TerminalBench involves more varied computer tasks, but when the agents need to write code, they write Python.

Fortunately there’s AutoCodeBench, which doesn’t just test different models— it tests across 20 different programming languages.

No wonder we built programming languages that fake the real world and read like plots: first do this, then do that, now check if it worked.

And now we have these LLMs and everyone is worried that machines will write code that humans can’t read.

Now LLMs write code, humans read and debug.

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A Linux distribution designed for those who value peace and productivityOptimized & Light Zenclora provides a high-performance, balanced, and stable system with an optimized kernel.

Beautiful Design A stylish and minimal interface with customized GNOME desktop.

Modern design that's easy on the eyes.

Everything is Easy No more complex Linux usage.

%100 Open Source Open source.

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MariaDB Galera Cluster is an active-active replication system for MariaDB which allows reads and writes on every node.

In 2025 MariaDB acquired Codership Oy, bringing Galera Cluster under the MariaDB umbrella.

The Galera Cluster Usage Guide promises that “Standard SQL transactions ( START TRANSACTION , COMMIT , ROLLBACK ) work as expected.” From this one might assume that MariaDB with Galera Cluster supports the same consistency models as a single MariaDB node.

2 Test DesignWe adapted Jepsen’s existing test suite for MySQL & MariaDB to set up three-node clusters of MariaDB with Galera Cluster, running on Debian Trixie.

Infrequently, MariaDB Galera Cluster lost the effects of committed…

Every layer of review makes you 10x slowerWe’ve all heard of those network effect laws: the value of a network goes up with the square of the number of members.

It goes back to the annoyingly true observation I started with: every layer of review is 10x slower.

The second QA team basically serves to evaluate how well the first QA team is doing; if the first QA team keeps missing defects, fire them.

The job of a code reviewer isn't to review code.

(Think of the people who first created "go fmt" and how many stupid code review comments about whitespace are gone forever.

At Amazon warehouses, workers are injured at three times the rate of warehouse workers at competing firms.

Between social media surveillance and on-the-job surveillance, Amazon has built a powerful training set for algorithms designed to crush workplace democracy.

That's how things go for Amazon's warehouse workers and delivery drivers, and the shelf-stockers at Whole Foods.

The only thing that stopped Jeff Bezos from treating his programmers like his warehouse workers is their scarcity.

That's why Amazon tech workers walked out in support of Amazon warehouse workers:https://pluralistic.net/2021/01/19/deastroturfing/#real-powerWhich led to their prompt dismissal:https://pluralistic.net/2020…

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AnswerThis is building the operating system for scientific knowledge inside enterprises.

Semantic search has improved things, but finding the right evidence across fragmented sources remains a massive unsolved problem.

Scientists spend months creating static, one-time documents that never update, are impossible to search, and decay the day they're published.

We're building the system that makes research a living, compounding asset instead of a disposable artifact.

If you've only operated inside large engineering orgs with established processes, or if you optimize for technical elegance over business impact, this isn't the right fit.

Beyond Meat CEO Ethan Brown has said, “It’s just not the moment for plant-based meat,” following the company’s recent rebrand.

Beyond Meat rebranded as Beyond The Plant Protein Company last week, amid what Brown described as a “period of confusion” around plant-based proteins.

Protein supports muscle health, while fiber supports a healthy gut.”‘It’s just not the moment for plant-based meat right now’Brown told The Associated Press that he still believes plant-based meat could become a “much more dominant choice” in the coming years, but that Beyond has to navigate what he referred to as a “period of confusion” around plant-based foods.

A 2025 report by the UK government found no association…

Introducing LeanstralWe release Leanstral, the first open-source code agent designed for Lean 4.

Leveraging parallel inference with Lean as a perfect verifier, Leanstral is both performant and cost-efficient against existing closed-source competitors.

We compare Leanstral against leading coding agents (Claude Opus 4.6, Sonnet 4.6, Haiku 4.5) and open-source models (Qwen3.5 397B-A17B, Kimi-K2.5 1T-A32B, GLM5 744B-A40B).

Leanstral vs. OSS ModelsLeanstral-120B-A6B demonstrates a significant efficiency advantage over its much larger open-source peers.

Model Cost ($) Score Haiku 184 23.0 Sonnet 549 23.7 Opus 1,650 39.6 Leanstral 18 21.9 Leanstral pass@2 36 26.3 Leanstral pass@4 72 29.3 Leanstral…

NVIDIA Vera CPU Delivers the Highest Performance and Energy Efficiency for Data Processing, AI Training and Agentic Inference at ScaleNews Summary:The NVIDIA Vera CPU delivers results with twice the efficiency and 50% faster than traditional CPUs.

GTC—NVIDIA today launched the NVIDIA Vera CPU, the world’s first processor purpose-built for the age of agentic AI and reinforcement learning — delivering results with twice the efficiency and 50% faster than traditional rack-scale CPUs.

The NVIDIA Vera CPU builds on the success of the NVIDIA Grace™ CPU , enabling organizations of all sizes and across industries to build AI factories that unlock agentic AI at scale.

Across all configurations, Vera…

"They pulled me out instead and began jumping on my back," he said.

"Then they took me to a corner and questioned me about who had been in the car.

I told them it was my mother and father.

They accused me of lying and started beating me."

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Meta recognizes the long-term benefits of jemalloc, a high-performance memory allocator, in its software infrastructure.

While some decisions delivered immediate benefits, the resulting technical debt eventually slowed progress.

In the spirit of collaboration, we have reflected deeply on our stewardship and its impact on jemalloc’s long-term health.

We’ve started an effort to remove technical debt and rebuild a long-term roadmap for jemalloc.

Our hope is that, over time, our renewed commitment will be evident in the health and progress of jemalloc.

