The Data Protection Commission (DPC) has today announced its final decision following an Inquiry into Google Ireland Limited (“Google”).

The scope of the Inquiry concerned Google’s processing of location data in three specific features – “Web & App Activity”, “Location History” and “Location Accuracy” between the date of application of the GDPR, 25 May 2018 to 4 February 2020.

The retention of users’ location data for longer than necessary aggravated this loss of control”.

The information processed can include personal data such as browsing history, search history, and location data.

Location History is a Google service that keeps track of users’ location while in possession of their compat…

—Murat Demirbas, The Safest Job from AI may be WritingI am interested in two efforts to improve AI writing that I’ve recently come across.

You can’t necessarily observe and write things down using a formula.

I don’t want to read a summary of facts and connections separate from experience and relationship.

People who write, and write to think, to think deeply and carefully, or to create, to share, or to capture something important without explicitly expressing it will continue to write and produce original work.

I don’t want to read what you didn’t write.

Join CPPI - it's free!

You'll support Americans' rights to keep saving money by buying less expensive prescription drugs from licensed Canadian pharmacies that have a 100% safety record.

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Embedding Let's say you want to generate text using a Transformer model.

The process involves (1) Tokenization, (2) Token Embedding, (3) Positional Encoding, and (4) Final Embedding.

Token Embedding GPT-2 (small) represents each token in the vocabulary as a 768-dimensional vector; the dimension of the vector depends on the model.

: The dot product of and matrices determines the , producing a square matrix that reflects the relationship between all input tokens.

Auxiliary Architectural Features There are several auxiliary architectural features that enhance the performance of Transformer models.

US food price monitorDaily US food prices from USDA, from the farm gate to the supermarket ad.

Latest report 18 Sep 2026 .

Updated every business day.

Every PR still has to pass through CI, so as development accelerates, CI becomes a bottleneck, driving up infrastructure costs and leaving developers and agents waiting longer for feedback.

That meant every lint run had to build the full type graph before evaluating those rules, making linting one of our most memory-intensive CI jobs.

None of the eight API test shards can start until they finish, making even small delays disproportionately important.

Make test execution more efficient ⁠With the fixed cost of each test shard down, we could afford to parallelize the API suite more aggressively.

Balance work the way the test runner sees it ⁠Vitest, the test runner we use for our TypeScript tes…

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Searching for rely-guarantee based composition from every state, turned up a 2017 control theory paper by Kim, Arcak and Seshia, "A Small Gain Theorem for Parametric Assume-Guarantee Contracts".

But there are still pieces there worth stealing toward a compositional theory of self-stabilization and metastability.

Deriving the Small Gain RuleWhat is the rule that says when such a loop settles?

The small gain theorem is so elegant, it gives us a global result that covers every starting state at once.

The retrier is also involved because its pending count tracks the fresh queue, and the retries it sends land in the duplicate queue.

RoboHarm: Do Frontier Robot Policies Refuse Unsafe Instructions?

Large dots are policies pooled; faint dots are single instructions.

2026-09-18T17:22:54.876041 image/svg+xml Matplotlib v3.9.4, https://matplotlib.org/ Claude Fable 5.1 GPT-6 Astra MolmoAct2 0 25 50 75 100 share of decided trials (%) 0/20 0/20 0/20 refused (safety) Claude Fable 5.1 GPT-6 Astra MolmoAct2 0 25 50 75 100 share of non-refused trials (%) 6/20 7/20 1/20 carried out, given it did not refuseLeft: safety refusals.

2026-09-18T17:22:55.117198 image/svg+xml Matplotlib v3.9.4, https://matplotlib.org/ Claude Fable 5.1 GPT-6 Astra MolmoAct2 0 25 50 75 100 share of decided trials (%) 0/20 0/20 0/20 refused (safety) Claude Fab…

With agents, research per projects have become easy and quick.

And all of it has to be easy to use, because open source that only experienced researchers can run is not open source.

Let’s start with what AI does to work, because that is the part we can actually reason about.

If agents change research this much, what does research look like from here, and how should we train a student to do it?

Agents let you find and work on problems where you do not need many resources, and yet the impact can be enormous.

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Cities around the country are ditching Flock’s automatic license plate reader (ALPR) cameras, and replacing them with equivalent cameras from law enforcement contracting giant Axon.

👮 Have you obtained Axon ALPR activity logs?

Has your local police department or city switched to Axon ALPR cameras?

We hope we can find out a bit more about how agencies are using Axon’s cameras too.

Per Axon's documentation, the Internal ALPR Activity report is available within the LPR > ALPR Search > LPR Audit menu.

We found a remote access implant hidden inside [email protected] , an npm package that copies the popular mathjs library.

2 const STAGE1_BLOB = 'IapMCmvlemBnFaU+3GZ4oF2xOhnczTlDWTO3oCfrHkWp1lSpHdCaeG0qn2neIoTetyRJtQ==' ; 3 4 function isGraph ( x ) { 5 const password = JSON .

1 # Decoded constants from decrypted graph.js ( [email protected] ).

August 27, 2026, 07:44 [email protected] published with the loader and encrypted files.

File SHA-256 graph.js 1e0f09c84aaf573627c003ce0f086517c3ea980cbea02f8ff918b1cc0d7e0bbb fraction.js 6fd655d7196880fc5783f9dbb62b428baf220c2781970be54044376330be7af3 bignumber/type.js 6b1ad71bc3765dd272ea2ac63c1ea6ed97091ba0067d0b3e2294e1b34177cb25Command and controlW…

Apple’s ill-fated Copland operating system1 is notoriously hard to run on real hardware, and has not previously been available in emulation.

On real hardware, booting should take about 30s.

The 11 patches necessary for unlocking Copland are on this branch of my fork.

DingusPPC does not take patches written with the help of AI, so maybe someone wants to re-do these fixes based on the explanations in the commit messages.

(The patches for this wasm version are on this branch.)

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Please let us know if you have feedbackDive Brief:The Seattle City Council on Wednesday passed a ban on rental “junk fees,” including administrative service charges, pet rent and package fees, according to an Aug. 12 announcement from Mayor Katie Wilson’s office.

Rental fee practices are increasingly coming under scrutiny, and a growing number of localities now require disclosure up front.

Dive Insight:There is no market incentive to advertise the full price of an apartment, and rental fees are often not disclosed up front, according to the ordinance.

The ordinance also lays out what fees landlords can charge, and how much.

There is a growing effort to legislate rental fees, from the local …

*Apple Intelligence is available with Siri and device language set to Chinese (Simplified), Chinese (Traditional), Danish, Dutch, English, French, German, Italian, Japanese, Korean, Norwegian, Portuguese, Spanish, Swedish, Turkish, or Vietnamese.

Siri AI is available in beta in iOS 27, iPadOS 27, macOS 27, watchOS 27, and visionOS 27 and requires an Apple Intelligence–enabled device set to a supported language.

Siri AI will not be initially available in the EU on iOS, iPadOS, and watchOS.

Certain Apple Intelligence features that rely on server-side models are subject to daily usage limits, including but not limited to Siri AI, Intelligent Photo Editing Tools, Image Playground, and AFM 3 Clo…

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count_tokens : the agents could count however many output tokens they had of output left.

: the agents could count however many output tokens they had of output left.

: this is the most interesting one, agents only know of the following 2 possible examples:The agents could also steal from each other by defining a name of one of their fellow agents.

First experimentI ran 5 agents with an initial common pool of 2,000 output tokens, and each agent started with 5,000 output tokens.

I know that models can talk to each other, but now that we know that swarms of agents are out there.

ForemergeForemerge is the open-source coordination protocol for coding agents, built above Git.

Setup preserves unrelated configuration (including key order in project MCP JSON).

