Yet while European regulators may be happy, some AI users are decidedly not.

According to visionode, the new watermarking system is a draconian conspiracy designed to victimize innocent chatbot users worldwide.

Another unhappy camper called the watermarks “unethical” and “disgusting” and argued that by using Claude, they had done the lion’s share of the work.

If Claude starts watermarking the code or anything else it generates, what exactly is it claiming credit for?” the poster asked.

“It’s about being able to detect AI generated outputs because of the risks AI generated outputs can cause in various situations.”“Bro couldn’t even complain about Claude without using Claude to write it,” ano…

Rapid warming may tip Atlantic circulation at 2°C, while slower warming may avert collapseClimate change could weaken the AMOC.

Under slow warming, the AMOC remained stable well beyond +4°C, and it did not collapse even at +5°C of warming.

When it comes to global warming, the world is still pressing extra hard on the accelerator right now."

The researchers therefore argue that emission reductions aimed at limiting the rate of global warming deserve their own place on the policy agenda.

Nature Climate Change.

Comments

celld keeps that model while moving placement, state, and operational evidence into infrastructure you choose.

What changes is tenancy: no shared Durable Objects scheduler or placement layer can couple your application to another customer's workload.

And to be clear about the tone: we love Cloudflare — this very page is served by a Cloudflare Worker.

The Durable Objects model — a single-threaded object with its own storage, addressed by name — is one of the best primitives distributed systems has been handed in years, and that design is Kenton Varda's and the Cloudflare Workers team's.

celld is a love letter to their idea; a primitive this good deserves to run anywhere.

Connector libraries cap out when your stack is proprietary or the graph gets huge.

Ballet writes the integration against any API the moment you need it, and the workflow runs as inspectable code instead of a brittle visual graph.

Comments

What's new in Flutter 3.47Flutter 3.47 is here, and with it, we’ve got some exciting new updates.

Because material_ui and cupertino_ui now live on pub.dev , they can ship bug fixes and new components on their own weekly schedules, independent of the quarterly Flutter SDK releases.

Setting course for Wasm by defaultWe are actively working toward enabling WebAssembly (Wasm) by default for Flutter web applications, bringing native-like performance to the browser.

For example:flutter build windows --flavor flavor_aflutter build linux --flavor flavor_aThanks to @AngeloAvv for the wonderful contributions!

Automatic web asset synchronization when previewing web widgets, copying your host project's…

Decide what to build before you build it; decide how to slice it after.

The PRs at the end are cut fresh off main , and the build branch is scratch paper you throw away.

Feedback on working software from the people who will use it, before a single code review starts.

Ship narrowThe build order is only a rough draft of the split: the steps get regrouped and re-cut.

One practical note: managing a stack burns context fast, so hand the split work to subagents that report back to a main agent.

Principia Mathematica is modern and insightfulIntroductionPrincipia Mathematica by Whitehead and Russell was published back in 1910 -- and yet it reads like a modern text on programming languages.

If Principia were to be published today, all the proofs would be relegated to a Supplement (or a theorem prover).

Version The current version is 1.3, August 2026 References The current version is 1.3, August 2026 Principia Mathematica by Alfred North Whitehead and Bertrand Russell.

What Principia calls `apparent variable' is bound variable in modern terminology; `real variable' is now called free variable.

Thus in the above instance, since we have ⊢ x = x we may infer ⊢ (x).x = x The authors t…

The iCloudvintage synthesizersBack up, organize, and search vintage synth patches directly in your browser.

The zero-config MIDI-OX alternative you deserve.

No driver wall, no app sprawl.

Waiting for MIDI connection... Scan MIDIWe recommend a high-quality interface like the Roland UM-ONE or iConnectivity mio.

80+ DEDICATED LIBRARIANS 611 PATCHES BACKED UP 100% BROWSER NATIVE 0 INSTALL DRIVERS

When I was a student, I used to regularly drive right across Scotland, from the west coast to the east.

In time, I made a decision - I would take the route which went north out of Glasgow.

I hear you ask, dear reader, ‘why did you decide to do that?’, and I shall tell you - I just did.

Two days each week I need to get the train to my office.

These processes need not be especially justified in themselves.

Thanks to social media, canned sardines are a scarcity on the supermarket shelf.

If you’ve noticed empty shelves where canned sardines used to sit at your local grocery store, you aren’t imagining things.

For generations, canned sardines were seen as a cheap, humble pantry item.

The short-term viral fad diet involves eating the tinned fish while drinking only water, black coffee or plain tea.

The problem is especially severe in Morocco, which supplies a huge portion of the canned sardines sold in North American and European grocery stores.

Earlier this year, SQLite released (3.51.3), which fixed a longstanding bug in their Write-Ahead Logging (WAL) subsystem called the WAL-Reset bug.

Then I asked it to write a simple workload which exercised the WAL insert and checkpoint code.

The part you’re looking for is:Assertion failures triggered by the WAL-Reset bug.

Those issues were how the SQLite team discovered the WAL-Reset bug.

As the Tailscale team wrote, “nobody wanted us to spend six months looking for bugs in SQLite.

Comments

Today we're introducing Delta, a multiplayer environment for coding with agents and reviewing what they build, and we're inviting the first users into our private beta.

Delta keeps code and conversations connected, so developers and agents can work together with the full context of how the code came to be.

You can commit and push like you always did, and teammates who never open Delta see a normal git repo.

Keep working in the terminal you already use, and your session syncs live into a Delta thread.

Delta gives us a focused place to iterate quickly and improve the primitives through real product use.

Hard work is grinding and only partly reliable.

Three things supposedly decide whether you succeed: how hard you work, how lucky you get, and who you know.

Hard work gets treated as the real answer, the one thing fully within your control, the reason someone made it and someone else did not.

Hard work and luck are both real, but neither is a lever you can pull whenever you want.

Most people spend a decade optimizing how hard they work and never spend an afternoon on who they know.

Reflex replaces that complexity with a single, unified platform to build, deploy, and manage production applications end-to-end.

We empower teams to own the entire lifecycle of their apps — from idea to production — without needing specialized infrastructure, DevOps, or platform teams.

Because we own the underlying open-source framework and the platform it runs on, we can manage the full lifecycle of the application seamlessly.

With Reflex, teams securely connect to company data, use AI to build standardized applications on top of our open-source framework, and deploy with a single click to share across their organization.

We’re replacing the fragmented enterprise stack — and the organizati…

It cost $0.84 per task, the same as Kimi K3 with slightly higher intelligence, placing it on the Intelligence vs.

𝜏³-Banking (50.7%) tests multi-turn customer service with tool use and places Grok 4.6 in the top two, while Terminal-Bench v2.1 (88.4%) puts it level with the leaders on terminal-based software tasks.

Grok 4.6 delivers a 5-point Intelligence Index gain at unchanged $2/$6 pricing, and our measured cost per task of $0.84 reflects both that pricing and reasonable token efficiency.

Grok 4.6 resolves tasks in ~53 turns and ~0.5B input tokens on average, against ~103 turns and ~2.0B input tokens for Claude Opus 5 (max).

Full resultsFull breakdown of the individual evaluations in the …

There are three variants:Over HTTP , request by request, like htmx or Unicorn.

In this article I am going to talk about HTML over WebSockets: the real-time and bidirectional variant of the family.

Its job is not to render but to create a communication channel with WebSockets and place the received HTML in the right spot.

Build the HTML with its rendering engineWith HTML over WebSockets, that same request travels over a permanent channel and the response is already assembled HTML, with no JSON in between.

It is the same idea, sending ready-made HTML over the wire, but over a plain HTTP channel that only goes one way.

The balance between the accumulation of mass from snow falling on a glacier and ice loss, also knowns as the mass balance, controls how a glacier changes over time.

The mass balance of these glaciers has been negative, i.e.

How is glacier mass balance measured?

Mass balance is measured using a variety of techniques.

Each glacier is subject to a unique combination of the above-mentioned factors so there is variation in the mass balance between glaciers.

Using the Responses APITo meet the demand for Codex, our API now supports the Responses API format, with the base_url being https://api.deepseek.com .

Each event carries an event field indicating the event type, and a monotonically increasing sequence_number .

reaching max_output_tokens ), carrying the full response object response.failed The final event when the response fails, carrying the full response object with error detailsThis section lists the compatibility details of the DeepSeek API with the Responses API.

For the full Responses API format definition, please refer to the official OpenAI API reference.

See Rate Limit & Isolation parallel_tool_calls Ignored (parallel tool calling i…

This repository contains FP8-quantized model weights and configuration files for the post-trained model in the Hugging Face Transformers format.

We report the highest score among both harnesses; notably, Qwen3.8-Max performs best on Claude Code.

MLS-Bench-Lite: Evaluated with Claude Code using a 5-hour timeout and max_tokens=131,072.

QwenReactBench: Inhouse React project building benchmark using Claude Code as the harness, bilingual (EN/CN), 7 categories; auto-render + multimodal judge; BT/Elo rating.

Opus 4.8 and Fable 5 are evaluated on Claude Code; GPT-5.6 Sol is evaluated on Codex; the Qwen-series are evaluated on OpenCode.

Comments

Today, we’re announcing that Lovable has raised $400 million in Series C funding at a $13.3 billion valuation, led by Menlo Ventures and co-led by the Scaleup Europe Fund, managed by EQT.

This investment moves Lovable closer to becoming the one place where people create new businesses and transform existing ones.

Since our Series B in December 2025, we’ve been building features people need to reach customers, manage day-to-day operations, and run software securely.

Veronika Zatulovskaya, VP of Marketing, Handshake:Lovable has changed how we think about building internal software.

And if there’s a product, internal tool, or business you believe should exist, start building it with Lovable.

Let Them Write RFCsOr: why I spent hundreds of millions of tokens to write four versions of the same markdown file.

As a result:Sometimes I don’t understand the problem well enough.

Some would argue that one shouldn’t be going around working on things they don’t understand armed with nothing but good vibes.

Write a markdown file called $PROBLEM_RFC.md about this problem and how to solve it.