The Skills Security Index is a centralized repository providing security risk analysis for agentic AI skill definitions.

As AI agents increasingly rely on modular skills to perform tasks, the instructions used to define these skills become a critical attack surface.

This index helps security engineers and developers understand the potential "blast radius" of any given skill before deployment.

Such as identifying when a skill's prompts encourage an agent to bypass guardrails or perform sensitive operations without oversight.

We perform a deep scan of the skill's identity, its instructions, and associated code to build a comprehensive security profile.

Comments

What got me thinking about the size of the small web was my use of feed aggregators in Gemini.

As in the regular web, Gemini feeds are usually in ATOM or RSS format – XML documents with a particular layout, described by a specification.

So I wondered: could I implement something similar for the small web as a whole?

Still, I reasoned, the small web is, well, small.

It’s good news, because the small web is very much alive, and growing.

The American Healthcare ConundrumThe US spends ~$14,570 per person on healthcare.

Each issue identifies one fixable problem, quantifies the waste from primary federal data, and recommends a specific policy fix.

Step therapy reform — requiring OTC equivalents before prescription coverage activates — would redirect roughly $0.6 billion per year in unnecessary spending.

International reference pricing — benchmarking Medicare negotiations against what Germany, France, Japan, UK, and Australia pay — would save approximately $25 billion per year.

About This ProjectEvery analysis uses primary sources: CMS cost reports, Part D claims data, OECD health statistics, RAND pricing studies.

Meet Chambie, your AIOps teammateSetting up GPU infrastructure across clouds, creating training jobs, and fixing or optimizing them shouldn't be hard.

That's why we built Chambie, your all-in-one AIOps teammate to accelerate ML team velocity.

No more infra setup, no more missed failures.

Chambie handles everything automatically.

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Hi HN, we’re Yarik and Vlad from VOYGR ( https://voygr.tech/ ), working on better real-world place intelligence for app developers and agents.

We're building an infinite, queryable place profile that combines accurate place data with fresh web context like news, articles, and events.

Vlad worked on the Google Maps APIs as well as in ridesharing and travel.

We realized nobody was treating place data freshness as infrastructure, so we're building it.

If you're dealing with stale place data in your own products, we'd especially love to hear what breaks.

Godogen: Claude Code skills that build complete Godot 4 projectsWatch the demos · PromptsYou describe what you want.

How it worksTwo Claude Code skills orchestrate the entire pipeline — one plans, one executes.

Runs on commodity hardware — any PC with Godot and Claude Code works.

Open Claude Code in that folder and tell it what game to make — the /godogen skill handles everything from there.

Claude Code with Opus 4.6 delivers the best outcome.

Our payload search was built on ClickHouse, which we chose specifically for its analytical query performance.

But as our data grew, search queries started taking 30+ seconds — and sometimes they simply timed out.

When a webhook arrives, the request, its events, and the searchable payload all share the exact same created_at value.

50 string buckets hit a sweet spot for our payload sizes — which, as it turns out, is the same number Sentry landed on independently.

This is handled by a simple conversion function:function patternKeyToRegex (key : string ) : string { const parts = key .split ( '%' ); const escaped_parts = parts .map ((part) => part .replace ( /[.

The AuthorRiccardo MoriWriter.

Translator.

Mac consultant.

Enthusiast photographer.

• If you like what I write, please consider supporting my writing by purchasing my short stories, Minigrooves or by making a donation.

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Comments

Every layer of review makes you 10x slowerWe’ve all heard of those network effect laws: the value of a network goes up with the square of the number of members.

It goes back to the annoyingly true observation I started with: every layer of review is 10x slower.

The second QA team basically serves to evaluate how well the first QA team is doing; if the first QA team keeps missing defects, fire them.

The job of a code reviewer isn't to review code.

(Think of the people who first created "go fmt" and how many stupid code review comments about whitespace are gone forever.

32‑bit IPv4 address.

If you own an IPv4 address, you automatically own the entire 96‑bit subspace beneath it.

Every IPv4 address becomes the root of a vast extended address tree.

Customers who wanted a dedicated IPv4 address could still have one — for a fee.

A user stuck on IPv4 can ask the IPv6 world for a way in.

MariaDB Galera Cluster is an active-active replication system for MariaDB which allows reads and writes on every node.

In 2025 MariaDB acquired Codership Oy, bringing Galera Cluster under the MariaDB umbrella.

The Galera Cluster Usage Guide promises that “Standard SQL transactions ( START TRANSACTION , COMMIT , ROLLBACK ) work as expected.” From this one might assume that MariaDB with Galera Cluster supports the same consistency models as a single MariaDB node.

2 Test DesignWe adapted Jepsen’s existing test suite for MySQL & MariaDB to set up three-node clusters of MariaDB with Galera Cluster, running on Debian Trixie.

Infrequently, MariaDB Galera Cluster lost the effects of committed…

verify_license ( & lic )) { fprintf ( stderr , " invalid license" ); return 1 ; } return app_main (); }Now a potential attacker is in a tough spot.

Let’s look at the compiled code from iteration 2:$ objdump -d -M intel app | grep -A 30 ':' 000000000000122a : 122a: 55 push rbp 122b: 48 89 e5 mov rbp,rsp 122e: 48 83 ec 10 sub rsp,0x10 1232: 89 7d fc mov DWORD PTR [rbp-0x4],edi 1235: 48 89 75 f0 mov QWORD PTR [rbp-0x10],rsi 1239: 83 7d fc 02 cmp DWORD PTR [rbp-0x4],0x2 123d: 74 2c je 126b 123f: 48 8b 45 f0 mov rax,QWORD PTR [rbp-0x10] 1243: 48 8b 10 mov rdx,QWORD PTR [rax] 1246: 48 8b 05 f3 2d 00 00 mov rax,QWORD PTR [rip+0x2df3] 124d: 48 8d 0d e3 0d 00 00 lea rcx,[rip+0xde3] 1254: 48 89 ce m…

I’ve added human.json to my website Seth Larson @ 2026-03-14Evan Hahn recently blogged about adding support for the “ human.json protocol” to his website.

