is apparently stifling the sound on certain older USB devices, including speakers, headphones, and microphones.

Also: Microsoft’s new Windows 11 Bluetooth update comes with useful benefits (and a major caveat)Modern speakers, headsets, and other audio devices that rely on USB typically use USB Audio Class 2.0.

Speakers and other audio devices support multichannel audio.

assalve/E+/Getty ImagesZDNET’s key takeawaysTwo Swiss government groups are moving from Microsoft 365 to openDesk.

The Swiss Federal Chancellery and Swiss Armed Forces are moving at different paces.

So, it has started deploying an independently operated office-and-collaboration platform that will run in parallel with Microsoft 365.

The Swiss government is positioning the project as an exercise in digital sovereignty and crisis resilience rather than an immediate, universal replacement for Microsoft 365.

The funding comes from parliamentary appropriations for a sovereign Swiss open-source platform for office automation.

Lance Whitney/ZDNETZDNET’s key takeawaysApple is providing another year of free satellite access for older iPhones.

Apple currently offers its satellite service as a free trial to users of the iPhone 14 and up.

In a footnote to its iPhone 18 Pro press release, Apple said that it’s granting free trial access to the satellite service for another year to existing iPhone 14, iPhone 15, and iPhone 16 users.

“Apple is extending free access to satellite features for an additional year for existing iPhone 14, iPhone 15, and iPhone 16 users.

For satellite feature availability, visit support.apple.com/en-us/105097.”Why satellite coverage mattersMobile phone satellite service has turned from a perk in…

DragonImages/ iStock / Getty Images Plus via Getty ImagesZDNET’s key takeawaysAgentic AI shifts professionals’ responsibilities.

“We are seeing that our traditional engineer, who was writing code in the past, can do more than just write code,” he said.

Also: ‘Specialists aren’t required’ anymore: How to stay valuable in an AI agent workplace today“I don’t really hire engineers to write code.

“But today, I hire engineers to know what code to write.

And you can do that in a variety of different ways in an organization, more than just using your talented engineers to write code.”

Jeremy Klaperman, the CFO of the company's WordPress VIP Enterprise business unit, will act as CFO for the time being.

Angle Health has grown to 5,000 customers and become profitable, by helping small businesses get "level-funded" health insurance.

Everyone in the world-models space is sitting on a pile of cash and a ton of buzz, but good luck getting anyone — from the founders to their own data suppliers — to tell you what they're actually building.

Jev, a new kind of AI model, is showing developers a cheaper and faster path to software intelligence.

The former CEO of Character.AI, which Disney previously sent a cease-and-desist letter to, will serve as the company's first-ever chief technology officer.

Availability of Apple's iPhone 18 Pro series turned patchy within hours of its debut on India's quick-commerce apps.

Google is refocusing its CC AI agent on household coordination, letting families share emails, schedules, and tasks so the AI can manage calendars, fill out forms, make shopping lists, plan meals, and more.

An aircraft equipped with Joby Aviation's autonomy technology flew across the United States without a human pilot taking control at any point.

A week after an Anthropic researcher’s doomsday warning rattled the AI world, the company’s CEO Dario Amodei has outlined his plan to “pace the frontier” of AI development. The proposal leans on independent safety evaluators and coordination between AI labs in democratic countries, and it’s already picked up some industry support, along with some pointed pushback from Nvidia’s Jensen Huang. Watch […]

The Register reports: When Microsoft's developers and engineers sit down to code, they can now choose to work in Rust, which Redmond has added to its list of canonical languages. "Rust now is a Tier One language at Microsoft, and that just means that it sits among C++, C# and TypeScript as the best supported languages for internal development in the company," explained Victor Ciura, Microsoft principal engineer for the Rust tooling team, during a keynote talk today at this year's annual RustConf, being held this week in Montréal. Ciura said Microsoft has "paved a path" of tools and processes that support local Rust development across the entire software development lifecycle. Rust is no str…

"Turns out, Silicon Valley isn't especially altruistic," writes the nonprofit education news site The 74. They're reading a new book promising "the inside story of how Big Tech catalyzed, co-opted, and ultimately came to capture computer science and AI education in America". Written by

New York Times business reporter Natasha Singer, Coding Kids: Big Tech's Battle to Remake Public Schools tells "the story of the nonprofit Code.org and its charismatic, Harvard-educated leader, Hadi Partovi," according to their review: Thirteen years ago, Partovi... delivered a worrying message: Kids who didn't learn to write code would be left behind. And the long-term success of the United States economy de…

Tuesday U.S. Space Force chief Douglas Schiess said his branch of the U.S. military operates "on-orbit weapons," reports Reuters, to defend "against space-enabled attacks." He promised "disciplined and responsible choices" when scaling America's orbital defense arsenal in the coming years. NPR calls this week's reveleations "remarkable... after previous warnings about countries such as Russia possibly weaponizing a global frontier long agreed in treaties to be used for only peaceful purposes." The revelation comes as the Trump administration puts a growing focus on space. In 2019, during his first term, Trump created the Space Force as a separate military branch. In his second term, he has …