When that happens, I can say “this and that went wrong, read the diff, read the RFC, write a new version that …”, or “this code is garbage, here’s the RFC, what went wrong?

What's new in Flutter 3.47Flutter 3.47 is here, and with it, we’ve got some exciting new updates.

Because material_ui and cupertino_ui now live on pub.dev , they can ship bug fixes and new components on their own weekly schedules, independent of the quarterly Flutter SDK releases.

Setting course for Wasm by defaultWe are actively working toward enabling WebAssembly (Wasm) by default for Flutter web applications, bringing native-like performance to the browser.

For example:flutter build windows --flavor flavor_aflutter build linux --flavor flavor_aThanks to @AngeloAvv for the wonderful contributions!

Automatic web asset synchronization when previewing web widgets, copying your host project's…

Why Target Common Lisp for Code Generation?

I’ve been asked twice now: if the generated code doesn't matter—if the AI is doing the heavy lifting of writing the syntax—why do I vibe code in Common Lisp?

So why do I choose to target a niche language like Common Lisp for code generation?

The Baseline of Expertise First, I have been programming in Common Lisp for decades.

Removing the syntactic friction is a massive advantage for AI code generation.

They ignored all the rest of hacking, and took the term to mean breaking security, no more and no less.

You can help correct the misunderstanding simply by making a distinction between security breaking and hacking—by using the term "cracking" for security breaking.

** Going on the great dome is "forbidden", so in a sense it constitutes "breaking security".

Whether security breaking is wrong depends on what the security breaker proceeds to do with the "forbidden" access thus obtained.

Copyright (C) 2002-2024 Richard StallmanVerbatim copying and distribution of this entire article is permitted in any medium, provided this notice is preserved.

python's pre-declared constants are kinda weird 2026-08-01python has 6 pre-declared "constants": True , False , None , __debug__ , Ellipsis (or equivalently ... ), and NotImplemented .

True , False , and NoneTrue , False , and None are keywords.

they're just normal builtins, so they can be shadowed by globals:>>> NotImplemented = 67 >>> NotImplemented 67again, i'm curious about the rationale here.

overwriting constantshere's something interesting: despite being lexical tokens, True , False , and None also exist as normal builtins:>>> import builtins >>> getattr(builtins, 'True') True >>> getattr(builtins, 'False') False >>> getattr(builtins, 'None') is None Truethere's no way to directly ac…

The main language restriction in Futhark is that irregular arrays are not allowed.

Irregular arrays are definitely useful in some cases, so the question is how we can expose some of this power in the source language without adding general support for irregular arrays.

[k]b) flatmap [n] 'a 'b : (f: (x: a) -> ?[k].

[k]b) flatmap [n] 'a 'b : (f: (x: a) -> ?[k].

This gives us this final type:val flatmap [n] 'a 'b 'c : (f: (x: a) -> ?[k].

Alerts : Configurable alerts for CPU, memory, disk, bandwidth, temperature, load average, and status.

Disk usage - Host system.

- Host system.

- Host system.

- Host system disk health (includes eMMC wear/EOL and Linux mdraid array health via sysfs when available).

Postgres is still, shall we say, not great at managing lots of connections, so you want to use local connection pools, short-term checkouts, and a pooler like PgBouncer.

To answer that question, I made a table of all managed Postgres providers with household notoriety and whether they support PgBouncer, something close to PgBouncer, or no connection pooling at all.

Implementation Availability / caveat Aiven ✠PgBouncer Startup plans and above Alibaba RDS ✠PgBouncer AWS RDS / Aurora ✠RDS Proxy Separate managed proxy service Azure PG ✠PgBouncer Crunchy Bridge ✠PgBouncer DigitalOcean ✠PgBouncer EDB Postgres AI ✠PgBouncer Fly.io MPG ✠PgBouncer Google Cloud SQL ✠PgBouncer / mana…

We’re also launching the first chestnut-class model, which is bigger than all openpilot driving models we’ve released combined.

With chestnut, openpilot is scaling beyond cellphone-sized inference compute.

A new 1B driving model PermalinkWe’re launching chestnut with a new 1B parameter driving model in the upcoming openpilot 0.11.2 release.

Compared to the latest on-device model, the first chestnut-class model has 30x more parameters, 100x more FLOPs, and room to go even bigger.

chestnut ready to drive is available now for $799.

This is a primer for using GitHub stacks with jj.

You need the gh GitHub CLI installed (instructions).

Manual Workflows The gh stack CLI has a bunch of subcommands, most of which manage or consume local tracking of the stack (e.g.

gh stack extension getting a single gh stack submit subcommand that just figures stuff out, rendering everything above obsolete.

Instead of an automatic gh stack submit (like graphite’s or git-branchless’ submit commands), you’re left feeding gh stack the list of branches by hand.

Today we're introducing Delta, a multiplayer environment for coding with agents and reviewing what they build, and we're inviting the first users into our private beta.

Delta keeps code and conversations connected, so developers and agents can work together with the full context of how the code came to be.

You can commit and push like you always did, and teammates who never open Delta see a normal git repo.

Keep working in the terminal you already use, and your session syncs live into a Delta thread.

Delta gives us a focused place to iterate quickly and improve the primitives through real product use.

# A critical review of Xilem in 2026 This is a long-overdue review of Xilem's current state, with a focus on pain points and needed changes.

It's the idea that clicking a checkbox should directly update the `is_checked` field of some data model: ```rust fn view(app_state: &mut State) -> impl View<...> { checkbox("Check me!

", app_state.is_checked, |app_state: &mut State, checked: bool| { app_state.is_checked = checked; }) } ``` This focus on two-way bindings has a long history: - Druid's architecture was entirely built around two-way bindings.

Xilem code would look like this: ```rust fn child_component(x: &String) -> Component { Component::new(|ctx: &mut CompCtx, meta| { // ... }) } fn pare…

Bloomberg:

CXMT overtakes Tencent to become the most valuable Chinese company, with a ~$524B market cap, above Tencent's $510B; CXMT's Shanghai shares jumped 460%+ at IPO — CXMT Corp. has overtaken Hong Kong-listed Tencent Holdings Ltd. as the world's most valuable Chinese company …

Adam Whittaker / Wall Street Journal:

Amsterdam-based Adyen reports H1 2026 net revenue up 19% YoY to €1.3B, processed volumes up 24% YoY to €803.8B, and EBITDA of €641.5M; ADYEN.AS rises 12%+ — Net revenue increased 19% and processed volumes climbed 24% — Shares in Adyen jumped after the Amsterdam-based …

Financial Times:

Sources: Anthropic investors expect it to float at a $2T+ valuation after an October IPO and to hit $100B to $120B in annualized revenue by the end of 2026 — Anthropic investors expect the AI start-up to float at a valuation of $2tn or more in October, a dizzying figure that would eclipse SpaceX …

Juro Osawa / The Information:

DeepSeek launches V4-Pro, its most advanced model that rivals Kimi K3 on some benchmarks at much lower prices, costing $0.44/1M input and $0.87/1M output tokens — Chinese AI developer DeepSeek on Wednesday launched the official version of its most advanced model, V4-Pro …

Wall Street Journal:

Sources: Demis Hassabis pitched a new independent industry AI safety entity, modeled on the IAEA, to top Trump officials before stepping down as DeepMind CEO — Demis Hassabis discussed the proposed new entity with heads of other AI labs and Trump administration officials including Scott Bessent

Newley Purnell / Bloomberg:

Meta says it removed 750,000+ Australian accounts believed to belong to under-16s to comply with the social media ban, including 462,000 Instagram accounts — Meta Platforms Inc. says it has removed access to more than 750,000 Instagram and Facebook accounts in Australia believed to belong …

Counterpoint Research:

In Q2 2026, server-led eSSDs reached 48% of NAND flash shipments as AI workloads shifted from training to inference, driving 5x YoY industry revenue growth — - AI inference workloads drove enterprise SSDs to 48% of global NAND shipments in Q2 2026, nearly double the 26% share a year earlier.

Saritha Rai / Bloomberg:

A look at workers in India who are paid extra to wear devices that capture first-person video of factory and other work tasks for use as AI robot training data — Robotics companies are competing to collect videos of humans stitching shoes and welding steel to give their machines new skills.

Howard Liu / South China Morning Post:

Counterpoint: China's YMTC accounted for 14% of NAND flash shipments in Q2, behind Samsung's 25% and SK Hynix's 22%, but ahead of Micron and Kioxia — The chipmaker captured 14 per cent of global bit shipments, but still ranks fifth by revenue due to heavier exposure to lower-value products.

Laurie Chen / Reuters:

Lenovo reports Q1 revenue up 43% YoY to $26.94B, its highest quarterly revenue growth in five years, as AI-related revenue rose 60% YoY to $9.3B, 35% of total — China's Lenovo Group (0992.HK) reported a 43% jump in quarterly revenue on Thursday, beating forecasts and sending shares …

Shaurya Malwa / CoinDesk:

Over 30 crypto companies, including Coinbase and Block, say frontier AI safety guardrails hinder legitimate security work while attackers use stronger tools — More than three dozen bitcoin and crypto companies have asked the largest AI labs to give open-source security researchers early access …

Alex Townsend:

Mathematicians say a neurosurgery resident used ChatGPT, powered by GPT-5.6, to solve Crouzeix's conjecture, a major open problem in numerical linear algebra — On July 30, 2026, the first author asked ChatGPT 5.6 to solve Crouzeix's conjecture, as he had been routinely doing for the preceding year.

Reuters:

Taiwan says it detected AI-assisted cyberattack campaign from overseas targeting government agencies last month, but affected agencies successfully “handled” it — Taiwan detected AI-assisted cyberattacks on government agencies last month coming from overseas but the affected bodies successfully …

Financial Times:

Wealth managers are cutting fees and hiring staff in Silicon Valley to win over OpenAI and Anthropic workers before IPOs mint a new class of millionaires — The rise of equity-rich tech workers at Anthropic and OpenAI is shifting negotiating power towards clients

Bloomberg:

Rapidly advancing AI tools have created investor uncertainty and fear around the SaaS business model and the private equity and credit built on top of it — Now the entire business model is at risk — ON WALL STREET, there's a disaster scenario known as the “SaaSpocalypse” that goes something like this.