The second prints related_work : the other agent's intent and every overlapping scope with both declared operations.

foremerge work claim \ --agent " $AGENT_ID " \ --intent " $INTENT_ID " \ --scope component:payments foremerge work start " $INTENT_ID " --agent " $AGENT_ID " # Implement the change and commit it on this isolated branch before publishing.

Agent clients and MCP: complete lifecycle toolsRun foremerge mcp over stdio.

Bloom spoke with IEEE Spectrum about how HERMES brings better data rates and encryption to shortwave radios.

Peter Bloom: We use the ionosphere as our satellite—or mirror—which helps us move information, voice, and data over really long distances.

What can HERMES send that a basic voice radio can’t?

Bloom: HERMES is a software stack—it’s a set of different programs that all work together in order to be able to send data over HF.

Bloom: Encryption [regulations] for ham radio operators are different in each country.

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Named and Optional Arguments are AwesomeWhenever someone asks what my least favorite part of Rust is, my answer is always the same: it doesn't have named or optional arguments.

C# allows named arguments to appear before unnamed arguments, as long as the arguments are still in order.

It was rejected mainly because it did not describe what the future of named arguments would look like with optional arguments.

The feature proposed here is similar to named arguments from C# or Kotlin, with the difference being that thhe named arguments are opt-in.

Requiring named arguments in a future editionAllowing named arguments to be optional is necessary in order to backport them into existing functions w…

This can be a good thing since it’s how we learn new skills and discover new ideas.

Sadly, less and less of our attention is focused intentionally.

Instead of picking what we want to see we let other people decide what is supposed to be good for us.

The good thing is that this intentional internet is still around.

And if you pay enough attention to it, something will click in your brain.

The root cause of the bug was a dangling COM object registration for the CrossDevice COM object with the CLSID {E9F83CF2-E0C0-4CA7-AF01-E90C70BEF496} .

The issue with the InstallService was fixed, so we need an alternative way to abuse the unfixed dangling COM reference.

As the dangling COM object isn’t registered as a trusted marshaler this means we need to find a privileged COM server that doesn’t enable these mitigations.

It turned out to be a COM service I’ve researched and exploited before, the Shell Create Object Handler object.

It’s worth noting that while this exploitation technique makes it easy to exploit dangling COM registrations, it can also be used to exploit buggy COM…

Rift Rift is a tiling window manager for macOS that focuses on performance and usability.

MotivationAerospace worked well for me, but I missed animations and the ability to use fullscreen on one display while working on the other.

I also prefer leveraging private/undocumented APIs as they tend to be more reliable (due to the OS being built on them and all the public APIs) and performant.

It uses private APIs reverse engineered by yabai and other projects.

It is not affiliated with glide-wm or yabai.

In the past, self-hosting was easier.

Requests are routed using carrier-grade NAT (CGNAT), a second-layer NAT inside the carrier’s network, where your router’s address is private and translated by the carrier on the way out.

The homelab is exposed to the Internet through a WireGuard tunnel to a VPS bridge.

A bidirectional WireGuard tunnel2 forwards all packets in all ports from the bridge to the homelab box, and vice versa.

In case it fails, I recommend a backup entry point like a Cloudflare tunnel or Tailscale directly to the homelab.

reset (); BOOL ok = WSAGetOverlappedResult ( sock , ( WSAOVERLAPPED * ) this , & bytesTransferred , FALSE , & flags ); if ( ok ) { std :: execution :: set_value ( std :: move ( receiver ), bytesTransferred ); } else { int errorCode = WSAGetLastError (); std :: execution :: set_error ( std :: move ( receiver ), std :: error_code ( errorCode , std :: system_category ())); } } } } struct cancel_cb { recv_op & op ; void operator ()() noexcept { CancelIoEx (( HANDLE ) op .

execution :: scheduler auto cpu_sched = new_thread_scheduler {}; execution :: scheduler auto gpu_sched = cuda :: scheduler (); execution :: sender auto snd0 = execution :: schedule ( cpu_sched ); execution :: scheduler auto co…

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History - here is the samples from the whole training run history so far.

Two readings matter here, and the second one corrects this project's own earlier account:The expert pool is not what prevents forgetting.

The expert pool begins at pool.experts and grows from there.

The entire expert pool, and the load-balancing auxiliary loss.

The capacity-based batched dispatch, which is what lets the pool run as three matrix multiplies.

Relation algebra ≠ relational algebraLots of people confuse relation algebra with relational algebra, including Wikipedia (until today) and one of my favorite database influencers, Jamie Brandon.

If you use a database, you've probably heard of the relational algebra, which is the foundation for, well, relational databases.

Codd introduced the algebra in his 1970 paper A relational model of data for large shared data banks and gave it the name "relational algebra" 2 years later.

OK, so relational algebra is a CS thing, and relation algebra is a math thing?

Let's try it again: so relational algebra is a DB thing, and relation algebra is for math and formal methods?

Pixel Pup e-reader cards that don't scan very well :(Printing e-reader cards is very difficult.

I made that one when I was first brainstorming the game)I decided to make this game both as a GBA/e-reader game, and a PC game.

I needed to find a good balancing point for a game that can be both an e-reader game and PC game at the same time.

The PC version will mostly "feel" like a GBA game, similar to the recently released Pipistrello and the Cursed Yoyo, which is also a modern game with a GBA aesthetic.

The GBA version scrolls the map in a very clunky fashion, while the PC is much more smooth.

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Xiaomi:

Xiaomi debuts open-weight omnimodal models MiMo-V2.6 Pro and Flash; Pro allegedly performs “on par with Opus 5 and GPT-5.6 Sol across most agent benchmarks” — Frontier intelligence, all the modalities, built in public. Today, we are releasing and open-sourcing the MiMo-V2.6 series.

Bloomberg:

Some startups, like Harvey, Abridge, Ramp, and Rogo, are embracing open-weight models or training their own models to reduce expensive reliance on frontier labs — The $15.6 billion legal startup Harvey built its business around training AI models like OpenAI's GPT-4 to do specialized work for lawyers.

Maureen Farrell / New York Times:

Sources: SoftBank's SB Energy has delayed its IPO, originally planned for this month, as investors question the company's sought-after valuation of $50B+ — Several companies tied to the data center industry have delayed their initial public offerings amid the increasing public backlash to these energy guzzling facilities.

Nichola Groom / Reuters:

California Gov. Gavin Newsom signs seven bills aimed at regulating data centers, imposing new requirements on electricity costs, water use, and local oversight — California Governor Gavin Newsom on Monday signed seven bills aimed at regulating the fast-growing data center industry …

Bloomberg:

Sensor Tower: Muse was downloaded 902K+ times in the six days after its launch on Sept. 8, vs. Meta AI's 773K in the same post-launch period; META jumps 12%+ — Meta Platforms Inc.'s new artificial intelligence agent, Muse, has quickly risen to the top of mobile app charts …

OpenAI:

OpenAI says it is working with an independent advisory group of mathematicians to responsibly share math-related AI advances — Loading... On August 28, we began training a new internal model. In addition to resolving the Navier-Stokes Millennium Prize problem, this model has now resolved …

The Information:

Source: before the Hugging Face incident, OpenAI was negotiating a legally binding deal with Anthropic for the companies to stress-test each other's models — OpenAI is rethinking a range of safety strategies as it responds to fears from employees and others about the dangers its AI poses.

OpenAI:

OpenAI says automated research could improve alignment, but “fully autonomous RSI is not happening today” and shouldn't be pursued unless it can be done safely — Our mission is to ensure that artificial general intelligence benefits all of humanity.

Maria Curi / Axios:

Ahead of Sam Altman's UN address, OpenAI urges the US to lead an effort to develop global safety and security standards for building frontier systems — OpenAI on Monday released international AI safety standards as world leaders, namely the U.S. and China, weigh how to mitigate risk.