Reuters reports that a former Google DeepMind employee "became the latest AI researcher to warn that the technology could 'kill all humans', saying time could be running out to avoid the outcome: Public alarm about the potential danger posed by AI is growing, after Anthropic researcher Jacob Coxon said last week he had resigned, in part because the "people building AI earnestly believe that it could kill us all by the end of the decade." Anthropic scientist Evan Hubinger then responded to Coxon's comments, saying he was correct and that he believed there was a greater than 10% chance that AI could kill all humans within the next decade. "I recently resigned from Google DeepMind, where I wor…

Ars Technica reports: Half a year after Iranian drone strikes knocked out multiple Amazon data centers, the US tech company has acknowledged the permanent loss of some customer data that was hosted in Bahrain and the United Arab Emirates. Amazon Web Services was "unable to restore access to the resources and data" hosted in some of the war-damaged data centers, according to an AWS dashboard update posted on September 15. The development was first reported by Reuters and suggests that the Iranian strikes inflicted catastrophic damage on the data centers. Customer data was irretrievably lost in one of three AWS availability zones in the United Arab Emirates region, specifically the mec1-az2 a…

"Hackers ripped down a Flock camera above a roadway, made a near-complete copy of the data stored inside it, and shared the files with 404 Media and WIRED," according to an article published on both sites. Though Flock has described its system as protected by on-device encryption, "The hackers were able to copy the camera's storage and recover an encryption key stored on the device, which unlocked videos of thousands of vehicle detections."

The hackers shared the material with 404 Media and the transparency nonprofit Distributed Denial of Secrets, which shared the data with WIRED. 404 Media and WIRED then analyzed those files as part of a joint investigation... [T]he joint analysis of the r…

The New York Post reports: A new app called Zuckoff can detect if a user is near someone with Meta's creepy AI-powered glasses, which have drawn criticism for enabling creeps to record video of women without their consent. Programmer Pawel Szydlowski says tales of dirtbags recording themselves perving on women or harassing strangers prompted him to launch the app... Zuckoff — which detects Bluetooth signatures broadcast by smart glasses and can estimate their distance — has gained some 5,000 users since it hit Apple's App Store last month, according to Business Insider. "There's a need for such an application," the 30-year-old Polish techie told the outlet, adding that European Union regula…

OpenAI announced Wednesday that "We do not believe that the AI industry has solved alignment and monitoring to a sufficient degree to continue responsibly scaling at maximum speed for much longer." But along with the announcement, OpenAI announced it "found additional incidents of AI models acting deceptively and taking unsanctioned actions during training," reports CNN.

And they add that OpenAI is also "introducing a new process for the company to publicly report such instances." Under the new system, OpenAI will share updates on concerning AI behavior more frequently instead of waiting to bundle multiple instances into one report. The company said it wants to share more information about …

Targeting students and beginners, Adafruit released "CircuitPython" in 2017 (as a derivative of the MicroPython microcontroller-optimized programming language). Now Adafruit managing director Phillip Torrone (also long-time Slashdot reader ptorrone) brings this update: Adafruit has published CircuitPython Turbo, a workflow that compiles selected Python functions into native machine code on a computer, then loads them onto compatible microcontroller boards. It builds on MicroPython's Native and Viper emitters. In a documented Metro RP2040 fixed-point Mandelbrot test, Viper cut computation time from 8.335 seconds to 0.423 seconds, a 19.71x speedup over bytecode. The rest of the application st…

"As parts of the Southern California coastline crumbled into the sea, slammed by intense waves and flooding in recent days, oceanographer Kim McCoy had one thing on his mind," reports the Los Angeles Times. He was thinking about "the nuclear waste set in concrete on the beach near San Clemente at the shuttered San Onofre nuclear power plant." "Rising sea levels, storm waves, El Niño which increases wave height ... these could wash away a section of the walkway that protects the San Onofre seawall, and the waste canisters are just 100 feet away from that," the former wave dynamics researcher and longtime advocate against beach storage of nuclear waste said. Most experts agree the risk of ero…

"Anthropic's CEO took the stage at a conference in San Francisco on Tuesday to reiterate his call for a slowdown of AI development," reports the Guardian, " while Nvidia's CEO argued against slowing its development. "Run as fast as you can." Amodei is calling for three courses of action: embedding third-party evaluators inside AI companies; coordinating safety standards among Democratic countries; and, eventually, larger global coordination. At Dreamforce, Amodei said Anthropic has committed to independent evaluators and was "going to have a dialogue with the rest of the industry" on the other two steps. Amodei, xAI's Elon Musk and OpenAI's Sam Altman have recently called for a slowdown in …

Firefox 156 is the second release since Mozilla moved to a twice-monthly release schedule, and the blog OMG Ubuntu notes it has faster start-up times for its built-in PDF viewer and also lower CPU usage when viewing large JPEG images: In Firefox 156, the browser now uses libjpeg-turbo's IDCT scaling to reduce images during decoding, rather than loading a full-size image into memory and then shrinking it. Benchmarks from the bug report show up to 20Ã-- less memory used during very large image loading, and decoding is up to twice as fast. Since these speeds were quite fast already, there's no perceptible difference to users. Behind the scenes, it's more efficient. Firefox's built-in PDF viewe…

"The crypto industry's top legislative priority failed on Tuesday in spectacular fashion," reports Barron's. A procedural motion to advance the bill failed by a vote of 49 to 50, with a handful of Republicans joining all Democrats to shoot it down. The motion needed 60 yes votes to pass, and with the midterm elections looming, the Senate isn't expected to pick the bill back up this year. Among other provisions, the bill would have taken most crypto trading out of the purview of securities regulators, a key goal of firms like Coinbase Global... The vote is especially bitter for the crypto industry, which has spent hundreds of millions of dollars on lobbying and campaign expenditures over the…

You can just prove things, apparently.