I've followed along, and added a /human.json file to my website and rel="human-json" in a element to the section of my HTML.

The script below is what I ended up with:import contextlib import pathlib import json import datetime import re import urllib import opml import urllib3 import bs4 http = urllib3 .

human_json_url = resp .

add ( human_json_url ) human_json [ "vouches" ] .

Arno Schütze / Bloomberg:

Berlin-based Upvest, which builds trading APIs for neobanks and retail lenders, raised $90M in equity, sources say at a $735M valuation, up from ~$413M in 2024 — German fintech Upvest, which supplies brokerage technology to neobanks such as Revolut and to retail lenders …

Bloomberg:

Samsung says it is winding down sales of its $2,899 Galaxy Z TriFold in South Korea and the US once it clears inventory, after just three months on the market — Samsung Electronics Co. is winding down sales of its Galaxy Z TriFold smartphone after roughly three months on the market …

Nilay Patel / The Verge:

Q&A with CEO Jim Lanzone on Yahoo being “very profitable”, its new AI search engine, focusing on sports content, including original video and podcasts, and more — Today, I'm talking with Jim Lanzone, who is the CEO of Yahoo. — It's basically impossible to sum up the Yahoo story …

Nathan Lambert / Interconnects AI:

Open models will largely lose if they keep chasing closed frontier AI models; instead, open models should serve as complementary tools to closed agents — Markets, capabilities, cope, and bewilderment in the industrialization of language models. — Article voiceover

Tyler Wilde / PC Gamer:

Nvidia says game developers have full “artistic control over DLSS 5's effects”, following backlash alleging that the AI rendering tech altered source material — The first demo for Nvidia's new AI rendering technique doesn't do much to combat the perception that generative AI homogenizes artwork.

Reuters:

Alibaba launches Wukong, an enterprise AI platform that coordinates multiple AI agents to handle complex tasks like document editing, currently in beta — Alibaba Group (9988.HK) on Tuesday launched an artificial intelligence platform for enterprises targeting automation …

Mistral AI:

Mistral releases Small 4, its first model to unify reasoning, multimodal, and coding capabilities of its flagship Magistral, Pixtral, and Devstral models — Today, we are announcing Mistral Small 4. This model is the next major release in the Mistral Small family.

Emanuel Fabian / The Times of Israel:

A reporter details harassment and death threats from gamblers trying to win a Polymarket bet if he doesn't change his report on a missile impact in Israel — Bettors are using death threats to try to get The Times of Israel's military correspondent to change his report on a missile impact in central Israel.

Marina Temkin / TechCrunch:

Fuse, which offers AI-powered loan origination software to credit unions and other financial institutions, raised a $25M Series A — In 2023, after three years of building an automotive lending startup, Fuse co-founders Andres Klaric and Marc Escapa realized that LLMs could modernize something …

Jacob Krol / TechRadar:

How Disney Imagineering built an Olaf robot, set to arrive at Disneyland Paris this month, and taught it to move via reinforcement learning and simulation — The next-gen robot arrives at Disneyland Paris this month — It's been less than five months since Walt Disney Imagineering showed off …

Berber Jin / Wall Street Journal:

In an all-hands meeting, Fidji Simo told OpenAI staff not to be distracted by “side quests” and said Anthropic's success should serve as a “wake-up call” — A top leader urges staff not to be distracted by ‘side quests’ as the company plans shift of resources to coding, enterprise businesses

Duncan Riley / SiliconANGLE:

RoboForce, which is developing robotics systems to perform physically demanding industrial work, raised $52M led by YZi Labs, bringing its total funding to $67M — Robotics startup RoboForce Inc. announced today that it has raised $52 million in new funding to accelerate …

Sebastian Moss / DatacenterDynamics:

Nvidia announces the Nemotron Coalition, which includes Thinking Machines Lab, Cursor, and Mistral and will develop an open model trained on Nvidia DGX Cloud — Locking in open source support — Nvidia has launched an open AI model development coalition, named Nemotron, and will provide compute.

Robbie Whelan / Wall Street Journal:

Nscale acquires American Intelligence & Power, which owns a 2,250-acre data center campus in West Virginia, where it plans to build up to 8GW of compute by 2031 — Cloud computing startup Nscale has acquired American Intelligence & Power, the owner of a 2,250-acre data center campus in West Virginia …

Ryan Lawler / Axios:

Austin-based Ironlight, which is building a regulated marketplace for tokenized securities, raised a $21M Series A; its platform received FINRA approval in 2025 — Ironlight, which is building a regulated marketplace for tokenized securities, raised $21 million in Series A funding …

AstrBot is an open-source all-in-one Agent chatbot platform that integrates with mainstream instant messaging apps.

✨ AI LLM Conversations, Multimodal, Agent, MCP, Skills, Knowledge Base, Persona Settings, Auto Context Compression.

Update astrbot :uv tool upgrade astrbotDocker DeploymentFor users familiar with containers and looking for a more stable, production-ready deployment method, we recommend deploying AstrBot with Docker / Docker Compose.

Launcher DeploymentFor desktop users who also want fast deployment and isolated multi-instance usage, we recommend AstrBot Launcher.