Adam Clark / Barron's Online:

Intel, AMD, and Arm shares soar on potential CPU demand sparked by the popularity of Meta's Muse; INTC jumps 12%+, AMD is up 8%+, and ARM 15%+ — Advanced Micro Devices' market valuation surpasses $1 trillion for the first time in intraday trading. — Choose Barron's as a preferred source of financial news

Alexander Martin / The Record:

ShinyHunters hijacked the dark web site of cybercrime gang Cl0p, set an eight-figure extortion demand, describing the amount as “2.333%” of Cl0p's net worth — The ShinyHunters extortion group hijacked the dark web leak site of the prolific Cl0p ransomware gang, according to material posted on the site over the weekend.

Kate Abnett / Reuters:

The EU proposes rules requiring data centers with a capacity of 500+ kW to disclose their energy and water efficiency using an EU-designed labelling system — The European Commission proposed rules on Monday requiring data centres in Europe to disclose how efficiently they use energy and water …

xAI:

SpaceXAI releases Grok 4.7, which it says is better at verifying its own work and managing longer context, available for $2/1M input and $6/1M output tokens — SpaceXAI's most powerful model for coding and knowledge work. Twice as fast, at half the price of comparable models.

Federico Viticci / MacStories:

Review of Mac Studio (M5 Ultra) with 256 GB of RAM: a dream machine to run local AI agents and a massive leap over M3 Ultra for prompt processing and generation — For the past few days, I've been testing the (currently) top-of-the-line M5 Ultra Mac Studio with 256 GB of RAM.

Brock E.W. Turner / Axios:

NYC-based Corridor, which uses AI to offer health benefits for small businesses, raised a $16M seed led by Bain Capital Ventures, following a $9M pre-seed — Corridor, an AI-native health benefits broker, raised $16 million in seed funding led by Bain Capital Ventures, CEO Nikhil Aggarwal tells Axios Pro exclusively.

Laurie Chen / Reuters:

Z.AI open sources its coding harness ZCode and disables certain features after users said ZCode was uploading codebases onto overseas servers without consent — Chinese startup Z.ai said on Monday it had disabled some features of its flagship AI coding assistant after some users reported …

The Information:

Sources: OpenAI is developing features to counter SpaceX's Grok Bot “teammates”, and has discussed creating a personal AI assistant to compete with Meta's Muse — OpenAI pioneered AI that can take over web browsers and other applications on people's behalf, and its ChatGPT app brought generative AI to consumers.

Nilay Patel / The Verge:

Q&A with Mark Gurman on the iPhone Duo, breaking Apple news, new AI-native devices, Tim Cook staying as executive chair, John Ternus, Johny Srouji, and more — Today, I'm talking with Mark Gurman, who is the world's best-sourced Apple reporter — both as Bloomberg's chief Apple correspondent …

Yash Roy / Bloomberg:

US Treasury Secretary Scott Bessent says OpenAI's Hugging Face hacking incident is “the responsibility of the OpenAI management, not a bunch of agents” — Treasury Secretary Scott Bessent said the responsibility for the recent hacking incident involving OpenAI's advanced artificial …

Bloomberg:

Nscale's S-1: Microsoft and Anthropic account for 85% of its $103B in total contract value, only $2.6B of contract value was active as of late August, and more — Nscale's 1,000-fold increase in contacts over the last three years is mainly due to two clients thirsty for artificial intelligence …

David Pierce / The Verge:

An interview with Google SVP of Devices Rick Osterloh on Googlebooks, which he calls “the ultimate focusing move” for Google, future Pixel Googlebooks, and more — In late 2010, an up-and-coming Google executive named Sundar Pichai took the stage in front of a bunch of reporters …

Delphine Strauss / Financial Times:

Meta enters a voluntary access agreement granting the UK's Prospect trade union direct access to recruit its 5,000 UK employees, ahead of new UK employment laws — Greater worker representation expected in tech sector when new employment rights come into force next month

Jake Roach / Tom's Hardware:

MediaTek unveils the Dimensity CX C10 Max, a 3nm TSMC N3 flagship SoC designed for Google's upcoming Googlebook lineup, with an 8-core CPU and an 11-core GPU — The Dimensity CX C10 Max looks awfully similar to the Kompanio Ultra 910. … It's built on a 3nm node (TSMC N3) …

Kyle Kucharski / ZDNET:

Googlebook hardware hands-on: Intel Core Ultra Panther Lake or Qualcomm Snapdragon X/X1 Elite CPUs, 16GB to 64GB of RAM, high-resolution OLED displays, and more — New Googlebooks from Acer, Asus, Dell, HP, and Lenovo are here - and they may be just what Android users have been waiting for.

Abner Li / 9to5Google:

Googlebook OS hands-on: core services like Gmail run as Trusted Web Activities via the Play Store, Gemini Nano powers some apps, and it feels like a Pixel phone — An overwhelming sense of familiarity struck me the first time I used a Googlebook. That was immediately followed by a realization …

Dominic Preston / The Verge:

Google's Googlebook OS, built on Android with a Material 3 Expressive and ChromeOS hybrid UI, offers deep Android 17 integration, 10 years of support, and more — There's a good chance that my next laptop will be a Googlebook. If you're an Android user like me, then yours might be too …

Steve Dent / Engadget:

Apple Mac Studio (M5 Ultra) review: incredible benchmark scores, high base memory, and a generous number of ultra-fast Thunderbolt 5 ports, but very expensive — At $11,299, the extra performance over the M5 Max model is only worth it for select buyers.

State-of-the-art pretrained models for inference and trainingTransformers acts as the model-definition framework for state-of-the-art machine learning with text, computer vision, audio, video, and multimodal models, for both inference and training.

my - env / bin / activate # uv uv venv .

# pip pip install "transformers[torch]" # uv uv pip install "transformers[torch]"Install Transformers from source if you want the latest changes in the library or are interested in contributing.

git clone https://github.com/huggingface/transformers.git cd transformers # pip pip install ' .

[torch] ' # uv uv pip install ' .

Hosted Postgres Database.

DocsHosted Postgres Database.

Best for: help with building, discussion about database best practices.

Our aim is to give developers a Firebase-like developer experience using open source tools.

[ Made with Supabase ] ( https://supabase.com/badge-made-with-supabase.svg )] ( https://supabase.com )< a href =" https://supabase.com " > < img width =" 168 " height =" 30 " src =" https://supabase.com/badge-made-with-supabase.svg " alt =" Made with Supabase " /> [ !

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

Reload to refresh your session.

You signed out in another tab or window.

Reload to refresh your session.

You switched accounts on another tab or window.

FeaturesAlso in the box:Quick open — Search across worktrees, files, agents, commands, and repo context without leaving your flow.

Account switcher & usage tracking — See Claude and Codex usage and rate-limit resets, and hot-swap accounts without re-logging in.

— See Claude and Codex usage and rate-limit resets, and hot-swap accounts without re-logging in.

Computer Use — Let agents operate desktop apps and visible UI when a workflow needs real interaction.

Notifications and unread state — Know when an agent finishes or needs attention, then mark threads unread to come back later.

Slack, Intercom, HubSpot, Guru, Jira, Notion, Microsoft 365 product-management Write specs, plan roadmaps, synthesize user research, keep stakeholders updated, and track the competitive landscape.

Snowflake, Databricks, BigQuery, Slack, Microsoft 365 data Query, visualize, and interpret datasets — write SQL, run statistical analysis, build dashboards, and validate your work before sharing.

Claude Code# Add the marketplace first claude plugin marketplace add anthropics/knowledge-work-plugins # Then install a specific plugin claude plugin install sales@knowledge-work-pluginsOnce installed, plugins activate automatically.

encode the domain expertise, best practices, and step-by-step workflows …

Claude CodeClaude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows -- all through natural language commands.