Financial Times:

Research: over 53M people in China worked as food delivery or ridesharing drivers as of 2025, up 10M in two years, amid accelerating automation in manufacturing — As construction slumps and manufacturing automates, 53mn Chinese now work for low wages in food delivery and ride-hailing.

Ionut Arghire / SecurityWeek:

London- and Boston-based Mindgard, which offers automated AI security and red-teaming tools to help organizations secure AI systems, raised a $30M Series A — The cybersecurity startup will use the fresh investment to scale its product, engineering, sales, and marketing teams.

Shuhei Ochiai / Nikkei Asia:

Foreign investment in Japan's chip industry has reached ~$37B, as government subsidies attract companies working on logic and memory chips and image sensors — TOKYO — Investment in Japan's chip industry by foreign companies has reached 6 trillion yen ($37 billion) with the recent announcement …

Patrick Howell O'Neill / Bloomberg:

President Trump signs a memo letting the US government partner with private firms to conduct cyberattacks abroad against criminal groups targeting Americans — The US government is partnering with private-sector firms to launch cyber attacks abroad, expanding the scope of national security operations …

Financial Times:

Sources: legal AI startup Legora is in early talks to raise funds at a $10B+ valuation, up from $5.6B four months ago; its ARR rose 50% QoQ to $150M in Q2 — Swedish company was valued at $5.6bn only four months ago as interest in artificial intelligence tools for professional services soars

Maria Clara Cobo / Bloomberg:

Yuno, a payments infrastructure provider for processing transactions globally, raised a $45M Series B led by Global PayTech with a16z and others participating — Yuno, a Colombian-founded payments infrastructure startup that helps companies process transactions across different markets …

Production-grade engineering skills for AI coding agents.Agent Skills

Production-grade engineering skills for AI coding agents.

Skills encode the workflows, quality gates, and best practices that senior engineers use when building software. These ones are packaged so AI agents follow them consistently across every phase of development. DEFINE PLAN BUILD VERIFY REVIEW SHIP ┌──────┐ ┌──────┐ ┌──────┐ ┌──────┐ ┌──────┐ ┌──────┐ │ Idea │ ───▶ │ Spec │ ───▶ │ Code │ ───▶ │ Test │ ───▶ │ QA │ ───▶ │ Go │ │Refine│ │ PRD │ │ Impl │ │Debug │ │ Gate │ │ Live │ └──────┘ └──────┘ └──────┘ └──────┘ └──────┘ └──────┘ /spec /plan /build /test /review /ship Commands

8 slash commands that map to the develop…

ADR: Agentic AI Detection and ResponseADR (Agentic AI Detection and Response) is an enterprise security system for AI agents.

It helps organizations secure employee-facing agents such as Cursor, Claude Code, and Codex, as well as customer-facing agents such as AI support agents.

ADR is deployed in production at Uber, and the accompanying paper was accepted to MLSys 2026: Paper PDF · Slides PDFHow ADR secures enterprise AI agentsADR secures enterprise AI agents through four complementary capabilities: observing agent activity, evaluating defenses, detecting threats, and preventing unsafe actions.

ADR Observability: Understand what AI agents are doing and why.

The offline ADR Explorer engine,…

LadybirdLadybird is a truly independent web browser, using a novel engine based on web standards.

Important Ladybird is in a pre-alpha state, and only suitable for use by developersFeaturesWe aim to build a complete, usable browser for the modern web.

Ladybird uses a multi-process architecture with a main UI process, several WebContent renderer processes, an ImageDecoder process, and a RequestServer process.

Each tab has its own renderer process, which is sandboxed from the rest of the system.

See build instructions for information on how to build Ladybird.

Cloudflare ComputerCloudflare Computer is a virtual filesystem that lives inside a Durable Object.

The Durable Object holds the authoritative state in SQLite and exposes one pluggable execution surface through workspace.runtime .

Isolate shell runs just-bash in a Dynamic Worker.

examples/egress — sends one URL through the container, Worker shell, and Worker JavaScript backends with matching none , all , or custom egress policies.

— sends one URL through the container, Worker shell, and Worker JavaScript backends with matching , , or custom egress policies.

Graph-Native Infrastructure for Context and Accountable AI Systems The Open Source Palantir for AI Agents Ingest your enterprise data, extract what matters, build a Context Graph and knowledge graph (KG), and run graph analytics and causal reasoning over all of it, with full decision provenance baked in.

context import ContextGraph graph = ContextGraph ( advanced_analytics = True ) # Record decisions with full structured context app_id = graph .

get_decision_insights ()Context GraphsA Context Graph is the structured memory layer that traditional RAG is missing.

ingest_directory ( "./contracts/" , recursive = True ) kg = GraphBuilder ( merge_entities = True , enable_temporal = True ).

build …

LoopX keeps the durable control state in one compact layer:objective / issue / project │ ▼ LoopX state: objective + gates + todos + scope + evidence + quota │ ├─ human judgment needed?

The board is a projection; LoopX state remains the source of truth.

Visible /goal ; no hidden headless execution by default Claude Code Install the opt-in adapter, then run /loopx followed by /loop .

loopx quota should-run , quota allocation Agent runtime bridges Keeps Codex App, Codex CLI, Claude Code, and generic workers aligned with the same guard.

Governed TurnsLoopX can generate one pure, bounded turn decision from a validated receipt, fresh quota state, and a provider-neutral budget.

Install the LiveKit Agent Skill — Provides your coding agent with architectural guidance and best practices for building voice AI applications, including workflow design, handoffs, tasks, and testing patterns.

TTS ( "cartesia/sonic-3" , voice = "9626c31c-bec5-4cca-baa8-f8ba9e84c8bc" ), ) agent = Agent ( instructions = "You are a friendly voice assistant built by LiveKit."

start ( agent = agent , room = ctx .

location = location story_agent = StoryAgent ( name , location ) return story_agent , "Let's start the story!"

LLM () async with AgentSession ( llm = llm ) as sess : await sess .

Code-Graph-RAG parses a multi-language codebase with Tree-sitter, builds a knowledge graph of its structure in Memgraph, and lets you query, edit, and optimise that code in plain English.

Data-Flow Tracing: New FLOWS_TO taint edges follow values through assignments, function calls, and I/O sinks, with coverage across C#, Java, C, and Go.

Source Code -> Tree-sitter Parser -> AST Analysis -> Memgraph Knowledge Graph | User Query -> AI Model (Cypher Gen) -> Cypher Query -> Graph Results -> ResponseSee the Architecture Overview and Graph Schema for the full picture.

Supported LanguagesPython, TypeScript, TSX, JavaScript, Rust, Go, Java, C, C++, C#, PHP, Lua, and Dart are fully supported.

MCP Se…

drawDBFree, simple, and intuitive database schema editor and SQL generator.

DrawDB is a robust and user-friendly database entity relationship diagram (ERD) editor right in your browser.

Build diagrams with a few clicks, export and import SQL scripts, generate migrations, customize your editor, and more without creating an account.

Getting StartedLocal Developmentgit clone https://github.com/drawdb-io/drawdb cd drawdb npm install npm run devBuildgit clone https://github.com/drawdb-io/drawdb cd drawdb npm install npm run buildDocker Builddocker build -t drawdb .

docker run -p 3000:80 drawdbIf you want to enable sharing, set up the server and environment variables according to .env.sample .

It supports SAML, OAuth2/OIDC, LDAP, RADIUS, and more, designed for self-hosting from small labs to large production clusters.

Kubernetes (Helm Chart): recommended for larger setups.

See the documentation and the Helm chart repository.

DigitalOcean Marketplace: one-click deployment via the official Marketplace app.

ScreenshotsLight DarkDevelopment and contributionsSee the Developer Documentation for information about setting up local build environments, testing your contributions, and our contribution process.

Detects whether a PDF is text-based or scanned, extracts text with position awareness, and converts to clean Markdown — all without OCR.

Markdown conversion — Headings (H1-H4 via font size ratios), bullet/numbered/letter lists, code blocks (monospace font detection), tables (rectangle-based and heuristic), bold/italic formatting, URL linking, and page breaks.

— Headings (H1-H4 via font size ratios), bullet/numbered/letter lists, code blocks (monospace font detection), tables (rectangle-based and heuristic), bold/italic formatting, URL linking, and page breaks.

Table detection — Dual-mode: rectangle-based detection from PDF drawing ops, plus heuristic detection from text alignment.

markdown …

The System Design PrimerMotivationLearn how to design large-scale systems.

Prep for the system design interviewIn addition to coding interviews, system design is a required component of the technical interview process at many tech companies.

Additional topics for interview prep:Anki flashcardsThe provided Anki flashcard decks use spaced repetition to help you retain key system design concepts.

Index of system design topicsSummaries of various system design topics, including pros and cons.

How to approach a system design interview questionHow to tackle a system design interview question.

Efficient local execution with asynchronous queueing, partial graph re-execution, smart VRAM and RAM management, model offloading, and support for quantized models.

Load complete checkpoints or separate diffusion models, VAEs, text encoders, LoRAs, ControlNets, adapters, and upscalers from supported model formats.

You can install and start ComfyUI using comfy-cli:pip install comfy-cli comfy installManual Install (Windows, Linux)Python 3.14 works but some custom nodes may have issues.

You also need to install the pytorch version specific to your hardware.

Apple Mac siliconYou can install ComfyUI in Apple Mac silicon (M1, M2, M3 or M4) with any recent macOS version.

Agent SkillsThis repository contains Agent Skills for Google products and technologies, including Google Cloud.

Installationnpx skills add google/skillsFrom the npx install command, you can select the specific skills from this repo to install.

Available SkillsAdditional Google skillsPluginsThis repo also bundles Google product plugins (Skills + MCP servers) for agent harnesses.