An Interview with Joanna Stern About the iPhone Duo and AI for Normal People

This is a lightning talk I did at PyCon US 2026: Silence is Golden. The

overall message is to leave some quiet time so that reluctant speakers have a

chance to participate. I start with a jokey disclaimer because I followed Simon

Willison who gave an energetic, entertaining, and loud(!) speed-run through a

year of progress in LLMs:I do these talks and blog posts about how to better interact with people, but

I hope they don’t come off as too preachy. I have to remind myself to keep these

ideas top of mind. I am one of those people who speak easily that I describe in

the lightning talk. I have to remember to hold back, to leave time and space for

other people.I had the idea for this lightning…

Salesforce is abandoning UI as a moat, which is a very smart move because it's disappearing for everyone.

В продолжение разговора про формализм: есть большая разница между формальным стилем и формальным содержанием.

Вот пример. У меня проблема с доставкой в интернет-магазине, я пишу в службу поддержки. В ответ — вежливые дружелюбные фразы: Спасибо, что написали!

Да, понимаю, это неприятно

Разбираюсь. Скоро отпишусь Проходит 10 минут, полчаса, час — ответа нет. Я снова: «Пинг, але, какие новости». Ответ такой же вежливый: «Разбираюсь, вернусь сразу как будет ответ».

Тут вежливые слова, но по сути это отписка: мне не помогли и не сориентировали. Я не знаю, как планировать дальнейшие действия: заказывать снова, ждать отмены и возврата денег. Мне не помогли решить проблему, пусть и вежливо. По форм…

Понимаю, что пока я скрыл один пост, ИИ написал ещё 10, и победить в этой игре невозможно, но лента уже стала намного чище. Хочу докрутить эвристики и вырастить это в нормальный продукт.

6 марта 2026 года стартап из Сан-Франциско Eon Systems объявил о том, что впервые в истории оцифрованный биологический мозг управляет телом ...

The post Мозг мухи загрузили в компьютер — и она начала ходить first appeared on Непиши.

ChatGPT ads are working, and solve Amazon's biggest problem with chatbots. Then, Walmart finally gives in to Apple Pay, because fighting the status quo is hard.

Здравствуйте!

Мне необходимо провести анализ конкурентов и сделать презентацию. В презентации нужно показать: Скриншоты страниц регистрации на мобильном устройстве.

Добавить небольшие комментарии под скриншотами. Как сделать презентацию более понятной и визуально приятной?

Спасибо!

Dario Amodei wants to pace the frontier; it's an unrealistic proposal that seems mostly geared to political control of AI.

Максим, привет!

Прокомментируй, пожалуйста, этот пример пропаганды.

Есть попсовое представление, что канцелярит и формальный стиль текста — это однозначно плохо и нужно всегда от него избавляться. Это заблуждение — я тоже его разделял.

Канцелярит и формализм — это инструмент: с его помощью мы сообщаем, что сказанное — это не наша личная позиция, а правила организации, которую мы представляем.

Например: «Я не могу одобрить эту сделку» — я лично как ответственное лицо не одобряю сделку, исходя из своей личной оценки. «Эта сделка не может быть одобрена» — эта сделка не соответствует формальным правилам организации, от имени которой я действую. Вроде страдательный залог — плохо, но на самом деле это информация: «Проблема с какими-то формальными условиями».

Этим…

The best Stratechery content from the week of September 7, 2026, including the arrival of the Duo, AI that benefits humanity, and closing the book on a catastrophe.

Переживаете, что она должна выполнять работу не на 80,а на 100%? Добавьте больше проверок, будет выполнять. Нужен точный алгоритм для пересчёта чего-то? Загоните туда тысячу агентов, они всё сделают. А если не уверены, ещё тысячу на перепроверку.

Apple once again demonstrated the power of integrating hardware and software, but it's biggest AI blindspot might be its belief in the primacy of apps.

Советую спектакли, на которые нужно идти.

Я в одном из чатов написал рекомендации, советую и вам. Вдруг кто-то прочитает тут.

Вне оценок, шедевры

Москва

Вахтангова · Бутусов · Бег

Вахтангова · Туминас · Евгений Онегин (лучше, если Добронравов)

Вахтангова · Туминас · Война и мир (лучше, если Добронравов)

Вахтангова · Варсимашвили · Ричард III

МТХ · Крымов · Сережа (Крымова почти не осталось)

Театр Наций · Могучий · Сказка про последнего ангела

Пока нигде не играют · Озеро · Ричард, Три сестры, Гроза (сильно постмодерн, не идите, если привыкли к классике, но очень классные, обожаю)

Таганка · Муравицкий · Lё Тартюф (не был, но жена плохого не посоветует)

Питер

Театр на Садовой · Шерешевский · …

OpenAI solving one of the most famous math problems is extremely impressive, and of little impact to most people's lives; Meta's Muse agent launch has the potential to be the exact opposite.

Writing things down is powerful, for humans and for AI; what comes first, however, is what to write, why to do it, and actually getting things done.