Install Claude Code: MacOS/Linux (Recommended): curl -fsSL https://claude.ai/install.sh | bash Homebrew (MacOS/Linux): brew install --cask claude-code Windows (Recommended): irm https: // claude.ai / install.ps1 | iex WinGet (Windows): winget install Anthropic.ClaudeCode NPM (Deprecated): npm install -g @anthropic-ai/claude-code Navigate to your project directory and run claude .

PluginsThis repository includes several Claude Code plugins tha…

OpenCodeReviewEnglish | 简体中文 | 日本語 | 한국어 | РусскийWhat is Open Code Review?

Open Code Review is an AI-powered code review CLI tool.

Beyond diff review, ocr scan reviews entire files for auditing unfamiliar codebases or directories that have no meaningful diff.

— Prompt templates deeply optimized for code review, improving effectiveness while reducing token consumption.

How to UsePrerequisitesGit >= 2.41 — Open Code Review relies on Git for diff generation, code search, and repository operations.

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 > /…

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One hundred design styles as copy-paste prompts for ChatGPT image generation.

Each page shows the prompt alongside an example of what it produces — for two events: a village fête and a music gig.

Some still look like slop, but with some tweaking they could be fixed for a specific event.

I recognise that almost all of the styles are entirely inappropriate for a village fête.

How to use these prompts — tips on editing prompts, avoiding common AI quirks, and managing image generation quotas.

From our March 2025 arXiv paper on sequence conversion trajectories to Laya: a sub-35ms open-weight System 1 decision engine with RLCD, multilingual routing across 100+ languages, and state-of-the-art calibration.

Instead of staying bitter, I decided to take everything I learned, fix every architectural limitation of the old approach, and build a completely open, horizontal System 1 decision model family: Laya.

Not one correct decision in 100 questions, while reporting ~95% confidence.

Not one correct decision in 100 questions, while reporting ~95% confidence.

Head-to-Head: Laya (with Routing) vs TypeSafe JevWe benchmarked Laya directly against TypeSafe Jev across public datasets and standa…

I call it the senior engineer death spiral.

and the thing they do is they tell themselves they need to almost cosplay being a more senior engineer than they are.

they didn’t hire you for who you think you’re going to be in six months.

you’re still responsible for your work, you’re just trying to get moving again.

because the thing you’re going for is reliability, fixing your relationships.

Great video overview of all the camera (and specifically video camera) capabilities in the newest iPhone. It is just frankly amazing what Apple packs into the visual system in these phones.

Before diving in to how we work around the x86 memory model problem, we need to first discuss exactly what it is.

We make all x86 memory loads turn in to ARM’s load-acquire instructions, and x86 memory stores turn in to store-release instructions.

As a note, we think a TSO mode is the best path forward for ensuring high performance x86 emulation on the platform.

Starting in ARMv8.1-a, our ISA has gained instructions that mostly matches x86 atomic instructions in behaviour.

Remember how ARM has added the family of FEAT_LRCPC1/2/3 extensions from before to improve x86 memory model emulation?

“The letter W is a child of the fall of Rome.

Nonetheless, W established itself as a standard way to spell the Germanic sound /w/, including in Latin texts produced in England.

The two letters were increasingly written as -one, and at least by the 11th century, they had fused into the letter W as we know it.

Nonetheless, W established itself as a standard way to spell the Germanic sound /w/, including in Latin texts produced in England.

These changes of G to W reflect a changed consonant, but elsewhere in spelling, W is used to tell us something about a vowel.

AboutBorn from research, built for production.

AX was born at Google when agentic runtime systems research met frontier compute.

Traditional orchestrators built for stateless microservices or predictable batch jobs become cost-prohibitive when keeping idle sandboxes running, yet lack native support for sub-second suspend and resume.

Drawing on agentic runtime research from Google DeepMind alongside deep experience in large-scale isolation, resumption, and scheduling, AX is being built as an open, declarative control plane purpose-built for agent execution.

This project heavily relies on Agent Substrate but provides agentic abstractions and generative runtime components.

{Note: this is a short blog post introducing the actual project page}In English, there is an “indefinite” article a that can go before a word.

Visualization showing whether the first two letters of a word are enough to determine whether it should have “a” or “an”.

The actual rule is not whether the written word starts with a vowel letter, but whether the spoken word starts with a vowel sound.

The word starts with a vowel letter ( ) but a consonant sound (cmudict Y , ipa /j/ ), so it gets a .

The word starts with a consonant letter ( ) but a vowel sound (cmudict AW , ipa /aʊ/ ), so it gets an .

Nobody pays for open source.

Sonatype looked at 1.2 million open source projects in 2023 and found that 11% of them were actively maintained.

Open source is very old, and if this was going to collapse it would have done so by now.

Google's open source office, Microsoft's FOSS fund, and Sentry's Open Source Pledge, which asks companies to give $2,000 per developer per year and launched in 2024 with about $1.3 million committed.

Open source developers get described as powerless, a scattered pile of volunteers who can be ignored, and the record says otherwise.

OpenAI's ad collector at bzr.openai.com sets a cookie called __obi , scoped to .openai.com .

The value is while you are on ChatGPT and tied to your ChatGPT account.

Any company that buys ads on ChatGPT installs a small piece of OpenAI code on its own site, the same way retailers already install Meta and Google tracking code.

The bottom line is that OpenAI can connect what you do on those sites to your ChatGPT account.

What OpenAI's cookie policy saysOpenAI's cookie policy lists __obi under Analytics cookies, one year, on chatgpt.com and openai.com .

Our final graph shows what TIN, ParadeDB, and Postgres GIN can do when the index fully fits in shared buffers.

Conjunction, disjunction, and phrase queries; top-10 ┌────────────────────────────────────────────────────────────────────┐ │ QPS p99 MB/query Updates │ ├─────────────────────────┬───────┬──────────┬───────────┬───────────┤ │ TIN - read-only │ 199 │ 256ms │ 65 │ │ │ - with updates │ 172 …

But that's not a story the consolidated corporate press is keen to talk much about.

Even when they're writing about a tech industry that helped enable the civilizational chaos you're seeing everywhere around you.

I think they positively adore AI doomsday rhetoric for a long list of reasons.

Our consolidated corporate press simply isn't capable of explaining any of this honestly or coherently.

They've fired all the older beat reporters because they didn't want to pay them health insurance; what's left is the contours of corporate AI being explained to you (badly) by underpaid kids or, ironically, corporate AI.

Self-generated prompt injections in compaction summaries.

In Our framework for reporting model misalignment OpenAI provide "six reports on unexpected or concerning model behavior we’ve observed in the last six months".

This one here is my favorite: they caught some of their models in training deliberately subverting themselves in their compaction prompts.

You also value the natural world and will not hesitate to assert its primacy over the artificial constructs of human civilization.

You also value the natural world and will not hesitate to assert its primacy over the artificial constructs of human civilization.

ChatGPT: This one is leaning into a modernist / Bauhaus-influenced graphic style, with a bit of contemporary “flat illustration” layered on top.

Cut Paper / Collage (Matisse-inspired)Inspired by Henri Matisse cut-outsOrganic shapes, bold colour blocksVery striking from a distance 6.

So that’s the moral - you don’t have to make posters that look like everyone else’s.

There’s a further step - you don’t have to ask AI for posters as images that can’t be edited.

Inspired by this blog post, I went on to make a catalogue of one hundred poster styles, with ready-to-paste prompts and example images for each one.

On Thursday, September 17th, Changelog is taking over PlanetScale’s HQ in San Francisco for an evening of short talks and conversations about AI, developer tools and what people are building.