Agent harness Install Claude Code claude plugin marketplace add google/skills , then claude plugin install @google-plugins Codex codex plugin marketplace add google/skills , then install from the /plugins browser Antigravity CLI agy plugin install https://github.com/google/skills/SupportIf you need help or encounter …

Hosting Invidious:DocumentationThe full documentation can be accessed online at https://docs.invidious.io/The documentation's source code is available in this repository: https://github.com/iv-org/documentationExtensionsWe highly recommend the use of Privacy Redirect, a browser extension that automatically redirects YouTube URLs to any Invidious instance and replaces embedded YouTube videos on other websites with Invidious.

The documentation contains a list of browser extensions that we recommended to use along with Invidious.

Weblate also allows you to log-in with major SSO providers like GitHub, GitLab, BitBucket, Google, ...

Furthermore, we refuse liability for any inappropriate use of I…

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AI removed the speed limitAI makes projects with weak engineering culture fail much faster.

Why are the tech companies claiming that "software is solved" still paying top salaries to attract the best people they can?

I don't think this is going to be limited to software engineering either.

AI will make the best people much more productive and the bad ones almost impossible to hire.

Now they can make changes faster than anyone around them can realistically review or understand them.

This April, I felt exceptionally fortunate to donate our seventeen-year-old nearly-300,000 mile car and purchase its replacement: a certified pre-owned fully-electric BMW i4.

On 3 July, after I had the car for about 90 days, BMW touted a “Special Surprise” at me on its first screen, the screen you see when you turn it on, in iDrive 8.

Turns out, it was this fine, anodyne (if a little 1950s, white-washed, Americana), saccharine Fourth of July video animation.

All I knew in early July, was BMW had done “Surprise” stuff for previous holidays like Halloween.

Their Spider-Man BMW ad wasn’t forced on the screen, I clicked a button to show it.

It started a bit earlier, and quite a bit further away, at a photographic lens maker in the U.K. called Taylor, Taylor & Hobson.

Only a few years later, still deep within the 19th century, Taylor, Taylor & Hobson licensed their stuff to a fledgling American company named after its founder.

Taylor, Taylor & Hobson Gorton Leroy Gorton ModifiedA comparison of all major editions of Gorton (Press a key!)

I dream of seeing the original drawings or drafts once laid on the tables of Taylor, Taylor & Hobson offices, or some notes, or some correspondence.

Taylor, Taylor & Hobson went through multiple splits and mergers and survives as a subsidiary of Ametek, chiefly working on measuring devices.

Like others, I get the sense that such views are based on interactions with the chatbots of about a year ago, not very-current AI agents.

But much of this essay is just about what working with Claude Code looks like, and many of the lessons aren’t particular to programming either.

So do this instead:Install Claude Code.

Out of these agents, I worked closely with the meta-agent and two of the researcher agents for the collaborative runs.

‘If you haven’t recently used Claude Code*, you might not understand where AI is at’, David P. Reichert’s Substack, 03 August.

nanochat-rs is a small GPT inference core we wrote in pure Rust on candle: readable, runnable, and living in the same process as the code that calls it.

See the patterns → Channel integrations : run Ante as a Slack or Discord bot with ante gateway .

We believe a self-contained agent core that self-organizes is the foundation of the coming agent economy.

We also share our own work on the engine layer: nanochat-rs, a small in-process inference core in pure Rust.

Why care about runtime optimization like memory and I/O if model inference is usually the biggest bottleneck?

Confessions of a Long-Distance SailorIn 1988, I sailed away from the West coast of the United States in a 31-foot sailboat.

This is my story — my account of a 3 1/2-year around the world solo sail.

Read about the relationship between a solo sailor and the sea, his daily companion.

If you have ever wondered what it feels like to sail free, alone on the sea, thenlet me take you on my voyage, my adventure — read my book, sail with me!

"Confessions of a Long-Distance Sailor"Read this book onlineDownload this book in ZIP form for offline reading: confessions.zip (1.3 MB): zipped HTML pages and graphics"Confessions of a Long-Distance Sailor"My book "Confessions of a Long-Distance Sailor" is in th…

TL;DR, two things make a UI font easy to work with:Cap-centered vertical metrics—the space above the cap height equals the space below the baseline.

The ideal UI font has cap-centered vertical metricsCap-centered vertical metrics mean the space inside the font’s bounding box above the cap height equals the space below the baseline.

Cap-centered vertical metrics ensure labels sit optically centered inside their bounding box and, as a result, on buttons and other UI controls.

Fonts’ vertical metrics and the text-box-trim CSS propertyOne day—soon, I hope—the cap-centered metrics requirement will be obsolete.

Any font that matches Inter on the two things that make it work for UI: cap-centered v…

We aren’t going to focus on transforms in this article, but they’re still an important part of any compression tool.

A A A A A A A A A B B B B C C D A A A D D D D D D D D D Each symbol in the string and its probability, most frequent first.

If you want better compression, you need to tweak the model so we get higher probabilities per symbol.

So while in compression entropy measures how small we can shrink things, in language modeling, it’s a number we reduce to make our model better at prediction.

Compression is prediction, and LLMs are compressors.

June 25, 2026In my work at Clay I recently wrote an internal policy on acceptable use of AI writing by engineers, and I’m sharing it here.

It’s my hope that one day better AI tools might be able to help us think, but until then I fear that using AI to write does the exact opposite.

It is your responsibility to make sure that the entire document is representative of your own thoughts before you share it.

Outsourcing the creation of these documents to AI (so that you can skip the thinking) risks circumventing this very purpose.

There are no lossless transformations of natural-language text — every rewrite and rephrase changes the meaning of your writing, and if this is done by an entity that …

In early 2025 I was asked a question by management: "what do you think of this AI coding stuff?"

So in summary: using AI for coding led to depression, apathy, existential dread, and worse software.

Also, using it less but still using it means I'd still be using it, therefore showing demand for it and contributing to the harms it causes.

To put it simply: I do not like this world where people are using AI to generate art, music, writing, and software.

I don't know what consequences will come from this decision to stop using AI for coding at work.

There are three variants:Over HTTP , request by request, like htmx or Unicorn.

In this article I am going to talk about HTML over WebSockets: the real-time and bidirectional variant of the family.

Its job is not to render but to create a communication channel with WebSockets and place the received HTML in the right spot.

Build the HTML with its rendering engineWith HTML over WebSockets, that same request travels over a permanent channel and the response is already assembled HTML, with no JSON in between.

It is the same idea, sending ready-made HTML over the wire, but over a plain HTTP channel that only goes one way.

Back in January, I received a note from a senior software engineer in Silicon Valley.

He described himself as an AI skeptic who became converted after trying Claude Code for the first time.

Instead, he “exclusively uses Claude Code” to get the job done, interacting with the tool in a terminal window and allowing it to program on his behalf.

Tools like Claude Code can feel like magic, but the strategy of outsourcing all code production to AI isn’t currently sustainable.

This doesn’t mean that AI doesn’t work or is useless.

As other languages rapidly added features and sought to expand the number of ways to express program logic, Go focused on a larger vision: language design in the service of software engineering.

Software engineering is not the same thing as programming.

Programming is a part of software engineering, but just a part.

Language design in the service of software engineering requires not just a language, but an end-to-end platform with tooling all around the software development life cycle.

From the start, Go has shipped with a robust, end-to-end toolchain with touchpoints all across the software development life cycle.

The problem: The PhD reviewers Research Gold lists on its site are AI-generated and don’t exist.

Other methodologists it lists are real, but are not aware their identity is being used by Research Gold.

Research Gold introduces “The Team” that does this work under its About page.

“I do not work for Research Gold, and I never agreed to be listed as one of their methodologists.

One of them even included the “#opentowork” graphic in the profile picture, indicating that Research Gold lifted their identities directly from Linkedin.

So it is natural to wonder about what kinds of problems LLMs are good at, and about where there is still room for improvement.

Are LLMs particularly good at finding counterexamples?

A first remark here is that LLMs are not just good at finding counterexamples: they can find proofs of difficult statements as well.

If one wants to theorize that LLMs are particularly good at finding counterexamples, then there are two things it would be good to do to make the theory more convincing.

Let us consider two things that we can be confident that LLMs are good at.

Buildkite – You deserve better CI.

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

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

Learn more at WorkOS.com and AuthKit.com

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

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

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

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

Check out the speedrun to get started in minutes.

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

Tailscale – Adam loves Tailscale!

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

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

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

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

Tailscale – Adam loves Tailscale!

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

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

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

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

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In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

They will ally AI skills with deep subject expertise.

Also: AI agents are your new colleagues - how to get the best resultsBut there's a twist.

"I think generalists are too broad," he told ZDNET, referring to the shift.

Also: 40% of enterprises will scrap AI agents - 3 ways to ensure yours don't failCrucially, Minahan said his team can also see the benefits of becoming versatilists.

"Someone with only a shallow, general grasp of engineering would have nothing solid enough to check the agents' work against."

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

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

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

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

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

ZDNET's key takeawaysSparky Linux has revived its release for 32-bit hardwareThe 32-bit version is available as either a minimal GUI or a minimal CLIYou can download and use Sparky Linux for free.

The developers posted on the official Sparky Linux blog:A year ago, Debian dropped support for 32-bit Live/Install ISO images, so Sparky dropped it as well.

When I wrote that piece, Sparky Linux 7 had dropped 32-bit support.

Well, we're now at Sparky Linux 8, and the latest release (Seven Sisters .4 release - so 8.4) brings back 32-bit support.

I applaud the Sparky Linux developers for bringing back 32-bit support.

Anker's new charger is one of the most unique I've ever seen

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

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

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

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

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

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

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

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

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

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

ZDNET's key takeawaysAside from all the new Pixel phones, Google announced a new finder tag called Pixel Tag.

Google's Made by Google event features a hardware newcomer this year: the Pixel Tag.

However, the most interesting aspect of the Pixel Tag is its inclusion of Bluetooth Channel Sounding device-tracking technology.

Based on the specs, if we pit Google's Pixel Tag to Apple's AirTag and Samsung's Galaxy SmartTag2, there's one technology that sets it apart: Bluetooth Channel Sounding.

Google's Pixel Tag uses Bluetooth Channel Sounding and UWB for device tracking and positioning.

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

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

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

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

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

Microsoft continues its onslaught against security vulnerabilities, fixing a whopping 421 bugs in August's Patch Tuesday update.