Platform Maintainer QQ Official OneBot v11 protocol implementation Official Telegram Official Wecom & Wecom AI Bot …

Limited Memory Iteration: Current memory is just a record of user interactions, lacking Agent-related task memory.

The OpenViking SolutionOpenViking is an open-source Context Database designed specifically for AI Agents.

│ └── memories/ │ ├── preferences/ │ │ ├── writing_style │ │ └── coding_habits │ └── ... └── agent/ # Agent: skills, instructions, task memories, etc.

The system will asynchronously analyze task execution results and user feedback, and automatically update them to the User and Agent memory directories.

Let's work together to define and build the future of AI Agent context management.

For Linuxcurl -L -o lightpanda https://github.com/lightpanda-io/browser/releases/download/nightly/lightpanda-x86_64-linux && \ chmod a+x ./lightpandaFor MacOScurl -L -o lightpanda https://github.com/lightpanda-io/browser/releases/download/nightly/lightpanda-aarch64-macos && \ chmod a+x ./lightpandaFor Windows + WSL2The Lightpanda browser is compatible to run on windows inside WSL.

const browser = await puppeteer .

const context = await browser .

await page .

./wpt serveRun a Lightpanda browserzig build run -- --insecure_disable_tls_host_verificationThen you can start the wptrunner from the Demo's clone dir:cd wptrunner && go run .

Important License NoticeThis codebase and its associated model weights are released under FISH AUDIO RESEARCH LICENSE.

Quick StartFor HumanHere are the official documents for Fish Audio S2, follow the instructions to get started easily.

For LLM AgentInstall and configure Fish-Audio S2 by following the instructions here: https://speech.fish.audio/install/Fish Audio S2Best text-to-speech system among both open source and closed sourceFish Audio S2 is the latest model developed by Fish Audio.

The list is constantly expanding, check Fish Audio for the latest releases.

Rapid Voice CloningFish Audio S2 supports accurate voice cloning using a short reference sample (typically 10–30 seconds).

A Claude Code plugin that turns vague ideas into validated specs — before AI writes a single line of code.

Quick StartStep 1 — Install the plugin (in your terminal):claude plugin marketplace add Q00/ouroboros claude plugin install ouroboros@ouroborosStep 2 — Run setup (inside a Claude Code session):# Start Claude Code, then type: ooo setupooo commands are Claude Code skills — they run inside a Claude Code session, not in your terminal.

→ Reflect → next generation"This is where the Ouroboros eats its tail: the output of evaluation becomes the input for the next generation's seed specification."

— reflect.pyConvergence is reached when ontology similarity ≥ 0.95 — when the system has questione…

Promptfoo: LLM evals & red teamingpromptfoo is a CLI and library for evaluating and red-teaming LLM apps.

Stop the trial-and-error approach - start shipping secure, reliable AI apps.

Website · Getting Started · Red Teaming · Documentation · DiscordQuick Startnpm install -g promptfoo promptfoo init --example getting-startedAlso available via brew install promptfoo and pip install promptfoo .

You can also use npx promptfoo@latest to run any command without installing.

Set yours as an environment variable:export OPENAI_API_KEY=sk-abc123Once you're in the example directory, run an eval and view results:cd getting-started promptfoo eval promptfoo viewSee Getting Started (evals) or Red Teaming (v…

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

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

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practice makes claude perfectClick on this badge to show the latest best practiceClick on this badge to show implementation in this repoClick on this badge to see the Command → Agent → Skill orchestration workflowBoris Cherny on X (tweet 1 · tweet 2 · tweet 3)CONCEPTS🔥 HotSee orchestration-workflow for implementation details of Command → Agent → Skill pattern.

claude /weather-orchestratorComponent Role Example Command Entry point, user interaction /weather-orchestrator Agent Fetches data with preloaded skill (agent skill) weather-agent with weather-fetcher Skill Creates output independently (skill) weather-svg-creatorDEVELOPMENT WORKFLOWS🔥 HotOthersTIPS AND TRICKS■ Planning (2)always start …

SEO MachineA specialized Claude Code workspace for creating long-form, SEO-optimized blog content for any business.

This system helps you research, write, analyze, and optimize content that ranks well and serves your target audience.

Start with Research/research [topic]What it does:Performs keyword researchAnalyzes top 10 competitorsIdentifies content gapsCreates comprehensive research briefSaves to /research/ directoryExample:/research content marketing strategies for B2B SaaS2.

Originally developed for Castos, now available as an open-source tool for any business to streamline long-form SEO content creation.

Configure your context files (use the templates as your guide) Run /research [you…

AI Hedge FundThis is a proof of concept for an AI-powered hedge fund.

Table of ContentsHow to InstallBefore you can run the AI Hedge Fund, you'll need to install it and set up your API keys.

How to Run⌨️ Command Line InterfaceYou can run the AI Hedge Fund directly via terminal.

Quick StartInstall Poetry (if not already installed):curl -sSL https://install.python-poetry.org | python3 -Install dependencies:poetry installRun the AI Hedge Fundpoetry run python src/main.py --ticker AAPL,MSFT,NVDAYou can also specify a --ollama flag to run the AI hedge fund using local LLMs.

🖥️ Web ApplicationThe new way to run the AI Hedge Fund is through our web application that provides a user-friendly interfa…

Combined with RL training on AReaL, the 235B MoE model surpasses GPT 5 and achieves comparable performance with Gemini 3.0 Pro on $\tau^2$ -bench!

Thanks to the outstanding contribution from @HwVanICI, we are excited to officially announce stable support for AReaL training on Ascend NPU devices!

[2025/08/30] Introducing ASearcher, a state-of-the-art search agent built with AReaL's end-to-end asynchronous RL training.