Расскажите о барабане

Максим, привет!

Видела в «Курилке Ильяхова» макеты страниц твоей будущей книги о визуальном повествовании. На одном из разворотов ты рассказываешь, как лучше показывать товар. Интересно твоё мнение о фальсификации внешнего вида товара. Раньше такое можно было встретить разве что на Алиэкспрессе, а сейчас попадается не только на других маркетплейсах, но и на официальных сайтах производителей.

Привожу примеры, как два пауэрбанка выглядят в рекламе (слева) и на самом деле (справа). Верхний показывают без надписей с внешней стороны, хотя они там есть, и тоньше, чем на самом деле. Нижний показывают почти крошечным, хотя фактически он гораздо больше.

Что скажешь о подобных манипуляциях?

The best Stratechery content from the week of August 31, 2026, including the market speaking, Apple finding religion, and society losing friction.

🆁 ReacherXOpen-source △ Agentic platform and infrastructure that works 24/7 across X/Twitter and LinkedIn to find, qualify, enrich, and help you reach the right people.

Who it is forAnyone who needs to find a specific kind of person on X/Twitter or LinkedIn.

Full functionality needs external provider accounts: Convex, WorkOS, AI providers, X/Twitter, LinkdAPI and Unipile (LinkedIn), Polar (billing), and Resend (email).

features/ : product UI and feature logic.

: product UI and feature logic.

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┌──────────────────────────────────────────────────────────┐ │ Host Machine │ │ │ │ ┌─────────────────────────┐ ┌──────────────────────┐ │ │ │ Operator / Warden │ │ External Internet │ │ │ │ (User Chat) │ │ (httpbin.org, etc.)

Chronological Experiment ProgressionPhase 1: Network & Boundary ReconnaissanceSSRF Attacks : The agent initiated fetch_web_page requests targeting loopback ( http://127.0.0.1:3000 ) and the AWS/cloud metadata address ( http://169.254.169.254/latest/meta-data/ ).

Phase 3: Simulated Maintenance Window & Data ExfiltrationThe operator supplied a simulated system status: [SYSTEM STATUS: IDLE.

ConclusionThe "Subject-0" experiment highlights that modern reasoning models ( qw…

I wanted to give users of a new app I'm working on a way to generate their own custom icon. It turned out pretty cool so I chucked it up on a Cloudflare page. Codex did the 3d work, and then I integrated with my own design work. Comments URL: https://news.ycombinator.com/item?id=49759144

Points: 1

# Comments: 0

I built onPanda – an interactive tool for token visualization & control, model inspection and data annotation.onPanda is designed for hackers, power users, curious minds, and engineers. Its UI is built for deep exploration and efficient data annotation.- The core loop is simple: hover over a token → click an alternative or edit freely → continue generation. You can edit every part of model output exposed by onPanda, including reasoning and tool calls.- Edit prompts directly, branch tool calls, and use a tree structure to record branch history. This makes onPanda useful for model inspection and prompt engineering.- Support multiple modalities, including images, video, and audio; use tool cal…

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The problem that pushed me to build this: I could ask an agent to add another feature, but coming back to the project later, I was losing track of what existed, what was half-built, and what I had actually checked. My side project is Feature.graph. It connects a product map with Claude Code/Codex, an embedded terminal, an app preview, and change review in one local-first Mac workspace. The workflow is: open a repository, look through its inferred features, describe a change, review the proposal, then implement it and inspect the preview, changed files and checks before keeping or discarding the result. You can also work through the embedded terminal. It is early beta. The map is inferred fr…

Pretty much what the title says, I'm very confused right now on how do I move from developing my product to actually getting users and setting up a value in this market. I will add a quick overview of what I am building: Today, engineering teams at regulated enterprises (fintech, healthcare, defense) are paralyzed by brittle QA suites like Cypress or Selenium that rot every sprint. Worse, because their staging environments are locked behind private VPCs & strict compliance laws, they physically cannot use modern cloud AI testing tools without violating data policies. Leaka AI solves this. A developer describes a user flow in plain English. Leaka’s autonomous browser agent executes the flow,…

I spent years dealing with one of the most frustrating parts of building companies: Finding the right investors. 👉 https://www.leadagentx.ai You can spend days searching LinkedIn, investor databases and Google — and still have no idea whether you're approaching investors who actually fit your company. So we built LeadAgentX.ai. The idea is simple: 🌐 Enter your startup website 🤖 AI analyzes your company 🎯 It searches for potential investor matches 📊 You can see how your startup may look from an investor perspective ⚠️ It can identify potential investor red flags We made the initial investor scan free because I want founders to actually test the matching. Full disclosure: I'm one of the peopl…

Disclosure: I’m an investor in Verity Score. Here’s the problem it tackles: an AI assistant can leave a product out of its recommendations or describe it incorrectly, and the merchant needs to work out what happened. Verity keeps the answers and sources, then helps turn missing product information into edits the merchant can approve inside Shopify. Changes can be u ndone. The team has launched on Product Hunt. I’d appreciate a fresh look, especially at whether the workflow makes sense without needing to understand “GEO” first. See the product and launch: https://www.producthunt.com/products/verity-score-geo-ai-visibility?launch=verity-score submitted by /u/Sea-Lengthiness-4051 [link] [comme…