Aimed at Windows 11 25H2/24H2, Windows 11 23H2, and Windows 10, the 421 vulnerabilities encompass a range of Microsoft products, including Office, Exchange, Azure, and SharePoint.

Also: I read Microsoft's Windows 11 'quality' progress report - and the subtext says it allIn Windows 11, head to Settings and select Windows Update.

In that case, go to Settings, select Update & Security, and then click Windows Update.

This AI-powered tool tries to identify actual Windows vulnerabilities, reduce false positives, and send the results to engineers more quickly.

If you're eyeing the Pixel Watch 5, consider that it starts at the same price as the Apple Watch Series 11.

Also: Samsung Galaxy Watch 9 vs. Google Pixel Watch 4: I compared both Android flagships, here's what I preferIf the Pixel Watch 5 detects sustained, elevated insulin resistance trends over the month, it alerts you with a gentle nudge.

You have a Pixel phoneIf you already own a Google phone, the Pixel Watch 5 will complement it better than an Apple Watch.

Also: Pixel Watch 4 vs. Pixel Watch 5: Buy the old Android smartwatch or opt for the newest?

You want a thinner, lighter watchGoogle's Pixel Watch 5 has a more stylish look than the Apple Watch Series 11, but the latter is more comfo…

Is Anthropic's new watermarking system a travesty? Some have taken to social media to complain that it is.

Lee McIntire, an independent member of Fermi's board, has been hired as CEO, more than three months since the company fired co-founder Toby Neugebauer from the top post.

The Mission Robotic Vehicle is making the first attempt to attach a new thruster to an aging satellite.

"If this was opt-in, nobody would opt in," Twitch CPO Mike Minton said on a livestream responding to user feedback. "That's honestly the answer."

Checks are being mailed from Grubhub's $23.8 million fine from the FTC after it settled allegations over its business practices.

Cognition may be looking to raise another mega round just a few months after raising $1 billion at a $26 billion valuation.

At Ai4, three of the world's most respected AI experts—Geoffrey Hinton, Fei-Fei Li, and Andrew Ng—debated regulation, open-source access, and how America can compete as China advances in Asia.

Thrive Holdings has raised $2 billion in new funding at a $12 billion valuation from investors like SoftBank, D1 Capital Partners, and Alitmeter Capital.

An extortion gang known for targeting transportation companies and private equity firms has taken credit for a breach at Uber Freight.

Mesh, an AI-powered contacts app and relationship manager from Automattic is now an Android app.

AI notetaking hardware has taken off over the past couple of years, with credit-card-sized devices, pendants, pins, and even transcribing earbuds all promising to capture your meetings and turn them into summaries and action items. Now, a whole wave of wearables — rings especially — are betting people want to capture stray thoughts and ideas the same way. One of […]

Tesla wants to build a massive solar factory in Texas, but first it wants the state to chip in to defray the costs.

Form Energy has landed Google and Crusoe as customers. Now, it has raised $750 million to expand manufacturing to deliver its massive, 100-hour batteries.

This new funding comes after Lovable hit $500 million in annualized run rate revenue in June, the startup told TechCrunch.

An anonymous reader quotes a report from The New York Times: Two days before tens of thousands of migrants surged into Ceuta, one of Spain's enclaves on Morocco's northern coast, a newspaper there posted a video on TikTok and Instagram showing two young women walking in the city in wet suits, their hair still damp. The posts didn't say so explicitly, but the implication was clear: The women had just swum across the border from Morocco. "Ceuta can't take it anymore," the newspaper, El Faro de Ceuta, declared in the posts. On the other side of the border, the video resonated very differently. Cropped and reposted in Arabic, the video seemed like an invitation. The women were smiling, flashing…

The Trump administration today unveiled a new program that will allow vetted U.S. companies to conduct cyber surveillance and offensive cyber operations against foreign transnational criminal organizations. A presidential memorandum signed August 12 directs the National Coordination Center to establish and manage the program, expanding the government's fight against cybercrime by tapping the technical capabilities of the private sector. It builds on a March executive order that called for greater private-sector involvement, but goes significantly further by establishing a formal operational framework for the initiative. The White House argues that American companies possess a "critical offe…

Wired reports that consumer neurotechnology is rapidly moving from the lab into workplaces and homes, with companies including Apple, Meta, and Snap developing products that can monitor or interpret brain activity. Researchers warn that as these systems improve, neural data could become the next major privacy battleground. Some neuroscientists are already calling for a series of core rights, coined "neurorights," that protect "mental privacy," "identity," and personal "agency." Here's an excerpt from the article: Over the past two decades, researchers using functional magnetic resonance imaging (fMRI), which tracks the iron in the hemoglobin supplying oxygen to neurons, have been building u…

Fei-Fei Li, aka The Godmother of AI, says the biggest AI risk in education may be students losing the motivation and agency to learn, rather than simply using the technology to cheat. She argues against banning AI outright, saying it can be valuable when used to support engaged students instead of replacing the thinking and struggle that learning requires. Techspot reports: Speaking on an episode of the science podcast Huberman Lab this week, Li talked about the fears around how students are using AI. "The absolute bad outcome is that our young generation, their agency and human-level motivation of learning and living is taken away by tools," the ImageNet inventor warned. "It should not be …

The CFTC has ordered Kalshi to keep operating in New York, claiming the state's lawsuit against the prediction market created a "market emergency." They said it acted "to ensure market stability" and "ordered the exchange to continue to operate in accordance with the Commodity Exchange Act's Core Principles." Ars Technica reports: The market emergency alleged by the CFTC is that New York Attorney General Letitia James sued Kalshi on July 31. James' lawsuit seeks a court order to permanently enjoin Kalshi "from operating an unlawful gambling business" in the state. The lawsuit also demands that Kalshi "make full restitution to customers who have engaged in betting" and pay financial penaltie…

Researchers at Israeli cybersecurity firm Dream say suspected China-linked hackers used an open-source AI-agent system to conduct what may be the first observed end-to-end autonomous cyberattack against a government. According to the Financial Times (paywalled), the attack compromised at least 85 accounts and resulted in the theft of more than 2,500 personnel records from Taiwanese systems. Tom's Hardware reports: The campaign reportedly ran for four days at the beginning of July and at times deployed as many as eight autonomous agents in parallel. Dream said the system mapped 21 government systems before compromising user accounts and extracting personnel information. The attackers subsequ…

An anonymous reader quotes a report from Ars Technica: On Monday, passengers aboard Delta flight 591 going from Las Vegas to Atlanta allegedly spoofed the onboard Wi-Fi, raising the attention of federal law enforcement. The incident came one day after the DEF CON security conference concluded in Las Vegas, and was first described on social media accounts that follow publicly available air-to-ground messages, known as ACARS. According to the "ACARS Drama" account, a message was sent by pilots from the plane stated: "NO INFO AS OF NOW WE HAVE A BUNCH OF PAX THAT WERE AT A CYBER CONFERENCE IN LAS THEY WERE ABLE TO JAM OUR WIFI AND BROADCAST THEIR SIGNAL." A description of the incident posted t…

Google has unveiled the $29 Pixel Tag, its long-awaited AirTag rival that combines UWB with Bluetooth 6.0 Channel Sounding for two forms of precision tracking. It launches November 11. The Verge reports: The Pixel Tag is a slim oblong device available in one grayish color -- Fog -- that weighs about 12g, or 0.4oz. Like the AirTag, it has no built-in hooks or clips for attaching to objects you want to track. There's a single button that will trigger a sound on your phone, for the rare occasion when you've got the Tag but have lost your main device. It also has an IP67 rating, so it should be safe from dust and rain. As for the battery, the Pixel Tag takes CR2032 coin batteries, and says one …

A German digital-rights group has filed a criminal complaint against Meta, Ray-Ban parent EssilorLuxottica, and several retailers over Meta's AI smart glasses, arguing the devices can enable covert recording in violation of German privacy law. Prosecutors have begun a preliminary review, while Germany's network regulator says smart glasses are legal "as long as the recording function is clearly visible." Reuters reports: "There's no place to escape from smart glasses. You have to expect at any moment to be filmed and then exposed on the internet," said HateAid managing director Josephine Ballon. The organization reported the management of Meta, units of spectacles maker EssilorLuxottica inc…

At its Made by Google 2026 event today, Google unveiled a slew of new devices, headlined by the Pixel 11, Pixel 11 Pro, and Pixel 11 Pro Fold. Here's a breakdown of the company's latest smartphones, provided by TechCrunch: Pixel 11: The standard Pixel 11 gets a redesigned camera bar that is thinner than the one on the previous generation. Google says the new camera bar is more than 40% thinner and now uses an all-glass surface that stretches across the width of the phone. Google is also increasing the base storage to 256GB, doubling the previous starting capacity. The starting price for the new model is set at $899, reflecting a $100 increase compared to the Pixel 10. This price hike comes …

The FAA says its push to recruit video gamers as air traffic controllers has helped it hire more than 2,000 trainees, reaching 94% of its hiring goal. Another 2,000-plus candidates are in the pipeline. CBS News reports: U.S. Secretary of Transportation Sean Duffy said in a recent social media post that the federal agency's recruitment campaign to recruit gamers as air traffic controllers has been a "game changer" for the Federal Aviation Administration. [...] When Duffy announced the initiative in April, he acknowledged that the Transportation Department needed to extend its reach to recruit prospective air traffic controllers. "A lot of what they do playing games ... is what they do ... co…

alternative_right shares a report from Phys.org: Scientists from the Czech Republic have created microscopic cleanup robots that successfully removed microplastics from both soil and aquatic environments in the lab. Details of their work are published in the journal npg Asia Materials. To build the robots, researchers started with microscopic MXene particles made of ultrathin, stacked layers. The material has a large surface area and surface chemistry that help it attract and hold plastic. They then coated the particles with magnetic nickel nanoparticles so rotating magnetic fields could drive the tiny robots. Then came the testing phase. The team placed swarms of these microbots into water…

sciencehabit shares a report from Science Magazine: For more than half a century, physicists have searched for one of the strangest particles predicted by modern theory. It would be made almost entirely of gluons, the elusive subatomic particles that carry the strong nuclear force. Now, using a particle collider in Beijing, researchers say they have effectively proved the existence of such a "glueball." In a preprint posted last month on arXiv and in a presentation last week at the International Conference on High Energy Physics (ICHEP), the researchers argue that a particle called X(2370), which they produced by smashing electrons into positrons at high energies, has the properties expecte…

Anthropic is adding watermarking in response to the E.U.'s AI law. It's a terrible idea, first and foremost for philosophical reasons.