[2025/06/03] (v0.3, boba²) We release boba² (double-boba) for fully asynchronous RL training, which achieves 2.77× speedup while delivering comparable or superior training performance compared to synchronous systems.

Furthermore, asynchronous RL significantly simplifies multi-t…

Vane 🔍Vane is a privacy-focused AI answering engine that runs entirely on your own hardware.

Simply run the following command:docker run -d -p 3000:3000 -v vane-data:/home/vane/data --name vane itzcrazykns1337/vane:latestThis will pull and start the Vane container with the bundled SearxNG search engine.

docker run -d -p 3000:3000 -v vane-data:/home/vane/data --name vane vane Access Vane at http://localhost:3000 and configure your settings in the setup screen.

To fix this issue you can:Check your Ollama API URL: Ensure that the API URL is correctly set in the settings menu.

To fix this issue you can:Check your Lemonade API URL: Ensure that the API URL is correctly set in the settings menu.

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Your Code is Your InfraVoid scans your source code, detects what you use, and automatically provisions every resource.

No config files.

No dashboard clicks.

Locally and in the cloud.

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Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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.

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Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

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

At an unbeatable price.

Squarespace – A website makes it real!

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

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

At an unbeatable price.

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

Squarespace – A website makes it real!

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

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Forget Amazon. These Costco deals will help you save substantially on everything from household goods to Apple devices.

At GTC, Nvidia made several investments in the technology, ranging from new models to support for the data that makes or breaks physical AI systems.

Edge AI and space computingNvidia is also working with T-Mobile and Nokia to speed up physical AI using AI radio access network (AI-RAN) infrastructure in remote locations.

Nvidia's partnership uses T-Mobile's existing infrastructure to support that for the development of physical AI.

To accompany its focus on physical AI, Nvidia also announced its Physical AI Data Factory Blueprint, an "open reference architecture that unifies and automates how training data is generated, augmented and evaluated, reducing the costs, time and complexity of trai…

Get your first two months of Paramount+ for under $3 a month with this deal, so you can catch up on Landman, South Park, and Star Trek: Strange New Worlds.

Do you need one access point or full-home coverage? Here's what a networking expert suggests after testing both in the long term.

Nvidia argues that AI economics are better when all the parts are from Nvidia.

The image Nvidia suggested to the media for its GTC conference in San Jose, Calif., this week is a line of 40 rectangles representing data center server racks of various kinds.

The implicit message of the imposing wall of racks is that Nvidia, if it doesn't already, will ultimately own all processing in the data center, from one end to the other.

He said the Vera CPU rack can be one and a half times faster on single-threaded CPU tasks versus existing x86 CPUs.

The new data storage rack, explained Buck, is "a high-bandwidth shared layer optimized for storing and retrieving the massive key-value cache data generate…

ZDNET's key takeawaysNvidia's NemoClaw aims to make OpenClaw agents more secure.

OpenClaw agents are highly capable, but come with risks.

The company is full steam ahead on AI agents -- and it's hoping its latest release can fix OpenClaw's security problem.

Nvidia said NemoClaw can optimize OpenClaw for privacy and security using Nvidia's Agent Toolkit, an open-source library for managing teams of AI agents.

Enterprises can create and deploy AI agents via cloud providers like AWS, Google Cloud, and Microsoft Azure, among others.

T-Mobile's credit card offering can save you money on your monthly bill, and gets you deals on dining, travel, and more.

With the introduction of the new MacBook Neo, Apple has added a new entry-level option to its lineup.

Also: After using MacBook Neo, it's clear Windows needs to rethink its PC strategy (and fast)But all that has changed.

The new MacBook Neo starts at $599 -- the same price as the latest affordable iPad Air M4 with 128GB of storage, bringing the MacBook experience to an accessible price point.

You want the more price-efficient optionBoth the MacBook Neo and iPad Pro start at $599, but the Neo is a little more cost-effective.

If the iPad Air M4 is a high-performing niche device, the Neo is more entry-level but also more versatile.

CMF Headphone Pro ZDNET's key takeaways The CMF Headphone Pro are available in three colors for $100, and are often discounted to around $70They deliver a great audio, design, and noise cancellation experience for their pricePeople looking for more premium accessories and performance should look elsewhere.

The CMF Headphone Pro are no different.

An exciting, fun vibeThe best part about the CMF Headphone Pro is their design.

The CMF Headphone Pro features custom 40mm drivers and supports high-res audio via the LDAC codec on compatible devices.

If you are in the market for a pair of headphones under $80, the CMF Headphone Pro are hard to beat.

Switch to gesture navigationUnless you are setting up your new Samsung Galaxy phone from an older model, it defaults to the older three-button navigation system.

You need to go to Settings > Display > Screen resolution to get the best available display experience.

Adjust lock screen notificationsPrakhar Khanna/ZDNETOne UI 7 has changed how notifications appear on your lock screen.

To change this, you can go to Settings > Notifications > Lock screen notifications > Cards.

Sign in or sign up for a Samsung accountI juggle between different phones but keep coming back to Samsung phones for One UI.

Picsart's AI agent marketplace will launch with four agents, then add more agents each week.

The SEC is working on a proposal to allow public companies to release earnings reports twice a year instead of quarterly, per the WSJ.

Nvidia announced an open enterprise AI agent platform, called NemoClaw, that is built off of viral OpenClaw.

Nvidia CEO Jensen Huang said he expects $1 trillion worth of orders for the chips.

Sen. Elizabeth Warren noted that Grok, xAI's controversial chatbot, has created harmful outputs for users and poses a potential national security risk.

Memories.ai is building a large visual memory model that can index and retrieve video-recorded memories for physical AI.

Grid Beyond's hardware and software coordinates several gigawatts of supply and demand to help balance the flow of electricity on the grid. The idea has attracted investors like Samsung Ventures.