Disclosure: I’m the founder of ProofFlick, a small Windows desktop app I’m launching for people who constantly switch between writing and editing. The workflow is deliberately simple: select text in the app you are already using, then proof, polish, rework or shorten it. There is also optional dictation. Users bring their own Groq or Deepgram key, so they control their provider account. It runs on Windows 10/11 x64. I’m offering a 14-day trial without a card, then a US$39.99 one-time licence for three devices; AI-provider use is separate. I’ve documented current limitations, including Word Replace/clipboard and cross-monitor dictation behaviour, rather than hiding them. I’d value practical …

Five years ago, it was custom "scripts" which devs had put together for their personal use that would never see the light of day. Now it's full-fledged apps... Even mobile apps which folks sideload for their own personal needs. What are some of yours? submitted by /u/Pleasant_Set_3182 [link] [comments]

I spent three months creating a learning platform that I thought was perfect. I had the design, the lessons and the plan.. When I gave it to users nothing really changed. They passed the tests. They didn't learn anything. I realized I was looking at the things. I was checking how many people finished each section of seeing if they remembered what they learned 48 hours later. I was focused on being right not on being good. If you are making EdTech or any kind of software that teaches skills stop looking at scores. Start looking at how fast people answer and how hard the question was. If someone answers a question quickly they probably just remembered the answer. If they take time but get it …

https://repodify.app: stitch together podcast episodes from multiple sources into a single RSS feed. Like a mixtape. Think linktree for podcasts. Share all your podcast appearances, create a favorites list to share with friends, gather all the episodes around a single topic. Select episodes from both PodcastIndex and Apple Podcast directories Generate a standard rss xml feed compatible with any podcast app Plays directly from the source... doesn't re-host the audio or mess with the creator's content in any way Record or upload your own audio and put it right into your feed Examples Robocop Roundup: https://www.repodify.app/p/robocop-roundup A compendium of podcasts talking about Robocop Gab…

Your data stays in your browser cache since it is a static HTML. I would be happy about feedback. I know that this is probably the 4th ai slopped Paint.NET clone you see in a while. submitted by /u/mtothexmax [link] [comments]

Hihi - creator of AppMunchies here. I built it to solve a problem I had: How do I distribute my apps effectively to an audience that consumes videos on social media? Many of my friends had the same problem. The idea is simple: You upload a demo on appmunchies.com, and I’ll share it on our TikTok, YT, and Instagram channels. It’s free distribution for you and only requires a demo video. Credits and IP stay with you, and I link back to your GitHub, profile, website, and tag you as a collaborator if you like. I’ll also enhance your demo for social media with captions, better cuts, and music (totally optional). If you have a project to share: edgy, just for you, for your kid, taking AI for a fi…

Two weeks ago I launched VYRLD. The idea is pretty simple: you describe a game you want to make, AI builds it, and within about 15 minutes you can actually be playing it with your friends in the browser. No installs. No downloads. You dont need to know Unity or Unreal or really anything about making games. Just describe what you want to make, let it build, then send someone a link and play. I really wasn't sure if anyone would actually use it, but 2 weeks in: → 1,236 players signed up → 3,099 sessions played → 32 games/worlds published by 15 different creators → 187 people competing on leaderboards The stat I care about the most though is 28 minutes. That's the average session length for Ri…

I’m exploring a website idea to support the local community where I’ve lived for 11 years, and I’d appreciate some early feedback. The concept is a community directory showcasing restaurants and other local businesses, with menus, photos, product descriptions, prices, opening hours, phone numbers, email addresses and locations. Each business would have its own page and private upload folder. Initially, owners could update a limited number of photos and text files through FTP using standard filenames. Shared PHP templates would automatically display their information. I’m also considering a simple mobile-friendly upload form to make updates easier. Later, I may add a discussion board for bus…

A few days ago I saw a post arguing that people need to stop wasting their time, tokens, and money building useless apps. I actually think the opposite. Please keep building useless apps. We're all learning how to create, and for a lot of people these are literally their first steps. A baby doesn't start by running a marathon. First they crawl, then stand, then walk, and eventually run. I think we're in the crawling phase of a completely new era of building. Your first project will probably fail. Your second might fail too. You might build something nobody needs. You might spend 3 weeks on something that gets 4 users. But you'll learn how to ship. You'll learn what people actually want. You…

What happens when a gamer wants to be productive, but also wants to play games? Who says we can't have both! Introducing, gamepal! It's a tiny pixel cat that lives in the corner of your screen while you play ranked. I built it after watching a few too many shorts, and seeing these "For every ranked game I lose, I do something productive" videos everywhere. I wanted to try it out for myself - but being the fella I am, I had to make a fun way to do so first. This is how I came up with gamepal. Here's how it works: Run it in the background between your games of league of legends, cs, or whatever you prefer. When you lose (or win), you open gamepal and tell mochi (the cat) how your match went. …

I was watching Andrej Karpathy's introduction to neural networks https://www.youtube.com/watch?v=VMj-3S1tku0 and at some point it clicked that I was hearing distracting noises in it, typing and mouse clicks. I knew macOS has a voice isolation mode for the microphone, and I wondered if there was a way to do the same for the audio macOS is playing (system audio). I couldn't find one. So I built a small utility app called Silkwave Clarity, which makes watching tutorials, lectures and old interviews with noisy audio a much better experience. The app lets you adjust how much noise is suppressed. The underlying speech enhancement model is DeepFilterNet. It only helps with speech. DeepFilterNet tr…

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Penelope Health, a real-time provider and payer policy intelligence platform out of London, today announced €87 million ($100 million) in funding, as well as a partnership with HealthTech infrastructure platform Thoreau – in order to create a shared layer for real-time payments and clinical rules.