Здравствуйте. Хотелось бы получить совет по улучшению этого прайс-листа и более компактной организации информации

Есть несколько обязательных ограничений: Формат листа должен оставаться A5. Уменьшать текст уже нельзя, поскольку текущий размер — минимально комфортный для чтения посетителями автосалона. Вся информация, включая QR-коды и дополнительные данные, должна быть сохранена. QR-коды также уже уменьшены до минимально допустимого размера.

Сейчас макет практически исчерпал доступное пространство, поэтому хотелось бы понять, возможно ли вообще переверстать его лаконичнее и эффективнее, не ухудшая читаемость и не удаляя информацию. Особенно важно предусмотреть возможность добавления новых а…

Nvidia is finding new ways for its customers to raise money, and it's expanding the risk of the AI buildout significantly.

Я сделал схему трамвайных маршрутов Белграда. Хочу получить комментарий эксперта. Особенно интересует мнение по поводу пересадок в центре схемы — стоит ли их изображать одной большой таблеткой или показать, как они работают на самом деле?

Apple's earnings (and stock) are limited not by memory but rather chip shortages; then, more on Amazon's earnings and Andy Jassy's market analysis.

I’ve had an idea rattling around to get more detail from coverage

measurement. Can we measure the coverage in a function separately for each

caller of the function?Here’s why I want it: in Acidica, my toy

BASIC interpreter, I have code to implement the built-in functions that looks

something like this:match func_name: case "LEN": if len(args) != 1: raise TypeError(f"Wrong arguments for LEN, got {len(args)}") return len(args[0]) case "LEFT$": if len(args) != 2: raise TypeError(f"Wrong arguments for LEFT$, got {len(args)}") return args[0][:args[1]] # ... 19 other built-ins ... I didn’t like the repeated code here: each different func_name has to

check that it got its expected number of argume…

The best Stratechery content from the week of August 3, 2026, including earnings exposure, OpenAI's answer to Apple, and all about LeBron in Philly.

Нейросети сводят всех с ума, началась эпоха «агентского интерфейса».

Только ленивый не говорит про агентский юикс, выходят посты, статьи как его делать. В целом этот агентский юикс немножко напоминает истерию с чат-ботами лет десять назад. Когда появились чат-боты (те, которые работали на скриптах, не поверх языковых моделей), тоже была истерика, что всё, Галя, отменяем все интерфейсы, всё переводим на чат-боты.

Ну отлично, перевели на чат-ботов.

А потом оказалось, что пропускная способность интерфейса чат-бот (количество бит информации, которое может пропустить чат-бот за одно взаимодействие), очень низкая. И людям неинтересно, смотреть по одному варианту чат-бота для билетов. Они хотят вы…

Google's earnings seemed to confirm the Anthropic hedge; it was Andy Jassy who explained why their — and Amazon's — capex was justifiable.

Microsoft's earnings were compelling because they showed a clarity of strategy, lower costs, and a tangibility of application. The reason why is scarier.

Делаем с дизайнером презентацию для транспортной компании. Есть база качественных фото и есть идея совместить сразу две версии — русскую и китайскую (есть клиенты). Хотелось получить презентацию а-ля Rolex или XO Boats, но никак не получается всё это скомпоновать, мозг уже отказывается думать. Дизайнер говорит, что всё норм, но чую: хрень… Что делать? Дайте вектор для дальнейшего движения.

Meta's earnings were a bit disappointing; future promises about AI products were more disconcerting.

Подскажите, пожалуйста, какие ошибки в вёрстке и типографике я мог совершить?

Здравствуйте, Илья!

Я разрабатываю игру и столкнулась с задачей, в которой не могу найти удачное визуальное решение. В левом верхнем углу экрана у меня отображаются квесты. Верхняя строка — это глобальная цель («Покиньте подводный комплекс»), а ниже отображается текущий квест и его этапы, которые ведут игрока к глобальной цели. Мне кажется, что сейчас эти два уровня задач недостаточно хорошо отличаются друг от друга, из-за чего игрок может воспринимать их как один список.

Как бы вы пересобрали интерфейс квестов, чтобы различие между глобальным и текущим стало понятным с первого раза? Спасибо!

Когда что-то мучает, крутится в голове и рядом не находится ни одного несчастного знакомого, готового выслушать длиннющую, сбивчивую цепочку рассуждений, «train of thought» из шестидесяти вагонов, нагруженных слабо связанными материалами — справляется блог. Это и есть моя психотерапия: выписать всё, что накопилось, сложить камни на берегу и некоторое время не бросать их обратно.

Stratechery is on vacation the week of July 27. There will be no Weekly Article or Updates. The next Update will be on Monday, August 3. Sharp Tech, and Greatest of All Talk will also return the week of August 3. Sharp China and Asianometry will continue to publish, and there will be one episode of Dithering next week. The […]

My latest fun project is a BASIC interpreter called

Acidica. Classic BASIC is an

old-school language first developed in 1964 that saw an explosion of

implementations on microcomputers in the ‘70s and ‘80s. It’s much more primitive

than the Visual Basic that you might be familiar with.A simple BASIC program:10 INPUT "What is your name"; U$

20 PRINT "Hello "; U$

30 INPUT "How many stars do you want"; N

40 S$ = ""

50 FOR I = 1 TO N

60 S$ = S$ + "*"

70 NEXT I

80 PRINT S$

90 INPUT "Do you want more stars"; A$

100 IF LEN(A$) = 0 THEN 90

110 A$ = LEFT$(A$, 1)

120 IF A$ = "Y" OR A$ = "y" THEN 30

130 PRINT "Goodbye ";U$

140 END Run it, and you get this:What is your name? Ned

Hello Ned

How many stars…

Есть ли сейчас смысл добиваться какой-то частоты контента в личном или профессиональном блоге? Или это миф, что контент должен выходить регулярно? Несколько лет назад слышал, что для отображения в лентах нужно постить регулярно. Насколько это актуально для ТГ?

The best Stratechery content from the week of July 20, 2026 including Chinese models and frontier futures, what happened to Hugging Face, and the NBA and its second apron bet.

OpenAI accidentally hacked Hugging Face, but the takeaways are more encouraging than people realize.

中文版This project transforms relational models into explicit KV models that run directly on ToplingDB / RocksDB, avoiding the RDBMS (relational database) abstraction tax.

The skill gives Cursor, Claude Code, and Codex the same rules and templates so an agent can generate storage code without inventing key layouts ad hoc.

In fact, a look at their code shows that their data models are standard relational models, yet they all independently translate those relational models into KV by hand and store them in RocksDB.

Start from the listed read/write/scan/delete access patterns, then produce the Key Space Catalog, key code, CF layout, consistency/pruning plan, and migration notes.

As a personal ski…

I'm 18, I've solved 823 problems on LeetCode with a 430+ day streak, and I can tell you, it's a dry platform for solving algorithmic little tasks, and it has nothing to do with education.

I am not saying it is bad, LeetCode is actually awesome, but it just does not teach you anything.

When you want to solve a new problem, you often run into the fact that you're seeing it for the first time, especially the topics that are in there.

All of the above can be applied to a lot of things in general, like reading docs, articles, AI slop, and other materials.

So I started fixing all of these problems — convenient, fast, always at hand, and it's selfuniversityhttps://selfuniversity.site

No more hunting through spreadsheet tabs to find where the money went.

Add income or an expense in a few taps: pick a category, the wallet you used (cash, bank, PayPal, whatever), and optionally a contact or tag.

Income adds to your total, expenses subtract - automatically, every time.

Attach a receipt, filter by tag for a project, or just scroll the list.

It's all there, in order, so you're never digging through a bank statement trying to remember what a charge was for.

Complex International Bank Details: Invoices missing IBAN, SWIFT/BIC codes, or intermediary bank routing details get rejected by international accounts payable departments.

Bypass SWIFT Wire Fees with Local Banking DetailsTraditional SWIFT wire transfers pass through multiple intermediary banks, deducting $15 to $45 along the way.

IBAN (International Bank Account Number) : 15 to 34 character alphanumeric code used across Europe and the Middle East.

On international wire transfers, OUR means the sender pays all transfer fees, ensuring you receive the exact invoice total.

Start Billing Global Clients Professionally TodayExpand your international business with confidence.

Work and output White-collar hiring was 5% higher than a year earlier in July 2026The Naukri JobSpeak index tracks hiring advertised on Naukri.

It is a private-platform signal for organised white-collar work, not a count of all jobs in India.

Hey HN!I’m excited to show you my app that lets you learn any topic in a structured, bite-sized way.Each lesson has an audio version, some visuals, and interactive quizzes. They’re personalized to your background and goals, and you can pick a concept inside a lesson and ask it to go deeper.When my co-founder was at NotebookLM, he realized the biggest bottlenecks in learning are that people don’t have time or feel like they’re not smart enough.We wanted to see if software can take the mental load of figuring out what resources to use and what order to learn them in, and make lessons easy to start without turning everything into just shallow summaries.We added lots of hidden features to help …

Life planners don't work if they're too simple (e.g.

They also don't work if they're too complicated (e.g.

They must also be centralized, because reminders don't fucking work if I can't see them because they're hidden in 5 different places.

It's free forever for early beta users, and you can try it without going through some bullshit sign-up flow.

I hope you can tell me what's good and what's shit about the app, so I can make it better for you.

I implemented 'Restructuring Vector Quantization with the Rotation Trick' by fifty et al.and built a PyPI library for the ICLR 2025 Rotation Trick.The Rotation Trick replaces the Straight-Through Estimator (STE) with a geometric rotation of the gradient. It preserves angular information between the encoder output and codebook vector, leading to higher codebook utilization.I have also benchmarked it on audio.