The move could help Apple better compete with Adobe Premiere Pro and the Adobe Creative Cloud suite.

The three plaintiffs are seeking to represent anyone who had real images of them as a minor altered into sexual content by Grok.

Nvidia’s new DLSS 5 uses generative AI and structured graphics data to make video games more realistic. CEO Jensen Huang says the approach could eventually spread to other industries.

An anonymous reader quotes a report from Ars Technica: Since Andrej Karpathy coined the term "vibe coding" just over a year ago, we've seen a rapid increase in both the capabilities and popularity of using AI models to throw together quick programming projects with less human time and effort than ever before. One such vibe-coded project, Gaming Alexandria Researcher, launched over the weekend as what coder Dustin Hubbard called an effort to help organize the hundreds of scanned Japanese gaming magazines he's helped maintain at clearinghouse Gaming Alexandria over the years, alongside machine translations of their OCR text. A day after that project went public, though, Hubbard was issuing an…

More than 30 billion images captured by Pokemon Go players have helped train a visual mapping system developed by Niantic. The technology is now being used to guide delivery robots from Coco Robotics through city streets where GPS often struggles. Popular Science reports: This week, Niantic Spatial, part of the team behind Pokemon Go, announced a partnership with Coco Robotics, a company that makes short-distance delivery robots for food and groceries. Soon, those robot couriers will scoot around sidewalks using Niantic's Visual Positioning System (VPS)-- a navigation tool that can reportedly pinpoint location down to a few centimeters just by looking at nearby buildings and landmarks. Nian…

During today's Nvidia GTC keynote, the company introduced NemoClaw, a security-focused stack designed to make the autonomous AI agent platform OpenClaw safer. ZDNet explains how it works: NemoClaw installs Nvidia's OpenShell, a new open-source runtime that keeps agents safer to use by enforcing an organization's policy-based guardrails. OpenShell keeps models sandboxed, adds data privacy protections and additional security for agents, and makes them more scalable. "This provides the missing infrastructure layer beneath claws to give them the access they need to be productive, while enforcing policy-based security, network, and privacy guardrails," Nvidia said in the announcement. The compan…

An anonymous reader quotes a report from the Times of Israel, written by journalist Emanuel Fabian: On Tuesday, March 10, a massive explosion shook the city of Beit Shemesh, just outside Jerusalem, in yet another Iranian ballistic missile attack during the ongoing war. Rescue services scrambled to the scene in search of possible casualties, though as it turned out, the projectile had struck a forested area just outside the city, around 500 meters from homes. On The Times of Israel's liveblog that day, I reported that the missile had hit an open area and no injuries were caused, citing the rescue services, as well as footage that emerged showing the massive explosion caused by the missile's …

Encyclopedia Britannica has sued OpenAI, alleging its AI models were trained on nearly 100,000 copyrighted articles and sometimes reproduce or misattribute passages to the encyclopedia. The lawsuit also claims trademark infringement and argues tools like ChatGPT divert traffic away from Britannica and Merriam-Webster sites. Engadget reports: More specifically, Britannica alleged that OpenAI illegally used its "copyrighted content at a massive scale" when training its AI models. Not just with training, the encyclopedia company claimed that ChatGPT's responses to user queries sometimes contain "full or partial verbatim reproductions of [Britannica's] copyright articles." Along with claims of …

Apple has quietly announced the AirPods Max 2, featuring improved active noise cancellation, an H2 chip, and new features like adaptive audio and AI-powered real-time translation. Like the original model, these headphones start at $549. The Verge reports: As noted by Apple, the AirPods Max 2 offer active noise-cancellation that's 1.5 times more effective when compared to its predecessor. Transparency mode, which allows you to hear your surroundings while wearing the headphones, also sounds "more natural" with the AirPods Max 2, according to Apple. The AirPods Max 2 support 24-bit, 48kHz lossless audio when connected with a USB-C cable, as well as offer up to 20 hours of listening time on a …

AI infrastructure company Nebius signed a deal to provide up to $27 billion in AI computing capacity to Meta over the next five years, including a guaranteed $12 billion purchase by 2027. Reuters reports: Under the agreement, Meta will also buy an additional $15 billion worth of capacity planned by Nebius over the coming five years if it is not sold to other customers, giving the contract a total value of up to $27 billion, Nebius said. The deal is the latest example of U.S. tech giants' efforts to supplement their own AI data-centre build-outs by locking in scarce GPU and power capacity from "neocloud" providers like Nebius. Nebius CEO Arkady Volozh said the latest Meta deal would help "ac…

A German court ruled that TCL misled consumers by marketing certain TVs as "QLED" when they "do not deliver the color reproduction expected from QLED TVs." It has ordered the company to stop advertising or selling those models in Germany. TechRadar reports: The case was filed by Samsung, which claimed that TCL was running deceptive advertising, and more court cases on the same topic are coming in other countries, including the US. The lawsuits all make the same claim: that what TCL calls a QLED isn't a QLED as it's commonly understood, and that consumers are being mis-sold TVs as a result. The court found that TCL's quantum dot TVs, such as the QLED870 series available in Germany, didn't de…

An animated reboot of Firefly is in early development at 20th Television Animation with Nathan Fillion involved. The project has Joss Whedon's blessing and will be run by writers Tara Butters and Marc Guggenheim, with early concept art already underway. According to the Hollywood Reporter, "The series would be set in the timeline between the original, 11-episode TV run in 2002 and the 2005 feature film continuation, Serenity." You can watch Fillion announce the Firefly reboot on Instagram. When the first episode of the original series premiered in late 2002, Slashdot reader fm6 wrote: "Firefly, Joss Whedon's 'anti-Trek drama' premieres tonight, on Fox, 8 E/P. I normally despise hypespeak, b…