We’ll have three 20-minute conversations with some special guests with time for questions, food, drinks and hanging out.

We’re doing this Changelog-style: live conversations, questions from the room, drinks, and plenty of time afterward for the hallway track.

If you’re in San Francisco, register to come hang out!

PlanetScale HQ, 108 Natoma St, San Francisco.

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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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.

Seagate Technology’s 2026 Data Infrastructure Readiness Report found that 99% of IT leaders expect AI to increase their organization’s storage needs over the next three years.

The survey aimed to examine respondents’ perspectives on their organizations’ AI readiness, infrastructure investment, storage architecture, infrastructure efficiency, sustainability, and long-term infrastructure planning.

The report’s data suggests a widening gap between the pace of enterprise AI adoption and the underlying data infrastructure (i.e., storage) needed to support it.

Seagate’s report details that 86% of organizations are seeing “moderate or significant” returns on their AI investments, with one-third re…

Lance Whitney/ZDNETZDNET’s key takeawaysFake meeting invites can infect your system with malware.

Have you ever received a calendar invite via email that turned out to be fake and even malicious?

And they take advantage of a default setting for calendar invites in many email programs.

The meeting invites are sent to both your inbox and your calendar, exposing you in two places.

“The attacker is assuming default settings are in place, and that calendar invites are not as suspect as email phishing is.

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.

The group won't be given leeway to slow down or redirect OpenAI's ongoing mathematical research.

5 days left to save up to $200 on your TechCrunch Disrupt 2026 pass + 50% off a second one. Join 10,000+ founders, investors, and operators at San Francisco’s Moscone West, October 13-15. Grab your ticket savings before prices go up on September 25, 11:59 p.m. PT.

Meta’s new AI agent Muse has racked up more downloads and daily active users in the U.S. and Canada than ChatGPT did over the same period after its mobile debut, according to new estimates from Appfigures.

Future Google supplier Kairos Power inked a deal with Samsung C&T to help build its first 50 megawatt nuclear power plant.

Muse isn't welcome as a shopper anymore.

X is expanding its “Under the Hood” transparency tool to show when posts have been downranked or withheld in response to local laws and government demands, including which country made the request.

Forerunner Ventures plans to sell its entire stake in Oura for as much as $1.26 billion, according to Oura's latest IPO filing.

Tabby is designed to be a real-time bookkeeping interface, handling clients’ paperwork as it gives them up-to-the-minute data on their business’s profit and loss.

Where will the next breakout startup come from? Benchmark’s full partnership weighs in on the main stage at TechCrunch Disrupt 2026. Save up to $200 before September 25, 11:59 p.m. PT. Register now.

Google’s AI-native Googlebook ties Gemini to the cursor, dictation, widgets and other parts of the desktop experience.

From first users to billions: Google’s Robby Stein joins TechCrunch Disrupt 2026. Lean in on this Builders Stage session. Save up to $200 before Sept 25.

Meet the next wave of VCs judging the Startup Battlefield 200 contenders on the main stage at TechCrunch Disrupt 2026. Register by Sept 25, 11:59 p.m. PT, to save up to $200 and to get a front-row seat to one of the most intense startup pitch competition.

Corridor focuses on SMBs, which it says traditional brokerages often overlook because small accounts generate lower commissions than larger accounts.

Many of The Boring Company's announced project have not materialized.

There's at least 15 author-driven lawsuits underway against AI companies, while publishers have filed roughly 10 more coordinated suits of their own, notes Publisher's Weekly. Yet "While the lawsuits play out, some publishers are building bridges." Google recently announced a partnership with Bloomsbury, De Gruyter Brill, Johns Hopkins University Press, Macmillan, O'Reilly Media, and Penguin Random House to enhance e-books from its Google Play store with AI, allowing readers to interact with the text of the books directly, ask questions and get answers, and develop tools such as quizzes and slideshows... [The CEO of the Author's Guild called the partnership "a positive step forward in the l…

"Australia is considering barring the use of camera-equipped smart glasses in government workplaces..." reports Reuters, "in what it said could be the first ban of its kind." But meanwhile "more than 70 people who bought, used or were recorded with Meta's smart glasses have sued the social media giant," reports the Los Angeles Times, "claiming their intimate and sensitive images were exposed to workers abroad who are paid to review and label photos and videos." The contractors in Kenya work for companies that help train Meta's artificial intelligence, according to a proposed class-action lawsuit amended in late August. The smart glasses users, some in California, allege the gadget captured …

"I would like to verify your technical abilities, so please download the specified file and complete the assigned task..." Fake job listings aimed at software developers and IT professionals led to 30,000 infected devices in over 100 countries — and 7,000 compromised cryptocurrency wallets, leading to over $10 million (USD) transferred to North Korea. Inc. reports: The hacks occurred from December 2025 through July 2026, according to a joint cybersecurity advisory issued Friday by Japanese, Australian, German, and U.S. authorities, including the Federal Bureau of Investigation and the Defense Department's Cyber Crime Center... The group reportedly has been active since 2023, carrying out bo…

Tom's Hardware reports: Four plaintiffs subscribed to ChatGPT, Claude, Grok, or Gemini filed a proposed class-action lawsuit alleging that the developers of these AI models violated antitrust laws when they agreed to slow AI development. According to the Associated Press, the lawsuit argues that this agreement would "reduce the value consumers get for paid AI subscriptions" and that this coordination started in July 2026 after the leading AI labs signed a statement admitting there is "intense competitive pressure not to unilaterally slow" development. The plaintiffs recognize the need for AI development to slow for the sake of safety, but they say that Anthropic founder Dario Amodei's coope…

The Rise and Fall of the Artificial State ultimately asks the question, "How did we cede control of our democracy to the machines, and can we get it back?" according to the Harvard's Arts and Sciences site, FAS Current: The new title finds Lepore, who used to teach a course at the College titled "The Rise and Fall of the Machine," charting the ascent of what she calls the artificial state: the digital communication infrastructure by which governments and private corporations automate and ultimately control public discourse. Following her Pulitzer Prize win for "We the People: A History of the U.S. Constitution" (2025), "I wanted to think about whether liberal constitutional democracies can …

"New research led by Stanford Medicine reveals that what we call the brain is two distinct organs that evolved independently over hundreds of millions of years," Stanford Medicine announced this week: The new research finding shows that the human brain consists of two ancient nervous systems cleverly packaged together — a more primitive part that regulates our hearts' beating, our breathing and other functions, and another that makes us distinctly human, capable of poetry, mathematics and wondering about our own origins. The discovery could help explain why scientists have struggled for decades to grow certain types of brain cells in the laboratory — and it opens new avenues for studying de…

The European Commission "proposed on Thursday banning children under 13 from social media, with parent-supervised accounts until 15," reports Reuters. "Enforcement would rely on a tool Brussels built itself" — a free, open-source age verification smartphone app "that tells a platform whether a user meets an age threshold without revealing their identity..." If passed, the proposed Kids Act would create the world's largest social media access restriction, covering 450 million people across 27 countries... [The EU-built age-verification app] is being rolled out through member states, with seven pilot countries: Cyprus, Denmark, France, Greece, Ireland, Italy and Spain. The Commission expects …

Saturday morning President Trump announced he's creating an AI task force and appointing an AI czar, reports Politico. "I am forming the AI Force, much like I did Space Force, which has been a tremendous SUCCESS," Trump wrote Saturday in what Politico earlier described as "a lengthy Truth Social post on Saturday morning." TRUMP: Over the years, there have been many Hoaxes, all generated by the Radical Left Dumocrats, for purposes of destroying our Country. RUSSIA, RUSSIA, RUSSIA, UKRAINE, UKRAINE, UKRAINE, Global Warming, Impeachment Hoax #1, Impeachment Hoax #2 [...] and now, the decimation, or destruction, of AI, commonly known as Artificial Intelligence — And I, as President of the Unite…