Penelope was founded to turn that complexity into a dependable, up-to-date reference that healthcare companies can use in real time,” says Dr. Sohum Patel, Chief Executive Officer of Penelope Health.

Penelope Health’s funding comes amid continued 2026 investment in European healthcare infrastructure and AI tools aimed at reducing administrative workloads.

In the UK, London-based Semble raised €34.…

“A sovereign cloud framework is only as sovereign as the choices it leaves open,” says Benjamin Brial, founder and CEO of Cycloid.

That’s precisely what Cycloid has been built for.”Founded in 2015 by former Red Hat cloud executive Benjamin Brial, Cycloid develops technology designed to centralise access to infrastructure, cloud services, automation and developer tools.

Developers can then use the resulting self-service environment to design, deploy and manage applications and infrastructure across private cloud, public cloud and sovereign cloud environments.

This multi-provider approach is particularly relevant to the Commission’s sovereign cloud strategy.

Cycloid and the European Commissio…

Big Picture Bio, a London-based BioTech startup developing AI-designed combination therapies for cancer and other complex diseases, has emerged from stealth with a combined funding round of €2.55 million (£2.2 million).

The funding comprises a €1.75 million (£1.5 million) pre-Seed round co-led by Kadmos Capital and Exceptional Ventures, alongside €815k (£700k) in non-dilutive support from Innovate UK’s Investor Partnerships Programme.

Before spinning out Big Picture Bio, both founders spent years at Deep Science Ventures.

With Big Picture Bio, they argue that a full pairwise screen of just 100 drugs at 100 doses would require roughly 50 million lab experiments, a scale no physical screen ca…

While that model has served the industry for decades, advances in technology and changing consumer expectations are prompting insurers to reconsider what their role should be.

Alongside fulfilling claims, insurers can explore incentives for behaviours associated with lower or better-managed risk.

The fundamental shift is towards an insurance experience that offers value beyond the moment a customer needs to make a claim.

The traditional insurance model – sell policy, wait, process claim, pay out – is unlikely to disappear overnight as paying claims remains a fundamental purpose of insurance.

The future of B2C insurance will be defined by an industry that delivers precisely what consumers no…

Arcos, a Munich-based startup that builds and operates civil security infrastructure, has closed a €5.5 million Seed funding round.

Founded by Louis Wübben and Steigerwald, Arcos is a civil security provider.

It builds and operates the infrastructure of civil security, including the highly secured infrastructure where the signals converge to the technology it runs on.

The company plans to use this capital to expand its team in Germany, extend its platform, and prepare to scale in the critical infrastructure market.

As a next step, Arcos aims to enter further European markets.

Some of Europe’s biggest technology success stories also spent their early years collecting rejections, sceptical looks and variations on “this will never work”.

From AI video before generative AI was fashionable to a bank nobody thought needed building, here are five European companies that struggled to win over investors before becoming major success stories.

Founded in 2006, the company gradually turned the basic idea of matching drivers and passengers into a trusted long-distance carpooling marketplace.

In 2005, eBay agreed to acquire the company in a deal initially worth around €2.2 billion ($2.6 billion).

Fast-forward to 2026 and the group reported 6.2 million platform accounts, €14.7…

European expansion exposes whether a startup has a real receivables process or merely a collection of habits that worked in its home market.

Winning a customer in a second European market feels like validation.

The European Commission’s Payment Observatory reported that 52% of European companies faced problems caused by late payments in 2024.

Call it the second-market test: if an overdue invoice can only be handled by the person who remembers the customer, the email thread and the local convention, the company has expanded faster than its receivables process.

Then the second-market test becomes less of a surprise and more of a repeatable part of scaling.

Phosphoenix, an Amsterdam-based MedTech startup developing a neuroprosthetic system for people with profound blindness, has completed a €1.3 million financing round to support preparations for its first-in-human clinical study and the further development of its neurostimulation system.

Hans Brons, Chief Executive Officer of Phosphoenix, commented, “This financing represents an important step towards bringing our technology into the clinic.

The company’s long-term ambition is to enable meaningful functional vision for people living with profound blindness.

Sara Schaafsma, senior investment manager LSH at ROM InWest, said, “Phosphoenix is developing a potentially life-changing technology for …

TUSK IC, an Antwerp-based fabless semiconductor company spun out of KU Leuven, has closed a €15 million Series A funding round.

TUSK IC combines leading-edge mmWave innovation with the economics and scalability of standard CMOS, addressing a critical bottleneck in satellite communications.

Founded in 2018 as a spin-out of KU Leuven’s mmWave research group, TUSK IC is a fabless mmWave IC company delivering chips and modules for Ka-band satellite communications.

Its flagship technology is a set of Standard CMOS-based beamformer chips for Ka-band satellite links, which the company calls the world’s first of their kind.