"A new type of battery storage is about to be deployed on the Midwestern grid for the first time," reports Electrek: Sodium-ion battery storage manufacturer Peak Energy and global energy company RWE Americas will pilot a passively cooled sodium-ion battery system in eastern Wisconsin on the Midcontinent Independent System Operator network — the first sodium-ion deployment on that grid. Peak Energy says its technology is specifically designed for grid-scale storage and leverages sodium-ion chemistry's inherent stability. Unlike many lithium-ion systems, sodium-ion batteries don't require active cooling and can operate over a wide temperature range without losing performance. That simpler des…

Starting in September, even Android developers not in Google's Play Store will still be required to register with Google to distribute their apps in Brazil, Singapore, Indonesia, and Thailand, with Google continuing "to roll out these requirements globally" four months later. Even developers distributing Android apps on the web for sideloading will be required to register, pay Google a $25 fee, and provide a government ID. But there's a new theory on what's secretly been motivating Google from an unnamed source in the "Keep Android Open" movement, writes long-time Slashdot reader destinyland: "You can't separate this really from their ongoing interactions with Epic and the settlement that t…

In 2024 Anthropic was sued over claims it infringed copyrights when training LLMs. But as they try to settle, they may have a problem. The Free Software Foundation announced Friday that Anthropic's training data apparently even included the book "Free as in Freedom: Richard Stallman's Crusade for Free Software" — for which the Free Software Foundation holds a copyright. It was published by O'Reilly and by the FSF under the GNU Free Documentation License (GNU FDL). This is a free license allowing use of the work for any purpose without payment. Obviously, the right thing to do is protect computing freedom: share complete training inputs with every user of the LLM, together with the complete …

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Что за вайб-кодинг такой

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

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

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

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

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

В сайд-бай-сайде вышла следующая версия

Изменения: Человекочитаемые URL для голосований

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

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

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

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

На странице голосования теперь тоже показывается количество проголосовавших.

На странице голосований можно прокручивать картинки перетаскиванием мыши

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

DemoModify scanned PDFs in secondsJust drag to select an area, copy it, and move it anywhere in the document.

Perfect for editing numbers, dates, and small text in scanned documents.

Status monitoring built for modern SaaSThe Uptime Institute reports that 70% of outages are preventable with better monitoring (Uptime Institute, 2024).

Built for SaaS founders who want to show their users what is going on, without the complexity of enterprise status page tools.

We are a team of three building a markdown editor. We have shown our web app here a few months ago (https://news.ycombinator.com/item?id=46144801) and got some great feedback that prompted the creation of a feature we want to show today – Kraa Trees.Trees are a collection of leafs (documents) that can contain anything from regular collaborative documents to real-real-time chats (try it out to see the real-real-time aspect of it).With this, anyone can now create a simple discord-like community (like in the main linked example), but there are other possible use cases, like - chapters in a book, collection of related documents, ...You don't need an account to try this out (or to use Kraa in ge…

Article URL: https://smartipedia.com/

Comments URL: https://news.ycombinator.com/item?id=47409475

Points: 1

# Comments: 1

Rosemary: development statusThe final piece of the Android decompilation/static analysis puzzle is native reverse engineering.

These instructions have been described using a DSL in this data format.

Then LLMs gave me the second method: use the uint test of capstone and llvm’s test data, and it’s works.

each do | h | it h [ "asm_text" ] do result = parse_ins ( h [ 'input' ]) puts " #{ h [ 'asm_text' ] } -- #{ result .

to eq ( h [ 'asm_text' ]) end end end endThis type of testing is more fun compared to C language testing.

Every response passes through gate checks, dimension scoring, and optionally judge evaluation and human votes.

Judge ModelsYou can use a local Ollama model or a cloud provider (OpenAI, Anthropic, custom) as the judge.

Here are things that might not work perfectly:Conversation and adversarial scoring heavily depends on having a judge model.

heavily depends on having a judge model.

Evaluation runs go through /api/run (server -> Ollama via SSE)(server -> Ollama via SSE) Model family colors are fixed per family (Llama=amber, Qwen=blue, Mistral=violet, etc.)

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I've been thinking about this a lot recently and I'm genuinely puzzled by the state of the market. Revenue attribution, meaning knowing which marketing activity produced which paying customer, is one of the most fundamental questions a business can ask. It's not exotic or advanced. It's the basic feedback loop that tells you whether your marketing is working. And yet for small teams and indie founders it remains weirdly difficult to answer. Enterprise companies solve this with dedicated attribution platforms, analytics engineers, and CRM integrations. That infrastructure costs hundreds of thousands of dollars a year and requires specialists to maintain. The assumption the market has made is…

submitted by /u/Beach-Independent [link] [comments]

Hope you will enjoy. This application turns book knowledge into actionable daily tasks you should complete, rather than just reading the book. It asks you personalized questions to generate the best tasks. I have been working for 3 months to tune this algorithm. And if you guys have any ideas how it could be more useful for you, I would be really grateful for any feedback/recommendation. Link for Actium is here, available only in AppStore unfortunately. If more people like tihis, probably will release it for Android submitted by /u/Sviat-IK [link] [comments]

Hey everyone! Wanted to share what we've been building. Mystery Shaper generates complete murder mystery party games using AI. You pick your theme, setting, and player count, and it creates everything: a storyline, character dossiers with secrets and motives, a game flow guide for the host, and even audio narration. The idea came from a simple frustration — most murder mystery kits are one-and-done. Once your group plays it, that's it. With AI generation, every game is different and tailored to what you want. The hardest part was making the mysteries actually fair — where players can logically deduce the killer from the evidence. Getting AI to produce a coherent, solvable mystery (and not j…