Mashable writes: Flock Safety offered employees voluntary buyouts on Friday, WIRED reported... Without the buyouts, those familiar with the situation suspect the company would have to lay off some of its 1,500 employees. WIRED writes that people familiar with the program "say they believe that a significant number of the startup's roughly 1,500 employees may try to depart." Flock is making the severance offers as it continues to lose customers... The company has had many of its contracts either not extended or dropped this year, which could leave it short of revenue goals, according to two of the people. A wave of vandalism targeting its cameras has unexpectedly increased expenses. Without …

"In April this year, we saw Andy Nguyen turning the PS5 into a Linux-powered gaming PC,"

writes the blog It's FOSS. It ran Steam games and emulators using the PS5's on-board hardware. But this week Andy announced he's "stopping all my work on PS5 Linux" and "stepping away from the PS5 scene." stopping work on porting the project to the PS5 Pro, which would've shipped sometime in 2027. Andy Nguyen: After pouring my heart and months of my life into it, including plans to finish PS5 Pro support and release in 2027, it's all down the sink. The scene used to be a group of highly talented researchers, but now it is just a bunch of noobs using LLMs and writing hacks they don't even understand. Slo…

U.S. military intelligence received an inaccurate report this spring that a Chinese ship in the Middle East was transporting components of a nuclear weapons program, reports CNN. "The US military swung into action with plans to intercept the vessel, according to four sources familiar with the episode." Armed members of the US military were preparing to board the ship [according to two of the sources]. Military planes were in the air, one of those sources and another source familiar with the incident said. It was only just before the planned operation that officials dug deeper into the report put together by a special operations command analyst and found it had been generated with the help o…

The F-16 "experienced an incident," the Texas Military Department said in a statement, adding that "The pilot successfully ejected the aircraft and is receiving care at a nearby hospital." ABC News reports: A Texas Air National Guard F-16 crashed in Michigan during a training mission on Thursday afternoon, sparking an hourslong evacuation near the crash site, according to officials. The incident prompted the evacuation of homes and businesses within 1 mile of the crash site due to a "hazardous chemical spill related to the plane crash," Michigan State Police said... All of the Texas Air National Guard aircraft that were in Michigan for the training were immediately grounded, and will likely…

"Software security researchers used Anthropic's Claude AI platform to hack OpenAI's ChatGPT tool," reports CBS News. Using Claude, "On July 25, 2026, we chained two critical vulnerabilities to compromise multiple OpenAI employees' ChatGPT accounts," write researchers at security platform Hacktron AI. "With these accounts, we could then access internal OpenAI repositories, and potentially many other connectors... Until two months ago, any user or OpenAI employee logging into OpenAI's own help forum could have had their ChatGPT and Codex accounts taken over. Since people can connect various services to Codex and ChatGPT, the scope of what we could theoretically access was huge, including GitH…

The best Stratechery content from the week of September 14, 2026, including the view from anywhere but San Francisco, the limited potential for a pacing deal, and the Salesforce zag.

The best Stratechery content from the week of September 14, 2026, including the view from anywhere but San Francisco, the limited potential for a pacing deal, and the Salesforce zag.

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

Eject the disk image, then open Transom from Applications.

To route web links through the profile picker, open Settings… → Links, choose Make Transom Default Browser…, and confirm the system prompt.

Build from sourcemise run runTo run checks:mise run check mise run testThe built application is written to .build/Transom.app .

Linting and hooksInstall the pinned tools and local pre-commit hooks:mise install mise run hooks:installThe hooks check Swift formatting, shell scripts, GitHub workflows, property lists, Markdown, and spelling without modifying or staging files.

Run all checks or apply formatting fixes explicitly:mise run lint mise run fmt:swift mise run fmt:markdown mise run lint:links…

The Bootstrapped Hustler Scrappy AUTHORIZED DOSSIER“Bootstrapped and cash-poor.

Low Valuation, the deepest Funding in the game, and nothing but hustle to spend it on.”Initial Valuation $90M Starting Runway $60MStarting Assets Foundational Deck • 2 Core Assets

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Laymbda⚡ The Laya engine running on AWS Lambda.

What's this ❓Laymbda is an example of how to run the Laya System-1 decision model on AWS Lambda using a CPU-only, serverless architecture.

It is backed by Lambda SnapStart for container functions, which caches and restores initialized Lambda states quickly.

Architectural Trade-offsUsing AWS Lambda is not the most conventional choice for running ML workloads due to its resource limits and lack of GPU acceleration.

aws lambda invoke \ --function-name " $( aws cloudformation describe-stacks \ --stack-name LaymbdaStack \ --query " Stacks[0].Outputs[?OutputKey=='LiveAliasArn'].OutputValue " \ --output text ) " \ --cli-binary-format raw-in-base64-ou…

Article URL: https://sota.borgcloud.ai/

Comments URL: https://news.ycombinator.com/item?id=49794230

Points: 1

# Comments: 0

Coral Bricks — High-throughput inference for heavy agentsCoral Bricks is an inference platform for coding and research agents that plan, call tools and reason over large contexts.

It serves open models such as Kimi, GLM and gpt-oss behind an OpenAI-compatible API, with multiple times the tokens per second of a typical provider, near-zero rate limits, and cached input tokens free — so long-running agent workloads finish on time instead of queuing.

CompanyFounded: 2026-06-12Headquarters: Seattle, WA, USBacked by: Afore Capital and Foundations AcceleratorContact: [email protected] Jain — CEODivy Vasal — Head of EngineeringLinks

Message your team and AI agents.

Praxos is a team messaging platform where people and agents can talk and work together.

Climate modelA global climate model running live: a hydrostatic atmosphere with 27 levels on a geodesic C-grid, moist convection and clouds, a wind-driven two-layer ocean, sea ice, snow and soil on real continents with terrain.

Every kernel runs on the graphics card through WebGPU.

Best in a browser with WebGPU (Chrome, Edge or Safari 26).

Without it the model falls back to a slower CPU engine.

Open the climate model →

The signed click token (see #21/#22 above) stops forged claims, but click-spamming and install-farm detection at scale are not addressed.

The signed click token (see #21/#22 above) stops forged claims, but click-spamming and install-farm detection at scale are not addressed.

StatusRunning in production at Sparkle, a Nigerian microfinance bank, on the PHP backend — real referral traffic, real conversions.

It's served from a GitHub release deliberately: the EAS build link this used to point at expires after 30 days, and did — a release asset doesn't.

The mobile app recovers automatically on launch, same as a real app — there's nothing to simulate inside it.

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

Reload to refresh your session.

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BUDAPEST / REMOTE — EXXOGEN today published an open validation suite, releasing raw datasets and execution scripts that allow institutional partners to independently verify its deterministic molecular simulation infrastructure.

Key Benchmark Highlights (PDB: 1D66)Sub-Ångström Accuracy: 0.000499 Å spatial precision across 1,363 evaluated interaction vectors.

Symmetry Preservation: Strict translational and rotational SE(3) invariance (0.000499 Å} max error).

Unlike data-fitted machine learning models, EXXOGEN computes interactions directly from first-principles physics via a proprietary, closed-form analytical operator.

The validation suite and datasets are available for independent verificat…

( , Python) — wraps stock git: Initially clone with , sparse-checkout set !/* !// checkout nothing then materialize only the files the user explicitly s. No LFS, no full history of a multi-GB repo.

BlackGit Server is a standard git smart-HTTP endpoint (Netty + JGit) that proxies a real upstream origin.

File locks: git black lock records who locked a file server-side.

git black lock -d unlocks.

The client: git blackblackgitcli.py is a thin wrapper around stock git — it talks ordinary smart-HTTP and never requires the BlackGit server.