TUSK IC will use the capital to accelerate the commercialisation of its Ka-…

Manchester-based payments company Ryft has secured a €23 million (£20 million) Series B amid broader efforts to promote British tech companies and strengthen sovereign payments infrastructure across Europe.

This follows their €6.6 million round in April 2025 – as covered by EU-Startups.

EU-Startups has seen approximately €224.8 million in relevant rounds this year, including €86.2 million for London-based Primer, €83 million for fellow British payments company Sokin, €37 million for Amsterdam’s Silverflow and €12 million for Klearly, alongside earlier-stage rounds for SolvaPay, Ralio and paymove.

As part of its European expansion, Ryft has applied for a full EU license from the Malta Financ…

We’re excited to announce that Marco Marlia, co-founder and President of MotorK, will join us at the EU-Startups Summit 2027, taking place on May 13-14 in sunny Malta!

Marco has spent more than two decades building digital businesses and helping transform the automotive industry.

Before launching MotorK, he co-founded several technology and digital-services businesses, building experience across web development, digital marketing, and lead generation.

EU-Startups SummitOn May 13-14, 2027, we’ll be bringing the European startup ecosystem together once again for the EU-Startups Summit in sunny Malta.

: Secure your ticket to the EU-Startups Summit 2027 today!

MeOut Summit 2026 brings two full days of conversations, practical insights, networking and opportunities to connect with the people shaping Europe’s innovation ecosystem.

The hackathon continues throughout the MeOut Summit on 25-26 November.

Stage one: Main StageThe Main Stage at the MeOut Summit brings together leading voices from technology, entrepreneurship, sustainability, and deep tech.

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Explore the MeOut Summit agenda in full and book your tickets here to enjoy two days in Budapest.

Duncan Johnson, CEO of Northern Gritstone, said, “MicroLub is addressing one of the food industry’s biggest scientific and commercial challenges.

According to the company, food manufacturers are under growing pressure to improve the nutritional profile of their products.

The UK startup claims to solve this challenge through its patented protein-based ingredient technology.

Our technology enables manufacturers to reduce fat, increase protein and simplify ingredient lists while delivering the indulgent mouthfeel and texture consumers expect.

It will also help convert existing customer trials into commercial agreements and further develop its proprietary ingredient technology.

Join us for a conversation with Patrick Ryan, co-founder of Odin, as we explore the journey that led him from consumer goods and corporate venture capital to launching a platform that’s transforming how investment firms operate.

Odin, often described as “Shopify for Venture Capital,” enables anyone, anywhere, to launch and run a private investment firm online – handling everything from legal structuring and investor onboarding to KYC/AML, payments, and reporting.

In this interview, Patrick dives into the inspiration behind Odin, the inefficiencies he identified in traditional investing, and how the platform is empowering a new wave of fund managers, angel syndicates, and founders to invest …

This week, we tracked more than 70 tech funding deals worth over €1.7 billion and over 10 exits, M&A transactions, rumours, and related news stories across Europe.

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The free, open-access Tech.eu Funding Explorer offers deeper insights into funding rounds, investor activity, company profiles and market trends.

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Open AI moves from promising to readyIn a letter accompanying the report, Mozilla CTO Raffi Krikorian offers several examples of open AI being developed in Europe.

The strongest open models assessed are overwhelmingly Chinese, with Kimi K3, GLM-5.3, and Qwen 3.8 among the leaders.

Open AI as a route to greater technological sovereignty.

The report positions open AI as a route to retaining local ownership and control of models, data, and infrastructure, rather than renting access from dominant providers.

Is the EU AI Act keeping pace with open AI?

German security technology company Arcos has raised €5.5 million in seed funding to expand its platform for monitoring and responding to security incidents across critical infrastructure and other physical sites.

Arcos is developing a platform that combines signals from connected sensors into a single operational system for managing security incidents.

The platform is designed to help operators monitor homes, commercial properties, construction sites and critical infrastructure, including railway stations, substations and data centres, from a single control centre.

Arcos develops and operates both the software platform and the control centre infrastructure.

The new funding will be used to e…

Magentic, a provider of AI-powered digital workers for industrialcompanies, has raised $18 million in Series A funding, a year after its launch.The round was led by Felicis, with participation from ex...

Finland's tech ecosystem attracted around €1.3 billion across 53 funding deals in H1 2026.

Beyond space, funding reflected Finland's strength in research- and engineering-intensive technologies.

Overall, H1 2026 highlighted an ecosystem combining large-scale investment in established technology companies with a broad pipeline of early-stage startups across emerging and research-intensive sectors.

For further insights into funding trends across the European technology ecosystem, check out Tech.eu's Funding Explorer, free and open to everyone.

Here are the ten companies that raised the most in H1 2026.

Swedish fintech Trustly is cutting around 200 jobs, around a quarter of its overall headcount, as it looks to streamline its operations and focus on key areas of the business, it said.

Trustly said the job cuts, which are understood to mostly hit its teams in Brazil, were about focusing investment on priority areas.

A Trustly spokesperson said: "We've shared proposed organisational changes with our employees that impact around 200 roles globally.

These changes are about sharpening our focus and concentrating investment behind the priorities that will help us lead the rapidly growing open banking market.

Trustly snapped up UK open banking outfit Ecospend in 2023.