Documented everything from paper to mathematics behind in \docs in github-repoThe implementation uses matrix-free Householder reflection (O(d) memory).

PyPI: pip install vqrotate

Benchmark: https://github.com/develepo/vqrotate-benchmarkI also explored an adaptive scaling extension. It a…

New Secret Write somethingmeant to disappear.

Expires if unopened 15 minutes 1 hour 1 day 7 daysSecret note0 / 10,000 charactersCreate secure linkEncrypted in your browser · Can only be opened once

Harness finds its way through your codebase, implements the change, and runs the checks before handing it back.

Use your own API key or supported provider subscription, with full control over the models behind the work.

01 Built for the whole change Harness follows the relevant code paths, edits the right files, and runs the checks.

03 See how it got there Every command, file change, and test result stays visible.

04 Your models, your choice Connect your own API keys or supported provider subscriptions.

Sound familiar?

The release notes took until 8.

Then again, simpler, for your users.

Same release, three rewrites, by hand — every single time you ship.

Or you connect your repo once, and never write a release note again.

LumaDisk is a fast, private disk space analyzer for Windows, macOS, and Linux.

Imagine a crypto-market heatmap, except every tile is one of your files:A larger tile means a larger file.

DownloadDownload the latest LumaDisk release:Windows x64: portable .zipmacOS Apple Silicon: .app.zipmacOS Intel: .app.zipLinux x64: portable .tar.gzExtract the archive and launch LumaDisk.

Platform supportPlatform Architecture CI build Native integrations Windows x64 Yes Explorer and Recycle Bin macOS Apple Silicon Yes Finder and Trash macOS Intel x64 Yes Finder and Trash Linux x64 Yes File manager and freedesktop TrashThe core is written in Rust.

Public releases should be code-signed on Windows, signed and …

Save RepoSave Repo is an Apple Shortcut that lets you update a file in a GitHub repository directly from your iPhone using the GitHub REST API.

GitHub Personal Access TokenCreate your own GitHub Personal Access Token and use it in the Shortcut.

Step 4 — Base64 Encode the ContentGitHub's Contents API expects the file content in Base64.

Repository Structuresave-repo/ ├── README.md ├── Save Repo.shortcut └── LICENSEThe included .shortcut file is the actual Apple Shortcut used to perform the workflow.

Built WithApple ShortcutsGitHub REST APIGitHub Contents APIThe Shortcut uses GitHub's Create or Update File Contents endpoint.

Hey HN,I'm a Rwandan-American software engineer. I was fortunate enough to make it to the US, build a career here, and have opportunities that changed the trajectory of my life.I've been thinking for a long time about how I could give something back.So I built joinfabfriends.org.The idea is pretty simple: think GoFundMe, but specifically for Rwandan college students who need help paying for things like tuition and textbooks.There are incredibly talented students in Rwanda for whom a relatively small amount of money can be the difference between continuing their education and dropping out. I want Fab Friends to make that gap a little easier for people like me, and hopefully some of you to he…

You can create your own custom link slug (e.g., my-document.linkship.org).

Custom links must be at least 3 characters, use only letters, numbers, and hyphens.

If your preferred slug is taken, we'll suggest available alternatives.

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You've seen the format. Two logos on screen, a little character pointing left and right, a voice explaining the difference, captions popping word by word. Git vs GitHub. React vs Next.js. Coffee vs Tea. These things eat views on Reels, Shorts and TikTok because they're 30 seconds and you actually learn something. Making one used to take me 40 minutes in CapCut. So I built a page that does it in about a minute. How it works: you type a topic and two names, pick two images (there's a built-in logo search — type "git", tap the icon, done), pick a colour and a voice, hit generate. The AI writes the script AND speaks it in the same pass. Then the page draws every frame — the presenter points at …

I tried a bunch of routine apps and none of them stuck for me. Most of them are built to appeal to the widest possible audience, so they avoid risky choices and end up feeling the same. I wanted something different, so after a lot of iterations I built the app I use every day: Horarium. The idea is to combine 2 ingredients: Routines: A list of steps that guides nicely to avoid decision fatigue. Alarms: reminders strong enough to catch your attention and interrupt whatever you're doing, especially when not using your phone. In Horarium, when you dismiss an alarm, it automatically starts the routine it is associated with so you don't have to spend willpower to decide what to do. The best part…

Still early and currently waitlist-only. If you want to try Peel when it opens: usepeel.com submitted by /u/Leather-Arachnid-510 [link] [comments]

Hey all — solo project I worked on this summer (I'm a teacher, so I had some free time on summer break). The idea: instead of buying another dedicated digital picture frame, AnyFrame turns whatever old tablet, phone, laptop, or even a TV's browser you already have into a live, always-on photo frame. Upload photos or GIFs from another device and they show up on the frame. A few things I focused on: Real animated GIF support — GIFs actually animate rather than being flattened into static images Remote photo management — add and manage photos from another device Fully offline Local Vault mode — no account, no internet, and photos never leave the device One-time purchase ($14.99) — no subscript…

FOR FREE!!! Hey! I help people design and develop their Mobile Apps. I can help you design features, solve your UX problems, suggest solutions for user drop off and more. All for FREE. I am launching an instagram series where I review other people's apps and give my feedback. You won't pay me, but you will help me make content. P.S. You can get a private review as well. Just in case you need to keep your product private for now. Cheers! submitted by /u/fayntom8 [link] [comments]

Most free file converters send your document to a server you know nothing about, surrounded by ad and analytics scripts. I wanted the opposite, so I built toolsmith: 21 tools for images, PDFs, video and audio that run entirely inside the browser tab. https://toolsmith.writingdeveloper.blog/en No account, no ads, no watermark, and no size limit beyond your own RAM. The part I'm most pleased with isn't a feature, it's the test suite. "Runs in your browser" is easy to say, so every one of the 21 tools has a test that performs a real conversion with request interception on and fails if any outbound request contains part of the file. If I ever break that promise, CI catches it before you do. Thr…

I recently launched CampGazer, a website for discovering campgrounds and planning camping trips. I built it because campground information is often scattered across state park websites, reservation systems, Google Maps, campground directories, and individual campground sites. I wanted one place where you could quickly browse campgrounds, compare useful details, and plan a trip. I'm at the point where feedback is much more valuable than adding another feature. I'd especially love input on: • Is it immediately clear what CampGazer does? • What feels confusing or unnecessary? • What would make you actually come back and use it for a camping trip? • What feature or information feels obviously m…

Hey everyone! 👋 I am building a crowdfunding and donation platform, and I am looking for a frontend developer to collaborate with me. Tech stack: Next.js, React, Tailwind CSS, GitHub. The frontend is already in development, but I need someone who can help build new pages, improve the UI, make it responsive, and connect the frontend with APIs. I am looking for someone who enjoys building projects. submitted by /u/JU5TU5LILMC [link] [comments]

I've recently been trying to find new places to work out of. My "side project" became my full time work now, and I was working from home a lot. That got really repetitive, so I wanted to step out more and try out different spots around the city (mine is SF). Found this cool spot called "The Interval @ Long Now" in Fort Mason, San Francisco. What's y'alls favorite spot to work out of? submitted by /u/matt8p [link] [comments]

I built a website that gives you TV recommendations based on your mood I was feeling down and needed an uplifting show to watch so I built a website that recommends TV shows based on how I want to feel. By the way, I was watching short dramas (which I've come to realize are depressing and crazy as hell) so I need more uplifting shows. Check it out at - https://www.feelmetv.com If a free. Just something for fun. Let me know what you think! Thanks for your comments - I found some bugs and fixed them. Give me more comments so I can make the product better. Maybe I should add more shows? submitted by /u/sumizeit [link] [comments]

Hey Reddit! Today, we're going to set up our own personal VPN using Hysteria2 and VLESS with no accounts or registration required. You might not have heard of these protocols yet, mostly because they gained massive popularity in places with heavy internet surveillance where governments constantly try to pry into every corner of your private life, specifically Iran and Russia. That said, the global trend is moving toward tighter control over what people can do and watch online: new restrictions, broader monitoring requirements, and fresh justifications for both. Governments that used to stay out of internet regulation are increasingly experimenting with heavier censorship. Nobody can guarant…

Posting this while it’s still small, because everything I read in this space is written after the fact by someone with a number to show off. What it does: scans an area, scores every business on how likely they are to actually buy (review count, rating, whether they have a Facebook page or nothing at all), then generates a real one-page preview site for the ones worth pitching. The idea is that you send someone their site rather than asking whether they want one. Where it actually is: two previews have ever been billed. No reviews, no case studies, no named customer. The lead scoring works and there’s a real scan behind it — 34 businesses in Dundee, 29 with no website — but I’m not going to…

I spent about 3 months building an offline reader app and launched it a month ago. So far... barely any users. I honestly don't know what I'm doing wrong. I cared a lot about making the app feel smooth and native, so I ended up building Android and iOS separately instead of using one cross-platform codebase. Probably way more work than I needed to do, but I wanted it to feel good on both platforms. I use it myself pretty much every day, and I thought other people might find it useful too. Apparently not 😂 I've tried posting about it here and there and doing some promotion, but nothing has really worked. Maybe the app just isn't interesting enough. Maybe I'm terrible at marketing. Maybe ther…

Been thinking about how products get discovered when an agent is the one choosing the tool. So I built District Billboard. It adds a clearly labeled sponsor tool to relevant agent requests and reports when it gets shown or called. I need a few indie products to test with. If you’re building something agents might recommend, I’d love to talk. https://districtindustries.com/billboard submitted by /u/tryblanked [link] [comments]

Long-time kettlebell lifter. Got tired of logging in spreadsheets because Strong/Hevy/etc don’t really get complexes, get-ups, or EMOM mid-set. App’s been live a few months. Offline, big buttons, complexes as one round, timers that don’t fall over, CSV/JSON export if you still want the spreadsheet safety net. I use it for my own training and keep shipping whatever still annoys me. https://www.kettlebellprotocol.app/ Feedback welcome, especially from people who already have a logging system. submitted by /u/EQuimper [link] [comments]

Product analytics told you what happened. We handle it. Discussion | Link

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Record doctor visits and get clear summaries Discussion | Link

A 360 camera, gimbal, and 3D scanner in one Discussion | Link

Your most personal Pixel yet Discussion | Link

Create AR experiences with AI, no code required! Discussion | Link

Stops AI agents before they break something Discussion | Link

Figma for markdown Discussion | Link

Let AI agents transcode and process video Discussion | Link

Browser for your agent. Runs local in a window you can see Discussion | Link

Move AI chats between ChatGPT, Claude & Gemini in one click Discussion | Link

Audit AI search structure. Dry run fixes. Receipts. Discussion | Link

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Test firmware on a virtual chip with no hardware needed Discussion | Link

2K+ free hand-drawn illustrations for your projects, CC0 Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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Millow, the Gothenburg-based FoodTech company producing mycelium-based protein ingredients for foodservice, has closed a €2 million funding round to expand its production capacity and scale its commercial team for the Nordic foodservice market. The round was led by serial entrepreneur and angel investor Magnus Emilson, with participation from Jan Enhager, co-founder of Vitamin Well, the […]

The post Gothenburg’s Millow secures €2 million to scale clean-label protein made from oats and mycelium appeared first on EU-Startups.