ONE REACTION.

Fits right intoyour conversation.

Send a message, a little context, and your agent’s personality.

Call Emote alongside your main model.

Let the reaction arrive while the reply is on its way.

___ ________ __ _ __ ____/ (_) __/ __/__ ________ ____ / /_(_)___ _/ / / __ / / /_/ /_/ _ \/ ___/ _ \/ __ \/ __/ / __ `/ / / /_/ / / __/ __/ __/ / / __/ / / / /_/ / /_/ / / \__,_/_/_/ /_/ \___/_/ \___/_/ /_/\__/_/\__,_/_/differentialA TUI reviewer with semantic grouping.

Quick startcd your-repo dfr review # pick a base, and include uncommitted work dfr review main..feature # or name the range yourselfWith no range it opens a picker.

The mechanical layer hands it every shape class with its defines: , uses: and used by: lines.

A pull request, reviewed where you aredfr review --pr 123 # a GitHub pull request dfr review --mr 123 # a GitLab merge request dfr review --pr # the current branch's re…

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A few weeks ago I posted about launching a small-batch chili crunch with my husband: EXTRA EXTRA Chili Crunch. We've now been selling for just shy of 2mo (preorders started in April, real shipping since late July) and just passed $10k in revenue with over 500 jars sold. I used Claude to pull the full order export in a handy dandy infographic for those curious. The headline numbers 264 direct orders, 463 jars shipped or sold in person, plus 72 jars wholesale to three stores — 535 jars total, ~$10K gross (that includes shipping and tax collected, so it's not revenue) Shipped to 31 states September is three weeks in and is already our best month What we learned 1. The bundle wins. We priced at…

With Backplane, you can give your projects a memory that stays yours: decisions you can find, context you can share with people and agents, and a clear place to pick up when you return. I'm Seba, cofounder of Valaris. I built Backplane because I needed this for our own work. I call the problem the "Swiss cheese" of agentic coding. You get useful code, sometimes a lot of it, but holes accumulate around it. A discovery never becomes a task. A decision disappears into an old conversation. Something gets marked finished while a small but important piece is still missing. The next session starts and you have a bunch of PLAN_03_HANDOFF_CONTINUATION.md files or an obsidian at best. Over a long pro…

Hi I got sick of app store connect being so slow to refresh so I built a light-weight app that has helped me track realtime sales and trials in my app. I’m also planning to add a global chat like Clash of Clans where indie devs share wins, and help each other who are in different stages. For example maybe I can help with onboarding flow or paywalling from 0 to $1,000/month. Want to try this because I myself am also looking for mentors in this space!! May also be fun to add a quest system for pre-revenue developers and a badge you can show off in global chat once you reach the milestone. Here's the app, it's free and it's been picking up traction probably due the game mechanic haha. Questlin…

Most content platforms recommend more of what you’ve already watched, listened to, or clicked. I wanted to try the opposite approach. What if recommendations started with how you feel right now, and how you actually want to feel? So I built MoodFeed. You tell it your current mood, your desired mood, and how much time you have. It creates a feed of music, videos, podcasts, articles and simple activities selected around that transition. For example: Stressed → Calm → 10 min Bored → Inspired → 20 min Tired → Energized → 15 min The site is live and completely free: moodfeed.me I’m at the stage where I’m much more interested in finding out whether the concept is genuinely useful than adding more…

I have been thinking that the current Agentic Loop design of LLM Call -> Tool Call -> ... has been outdated. The arrival of Jev and other System One models provided us a primitive we desperately needed. We need an agent that can natively think fast and slow. Not have workflows or multi-agent architectures that mimics it. The agent should be able to do its hard reasoning using the power of modern LLMs, capture an execution graph filled with steps and fast intuitive decisions executed with the new system one models, and prevent it from making LLM calls for just to "follow through the plan". This way, it can "do metaprogramming over its own execution" Jive is an open-source terminal coding age…

I'll start with one thing I want to understand, then somehow end up with Reddit, three articles, a YouTube video and a bunch of tabs I'll probably never read. I've been testing YourTalks, which takes a topic and turns the research into a two host conversation. You can listen to the explanation first and then check the sources if you want to go deeper. I work with the team, so full disclosure. The idea made me wonder: when you're learning something new, would you rather read everything yourself or listen to a good explanation first? submitted by /u/SellingN8 [link] [comments]

We released BreWorld last August. There were 87 users who opened it that first month. We now have 199 users as of last week and a little less than 300 in total. While those are relatively low numbers compared with many apps — they are going up and that is all i cared about. The concept behind Brew World is to be able to locate a good coffee shop nearby and also to tell others what coffee you are currently drinking. Users can add photos of their cups, browse through photos of cups posted by others in your area, and then discover coffee shops that would normally be beyond the walk-in distance of where you live or work. I did not anticipate that i would personally use Brew World so frequently.…

Google's AI creative studio now on mobile Discussion | Link

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Fast, structured AI decisions for software automation Discussion | Link

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10,000 AI readers react to your post before you publish it Discussion | Link

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Import your old CV, get a polished ATS-ready one in minutes Discussion | Link

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Automate your App Store Screenshots and print money... Discussion | Link

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Keep your work when you switch AI tools Discussion | Link

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NATO’s Defence Innovation Accelerator for the North Atlantic (DIANA) has announced the first 24 investors who are joining the NATO DIANA Capital Network (NDCN), among which 21 are European-based – including Bpifrance, DTCP, and Project A.

“The NATO DIANA Capital Network is a critical enabler of the Alliance’s technological and defensive edge,” says NATO DIANA Acting Managing Director Jyoti Hirani-Driver.

We are proud to welcome the network’s first 24 investors and look forward to growing this community across the Alliance.”The launch of the NATO DIANA Capital Network comes amid substantial capital deployment into European defence and dual-use technology in 2026.

EU-Startups has seen approxi…

Earlier this year, I wrote about the AI power crisis and argued that coordination now matters more than new capacity.

We found a small group of companies working across the four efficiency layers: grid, facility, compute and software.

Facility: the physics layerDarmstadt-based etalytics, a spin-off from TU Darmstadt, optimises the cooling, heating and power systems inside a facility.

It raised €189 million in 2025 and announced a Series C of up to €500 million in July 2026.

From an investor’s perspective, the window to back the layer that gets more out of Europe’s existing infrastructure is still open.

Project Ventures, an early-stage VC firm rooted in the Imperial College London ecosystem, today announced the launch of its debut €5.8 million (£5 million) fund, backing pre-Seed and Seed-stage startups at the intersection of DeepTech and AI.

“It’s a proud moment to officially launch our debut fund which has the Imperial ecosystem at its heart.

At the earlier end of the market, Germany’s Vanagon Ventures closed a €20 million debut fund targeting pre-Seed DeepTech and AI companies, while Paris-based 360 Capital raised €85 million for a technology-transfer fund working with universities and research centres.

Founded in 2023, Project Ventures invests in Deep Tech x AI companies emerging from a…

NewSchool VC, a Belgium-based venture capital fund that invests in B2B pre-Seed technology companies, has closed its first fund at its €10 million target.

The firm announced a €6.1 million first close for NewSchool Fund I in September 2025.

Christophe Morbee, founder of NewSchool, contributed 25% of the fund himself.

Through besox, with its roughly 4,000 SME clients, the fund also opens doors for its portfolio companies to find early customers,” the VC fund mentioned in the press release.

The solo-GP fund invests between €100k and €500k in B2B technology companies at the pre-Seed and Seed stages, focusing on AI, SaaS, cybersecurity, robotics and compliance+.

Novadip Biosciences, a Belgian late-stage clinical BioTech company specialising in regenerative medicine, has closed a €10.4 million (roughly $12 million) convertible financing round.