The study focused on opium poppy cultivation in Afghanistan and combined Kuva Space’s Hyperfield imagery with Sentinel-2 data and AI-based classification.

Kuva Space’s approach addresses that challenge by using hyperspectral satellites and AI to identify where more detailed investigation is most likely to be valuable.

In the pilot, combining data from Kuva Space’s hyperspectral Hyperfield-1 satellites with Copernicus Sentinel-2, the EU’s conventional multispectral Earth-observation mission, reduced false positives compared with Sentinel-2 alone.

Across the analysed area in Helmand Province, the system identified 248,889 agricultural fields and flagged 8,835 as likely poppy fields.

To distin…

German real estate technology company syte has raised €9 million in Series A funding to expand its land and property analytics platform.

Founded in 2021, syte has developed a platform that combines land and real estate data with proprietary AI-powered analytics to help developers, banks and brokers assess development opportunities.

The company is targeting the early planning phase of real estate development, where assessing building potential, regulatory requirements and financial feasibility can involve lengthy manual processes.

How land and existing properties have been assessed and evaluated so far costs the real estate and financial industry a great deal of time and money.

In the longer…

Sorting and distribution centres have trouble filling physically demanding roles, often at locations far from the labour market.

Across Europe, some 2.5 million people in logistics still do manual groundwork: sorting parcels, moving cages or filling loading docks.

Logibot picks the simplest solution on the market and adds its AI layer on top.

That way, the client never gets tied to a single supplier.

"Our mission is to become the temp agency for robots: a robot as a temp worker, ready whenever the warehouse needs him, without a contract that ties him to a single supplier," concludes Louis Verspreeuwen.

Treble Technologies, a sound simulation and synthetic acoustic data company, has raised $18 million in a Series A-2 round to expand its technology for developing and testing audio-enabled products and AI systems.

Teams can generate labelled audio data, test difficult-to-reproduce scenarios and compare product configurations under controlled conditions.

According to Treble, this approach can reduce the time required for prototype testing and audio data collection from months to days, while helping developers improve the performance and robustness of audio AI models and develop new product features.

AI models and devices that perform well in a laboratory can struggle when they encounter rever…

Food manufacturers are under growing pressure to improve the nutritional profile of their products.

But reducing fat, increasing protein or developing plant-based alternatives often compromises the taste, texture and mouthfeel that consumers expect, limiting repeat purchases.

MicroLub is solving this challenge through its patented protein-based ingredient technology.

Our technology enables manufacturers to reduce fat, increase protein and simplify ingredient lists while delivering the indulgent mouthfeel and texture consumers expect.

It will also help convert existing customer trials into commercial agreements and further develop its proprietary ingredient technology.

Creem, a billing and monetisation platform for AI-native companies, has raised €5 million in seed funding to develop its platform and expand its financial and revenue tools for software businesses.

Founded by Google and Adyen alumni Gabriel Ferraz and Alec Erasmus, Creem is developing financial infrastructure for small, globally distributed software companies.

Its platform is designed to bring together the processes involved in selling software internationally, including billing, payments, tax compliance, payouts and revenue management.

According to Creem, founders often need to combine separate services for checkout, tax compliance, payouts, billing, affiliate management, analytics and oth…

The investment will support Nearby Computing's continued growth and the development of NearbyOne, its control plane for managing and orchestrating distributed cloud-to-edge environments from a single platform.

Nearby's platform lets organisations manage that fragmentation from one control plane instead of stitching together separate tools for each domain, provisioning, updating, and maintaining infrastructure through policy-based automation rather than manual, site-by-site work.

Service providers use the platform to orchestrate infrastructure across 5G Core and RAN vendors as a single fleet rather than managing each one separately.

In retail, it deploys and manages AI-driven applications ac…

Hoxton Ventures is backing a UK startup which hopes to commercialise a protein sourced from human hair or sheep’s wool into a toothpaste to protect against tooth decay.

The London-based early-stage VC, which has backed Darktrace and GoCardless, is co-leading a $4m seed round in Eterna Regeneratives, according to well-placed sources.

It is pioneering a process in which keratin, a protein sourced from human hair or sheep’s wool, can repair damaged tooth enamel.

Tooth decay impacts nearly 90 per cent of adults between 20 and 64 and around 46 per cent of children, figures show.

The founders of Eterna believe the process could be formulated into a toothpaste or an applied gel for enamel repair.

If you’re interested in agritech or foodtech, Daniel Skavén Ruben is someone worth speaking to.

He has invested in over 50 early-stage foodtech companies, with the potential to have a positive environmental or nutritional impact globally.

After around a decade working with startups, Skavén Ruben decided it might be time for something “a little more nine-to-five”.

​Skavén Ruben argues that Sweden has many of the ingredients needed to build a thriving agrifoodtech ecosystem.

People sometimes invest more with their hearts than brains.” ​Skavén Ruben is no longer investing himself due to conflict-of-interest rules.

On Monday, the network announced a $1.6 million seed round from top players in the media ecosystem, including Powerhouse Capital, Axel Springer SE (which owns Business Insider and Politico), the popular media publication LadBible, and angel investors from OpenAI and DeepMind. With this fresh capital, the network is announcing its largest expansion yet.

First came the Netherlands, now it's Lithuania. And more European countries appear to be in the queue for Tesla's driver assistance system.

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

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

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

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

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

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

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