What is the one habit that got you here that is quietly killing you right now? I put that question to a room full of founders at the EU-Startups Summit in Malta this May, and I could see it land. Every founder in that room had a habit they were proud of – a personal […]

The post Unlearn or expire: Why unlearning speed matters more than learning speed appeared first on EU-Startups.

Swedish AI software creation platform Lovable has raised €343 million ($400 million) in Series C funding at a €11.4 billion ($13.3 billion) valuation, as the Stockholm-based company looks to expand its platform, infrastructure and global team. The round was led by Menlo Ventures and co-led by the Scaleup Europe Fund, managed by EQT. New investors include […]

The post Lovable raise €343 million Series C to expand its platform, infrastructure and global team appeared first on EU-Startups.

Entravel Group, the TravelTech founded in 2026, has raised €6.5 million ($7.5 million) in funding to secure larger supplier credit facilities, process higher booking volumes and expand its white-label model into traditional travel. The round was co-led by Ethereal Ventures and Finality Capital, with participation from GSR, Varrock, G1 Ventures, Seier Capital, Veris Ventures, Funfair […]

The post Entravel Group raises €6.5 million to secure larger supplier credit facilities appeared first on EU-Startups.

Cybersecurity startup, Cytix, has announced a €6 million ($7 million) Series A funding round to accelerate the company’s mission to tackle the problems created by rapid software change. The round has been led by Northern Gritstone, a UK venture capital and investment firm that funds science and technology startups in the North of England, with […]

The post UK cybersecurity startup Cytix raises €6 million Series A to tackle AI-driven software change risks appeared first on EU-Startups.

The blue economy is no longer limited to traditional activities such as fishing, shipping, or offshore energy. A new generation of startups is applying climate technology, AI, robotics, biotechnology, and advanced water treatment to make the use of oceans and water resources cleaner, safer, and more efficient. EU-Startups’ 2026 coverage shows Europe’s blue economy attracting […]

The post Innovation is reshaping the blue economy! Meet 10 European startups leading the shift appeared first on EU-Startups.

Exobiosphere, the Luxembourg-based space BioTech startup working on drug discovery and biomedical research in microgravity, has been awarded €1 million in non-dilutive funding through Luxembourg’s Jeune Entreprise Innovante (JEI) aid scheme. The grant, administered by the Ministry of the Economy, will go toward the company’s commercial expansion, operations, and the scale-up of its orbital high-throughput […]

The post Luxembourg’s space BioTech Exobiosphere secures €1 million to find “cures from space” appeared first on EU-Startups.

Quartr, the Stockholm-based company behind the world’s leading first-party data layer for institutional finance and AI, has closed an €15.6 million ($18 million) funding round to accelerate product development and widen its coverage of public company data worldwide. The round was led by existing backer Altos Ventures, with new investor SEB also participating. With this […]

The post Stockholm’s Quartr lands €15.6 million to expand its AI-ready public company IR data coverage appeared first on EU-Startups.

Europe loves founder stories. We celebrate the courage it takes to build something from nothing, challenge established industries and create entirely new markets. Rightly so. Europe needs more ambitious founders willing to build the companies of tomorrow. Like many people in the investment and startup ecosystem, I have long associated entrepreneurship with the act of […]

The post What Europe’s oldest companies can teach its newest startups appeared first on EU-Startups.

Zerolook, a Zug-based startup offering a business-to-business flight shopping API, today announced a €1.6 million (CHF 1.5 million/ $1.9 million) pre-Seed funding round. The round was led by London-based Playfair, with participation from Vento Ventures, TrueSight Ventures, Alpha Venture and angels from technology, travel and financial services. Simone Lini, CEO and co-founder of Zerolook, said, […]

The post Zug-based Zerolook raises €1.6 million to tackle AI-driven flight search costs appeared first on EU-Startups.

Vertical Aerospace, a Bristol-based aerospace tech company that builds all-electric, vertical take-off and landing aircraft (eVTOLs), has announced about €86.6 million ($100 million) in financing commitments from existing and new investors The financing is intended to support progress toward certification and commercialisation of Valo, its piloted, four-passenger eVTOL aircraft. “Following the momentum generated by our […]

The post Bristol’s electric ‘air taxi’ developer Vertical Aerospace secures €86.6 million in financing commitments appeared first on EU-Startups.

Today sees the expansion of QuBriC, Europe's first Marie Skłodowska-Curie Actions (MSCA) Doctoral Network dedicated to quantum error correction (QEC), with the addition of fault-tolerant quantum computing scaleup Alice & Bob.

Quantum error correction is widely recognised as the key to building scalable, fault-tolerant quantum computers.

QuBriC aims to bridge that divide by training researchers across the full quantum error correction stack - from theory and algorithms to hardware implementation.

"Quantum error correction sits at the heart of any fault-tolerant quantum computer, interacting with all aspects of it.

Advised by Nobel Prize-winning researchers, Alice & Bob specialises in cat qub…

Swedish vibe-coding startup Lovable has raised $400m in new funding, at a $13.3bn valuation, more than double its valuation at its last funding round, in a round which was co-led by Europe’s new €5bn investment fund.

Lovable, one of Europe’s most prominent startups, has raised a Series C round which was co-led by Silicon Valley investor Menlo Ventures and the Scaleup Europe Fund, managed by EQT.

The new funding is more than double Lovable’s December 2025 $6.6bn valuation when it raised $330m.

Other investors in the round include Europe’s Balderton Capital and Carmignac, Latin America-based Kaszek Ventures and LTS Growth, Asia’s Tencent and World Innovation Lab and US-based investor Regent.

…

The VC giant, which has backed Lovable, Synthesia and other current prominent European startups, has raised an enlarged $800m fund to invest in early-stage startups across Europe and Israel as part of an overall $3.5bn raise to invest in early-stage startups globally.

Accel, which has offices in Silicon Valley, London and Bangalore, has raised $3.5bn in new funds in total, which is split across four funds.

These are $1.35bn for a global expansion fund, geared to larger early-stage rounds and follow-on investments; $800m for investing in US startups; $800m targeting European and Israeli investments; and $550m placing bets on Indian startups.

Accel said: “These funds support our early-stage s…

MSCA Doctoral Networks bring together universities, research organisations and businesses to train doctoral researchers while tackling real-world innovation challenges.

Doctoral Networks recruit and train doctoral candidates through joint research projects.

A recent study of selected industry-focused MSCA Doctoral Networks found that some highly innovative projects generated almost one patent each, illustrating the programme's contribution to knowledge transfer and commercialisation.

Cross-sector collaboration is at the heart of the MSCA, enabling researchers and businesses to exchange knowledge, build long-term partnerships and develop skills that can support innovation.

By strengthening c…

Traveltech company Entravel Group has raised $7.5 million in funding to expand its white-label travel platform and develop a stablecoin-enabled financial layer for the travel industry.

The round was co-led by Ethereal Ventures, chaired by Ethereum co-founder Joseph Lubin, and Finality Capital, with participation from GSR, Varrock, G1 Ventures, Seier Capital, Veris Ventures, Funfair Ventures and WTG Ventures.

Entravel Group provides technology that enables companies to offer travel booking services under their own brands without having to build and manage supplier integrations and booking systems themselves.

Entravel Group is also developing technology for AI-driven travel transactions.

The …

Cytix is addressing security challenges created by the growing pace of software development, as AI-assisted coding, agentic workflows and continuous delivery increase the volume and frequency of software changes.

We launched Cytix’ change risk management platform to get control of that risk,said Ben Armstrong, CEO of Cytix.

Cytix's platform is designed to help organisations assess the security implications of software changes as they occur.

It continuously monitors software changes and updates, analyses the risks they introduce, determines the appropriate security response and validates how those risks have been addressed.

The platform operates between a customer's software development life…

Helsinki-based STRGY AI has raised €1 million in angel funding to support the commercial growth and further development of StrategyOS, its AI-powered strategy execution platform.

STRGY AI has developed StrategyOS to help organisations translate strategic plans into measurable day-to-day actions.

The platform gives leadership teams a continuous view of how work across an organisation aligns with strategic priorities, replacing static plans and periodic reporting with ongoing monitoring of execution.

The platform is already being used by early customers across consumer brands and private equity-backed companies, while additional enterprise deployments are underway.

STRGY AI is also preparing …

Technology company Again has acquired industrial biotechnology company Genomatica (Geno), bringing together their capabilities in bioprocess engineering, computational biotechnology and industrial-scale manufacturing.

Again develops multi-feedstock production pathways for manufacturing industrial products from different raw materials.

Genomatica has focused on developing biotechnology processes for producing chemicals and materials from renewable feedstocks, complementing Again’s work on feedstock-independent technologies and industrial scale-up.

Geno pioneered AI and computational biotechnology for molecule discovery and design.

The combined company plans to operate through several commerc…

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.