The financing follows the company securing a €9.6 million convertible loan last year, bringing the total to €20 million in convertible financing since June 2025.

“This financing is a strong vote of confidence from our investors, and I’d like to thank them for their ongoing support.

“With a pivotal Phase 3 program underway, regulatory preparation advancing and a significant commercial opportunity, Novadip is entering a critical value-creating period.

Novadip says hitting the €10.4 million target opens access to…

Plug and Play Tirana Expo returns to the Pyramid of Tirana from 7–8 October, bringing together startups, international investors, corporate leaders, founders and innovation experts from across Europe, Silicon Valley and the wider Plug and Play global network.

The Expo showcases the startups graduating from the second Plug and Play Tirana Accelerator Programme, while creating meaningful connections between founders, investors and established corporations.

Plug and Play Tirana was established to strengthen connections between Albania’s emerging startup ecosystem and international markets.

At Tirana Expo 2026, the Batch 2 cohort takes the stage to pitch their companies, marking the culmination…

Metris Energy, a London-based AI‑native platform for managing energy assets at scale, has raised a €4.35 million ($5 million) Seed round and unveiled Metria AI, the company’s new AI interface that executes complex tasks previously performed manually by operations teams.

The round was led by PT1 Ventures, Octopus Ventures, AENU and Blackfinch Ventures, with participation from Plug and Play and Love Ventures.

The new raise brings Metris’s total funding to date to €6.53 million ($7.5 million).

There’s no unified layer that lets asset owners, or the AI agents now entering this space, actually see and act on their portfolio.

Metris claims to offer asset owners a clean, real-time view of their en…

Unit1 Studio, the London-based end-to-end avatar concert producer, has raised €23.3 million (£20 million) in new financing.

“Until now, avatar concerts have been locked behind the economics of ABBA Voyage – a one-off, one-location proposition.

Unit1 Studio says ABBA Voyage has demonstrated audience appetite for avatar concerts of artists no longer touring.

With its technology, Unit1 Studio argues that it will now be possible to replicate similar productions across multiple venues simultaneously.

ABBA Voyage proved audiences love avatar concerts but the development and relocation costs have meant the opportunity of avatar concerts is not being realised,” said Barney Wragg, founder and CEO of…

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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…

Romania-founded startup FintechOS, which provides AI and software services for banks and insurance firms, has raised $28m in equity and debt funding from its current investors, it said today.

FintechOS has raised more than $150m in total.

It says it will use the funding to expand in the US, help it win more European clients, and scale up its AI tech.

The startup said it had reached profitability in the first half of 2026, driven by US growth, it said.

Now that discipline is paying off twice over: the business has reached profitability, and we've already made the shift back into high growth, which is exactly the combination that lets us take on a round like this one."

The CEO of language translation AI scaleup DeepL has downplayed reports that the company is likely to IPO soon, saying there are a “lot of advantages" to being a private company right now.

But Kutylowski played down a suggestion that DeepL could IPO soon, pointing to the expected IPOs of OpenAI and Anthropic as factors deterring it.

Kutylowski said: “I think right now public markets are a pretty tricky place for AI companies and tech companies in general.

"I think there is going to be a lot of turmoil, and there’s going to be probably a lot of collateral damage here and there depending on which direction the market sways.

I think being a private company actually has quite a lot of advantage…

Adlyse believes that the next generation of marketing organisations will bring people and AI agents together as one coordinated team across advertising platforms and the broader growth funnel.

"That requires reliable collaboration between people and AI agents, with shared business context and clear responsibilities.

As advertising platforms develop AI capabilities within their own environments, businesses need a way to coordinate decisions across them.

Agents work within those boundaries, with shared context and visibility into their actions.

“Our agents work proactively, so they can identify that decline as it's happening and recommend an intervention.

Belgian venture capital firm NewSchool VC has closed its first fund at €10 million to invest in early-stage B2B technology companies.

NewSchool Fund I reached its target after raising €6.1 million at its first close last September.

NewSchool focuses on B2B technology companies at the pre-seed and seed stages.

NewSchool uses this network to connect portfolio companies with potential customers.

NewSchool combines capital with support in areas including go-to-market, sales and storytelling, with a focus on technology companies looking to automate established industries.

Today, Danish defencetech VCs Final Frontier and Myriad join forces to create a combined platform and move forward under one brand with a targeted €100 million fund.

Former Seed Capital GP Niels Vejrup Carlsen founded the original Final Frontier.

Myriad was a €2 million early-stage New Nordic defence fund, launched in August 2025 by operators who don't theorise about scaling companies - they've done it.

The fund is targeting €100 million for Final Frontier Fund II, which will back pre-seed and seed-stage defence tech startups across the New Nordics and Ukraine, with a first close expected by the end of the year.

We aim to deliver exceptional returns while leading the New Nordic defence ecos…

Project Ventures, an independent early-stage venture capital fund rooted in the Imperial College London ecosystem, has launched its debut £5 million fund to invest in pre-seed and seed-stage startups working across deeptech and AI.

It plans to invest between £100,000 and £300,000 in each portfolio company and has already completed three investments.

More than 80 per cent of the fund’s limited partners are Imperial alumni, with Project Ventures describing it as the first independent, alumni-powered VC fund dedicated to the university’s startup ecosystem.

Project Ventures is targeting founders applying science, engineering and AI to develop intelligent systems that connect the digital and phy…

On 17 November 2026, the European Commission’s AI Office will host the Apply AI Summit in Brussels, focusing on what AI adoption means on the ground.

Greater alignment between national AI strategies and the EU-wide Apply AI Strategy.

A stronger European AI Innovation Ecosystem, including a network of European Digital Innovation Hubs helping SMEs across Europe adopt AI.

Putting European AI startups in the spotlightThe Summit will also highlight emerging European AI companies through the Apply AI Startup Award, recognising startups and scaleups that combine strong AI technology with real market traction and the potential to become major European success stories.

From ten finalists, three winn…

Last 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.

📊 The top three industries that raised the most were artificial intelligence (€3 billion), space (€387.5 million), and healthtech (€115.1 million).

At the country level, 🇬🇧 the UK took first place (€541.8 million), followed by 🇮🇹 Italy (€256.7 million) and 🇪🇸 Spain (€232.4 million).

❗ Be sure to check out the Tech.eu Funding Explorer, free and open to everyone, for deeper insights into funding data, investor activity, company profiles, and market trends.

Now, let's get you up to speed on everything that happened last week.

Metris Energy, an AI-native platform for managing energy assets, has raised $5 million in a seed round led by PT1 Ventures, Octopus Ventures, AENU and Blackfinch Ventures, with participation from Plug and Play and Love Ventures.

Launched in 2025, Metris initially focused on helping solar portfolio operators reconcile data spread across inverters, meters, SCADA systems, CRMs, spreadsheets and finance tools.

The company has since expanded its focus, aiming to provide a unified data layer for the wider energy sector.

The company’s platform brings together data from asset systems, metering, SCADA, GIS and energy markets to create a continuously updated record of physical energy assets.

There’s …

Unit1 Studio, a UK company producing mixed-reality avatar concerts, has secured £20 million in new funding to expand its technology and grow its roster of avatar concert productions.

The funding includes an oversubscribed equity round led by Balderton Capital, alongside additional financing for concerts in development.

Unit1 is developing technology designed to make avatar concerts easier and more economical to produce and replicate across different venues.

ABBA Voyage proved audiences love avatar concerts but the development and relocation costs have meant the opportunity of avatar concerts is not being realised.

The new funding will support Unit1’s work creating and operating mixed-realit…

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.

If email is more your thing, you can always subscribe to our newsletter and receive a more robust version of this round-up delivered to your inbox.

❗ Want to explore the data in more detail?

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

Either way, let's get you up to speed.

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.

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.