Working on: a dashboard that connects Stripe, PayPal, Gumroad, and Upwork for EU-based freelancers, shows their combined income in one view, and tracks where they stand against German VAT thresholds in real time. The specific pain I'm solving: since 2025, crossing €100k mid-year as a German Kleinunternehmer creates immediate VAT liability from that invoice forward. If your income is split across three platforms, you can miss it. None of the existing German accounting tools (sevdesk, Lexware, FastBill) pull from these APIs — they all rely on bank feeds. That's the gap. I've only built the landing page so far and I'm targeting a freemium with a free tier that connects 2 platforms and shows co…

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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Webel, a Madrid-based digital marketplace for home services, has closed a €4.3 million pre-Series A funding round to accelerate its growth, enhance its technology, and broaden its presence across the European market.

The company states that it currently has over 2 million users and approximately 350,000 registered professionals, with nearly one million service listings available on the marketplace.

Webel revealed that home cleaning, ironing, and handyman services remain the most requested services, but recently, other categories are gaining popularity.

These include small home renovations, moving services, manicure services, appliance repair, private tutoring, and childcare.

Following the l…

Increasingly, however, the island is earning a different reputation: one as a fast-growing hub for startups, venture capital, and innovation.

Today, that same position is helping it attract international founders, investors, and technology companies looking for a gateway to European markets.

Venture capital and new funding initiativesVenture capital is playing an increasingly important role in shaping Malta’s innovation ecosystem.

Venture capital investors with activities in Malta include Malta Venture Capital, GO Ventures, Growth Box Ventures, MEP Capital, the HCi3 fund and many more.

Malta Venture Capital, launched in 2024 with €10 million in funding, co-invests alongside private investor…

London-based BioTech startup Ternary Therapeutics has raised €4.1 million (£3.6 million) in Seed funding to scale an AI platform designed to create a new class of medicines known as molecular glues.

In Austria, Graph Therapeutics raised €3 million in pre-Seed financing to advance an AI-driven drug discovery platform focused on inflammatory diseases.

However, the company says that most molecular glues have historically been discovered by chance rather than deliberately designed.

Cristian Pinto, Investor at daphni, says: “Designing molecular glues predictably is one of the hardest problems in drug discovery.

Molecular glues offer a way to bypass that limitation by creating new interactions be…

Würzburg-based DeepTech startup WeSort.AI has secured €10 million in funding to further scale its AI-based technology for recovering critical raw materials from recycling plants.

By preventing fires and recovering critical raw materials, WeSort.AI solves one of the industry’s biggest problems.

The EU Critical Raw Materials Act sets ambitious goals for European raw material independence.

Today, Europe is heavily dependent on imports of critical materials – rare earths from China, lithium from Chile, cobalt from Africa.

The technology can sort out a wide variety of hazardous or valuable critical raw materials from various types of waste, such as:end-of-life vehicleselectronicsconstruction was…

We are pleased to announce that Mikael da Costa, founder and CEO of WP SEO AI, will take the stage at the EU-Startups Summit 2026 on May 7-8 in sunny Malta for a keynote on the growth stage.

Mikael is an entrepreneur with extensive experience building and scaling technology companies across digital marketing and software.

Throughout his career, he has founded several ventures, led companies to millions in annual recurring revenue, and completed three exits.

Today, Mikael leads WP SEO AI, a bootstrapped AI-powered SEO startup that in just two years has grown to over 170 employees and more than 2,000 customers, surpassing €12.5 million in ARR.

At the EU-Startups Summit 2026, Mikael will explo…

Oxford Medical Simulation (OMS), a UK startup offering clinical simulation to healthcare and academic institutions, has secured €5.78 million (£5 million) in growth funding from Salica Investments, a UK-based investment firm supporting high-growth companies across the UK and Europe.

Founded in 2017 by Michael Wallace and Dr Jack Pottle, Oxford Medical Simulation (OMS) designs, builds, and delivers virtual reality healthcare training.

In 2024, Oxford Medical Simulation (OMS) announced the completion of its €10.9 million ($12.6 million) Series A funding round, led by Frog Capital.

“Oxford Medical Simulation is exactly the type of business we look to support.

Last year, in October, the investm…

Amsterdam-based BrainsFirst, a provider of neuroscience-based cognitive assessment software, has been acquired by Talent Motivation Assessment (TMA), a Dutch-based provider of talent management software.

The software is utilised by customers for early talent identification, team and talent insights, career mobility, and sports talent scouting, among other uses.

Including BrainsFirst, TMA now employs over 100 employees in the Netherlands, France and the United States and serves customers such as the Municipality of Amsterdam, Bol & Monuta.

In a LinkedIn post announcing the acquisition, BrainsFirst stated, “At BrainsFirst, we look at talent through a neuroscience lens.

Glenn Frijde, CEO of TM…

Scinus Group, a Utrecht-based startup that develops and distributes bioreactor technology for stem cell cultivation, has closed a €3 million strategic investment round to accelerate the global rollout of the Osilaris™ cell expansion platform.

Following the conclusion of the round, Dr Erik Vossenaar, currently serving as Managing Director of Scinus, will be appointed as Executive Director and CEO.

According to the company, the potential of cell therapies is becoming more apparent, yet manufacturing remains one of the industry’s biggest challenges.

It claims that Osilaris™ Platform, its closed and automated bioreactor system, has been designed specifically to address these challenges.

Scinus …

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On May 7-8, the EU-Startups Summit will celebrate its 2026 edition at the iconic Mediterranean Conference Centre in Valletta, Malta.

An entrepreneur and business strategist with +25 years of experience in real estate, international business development, and high-net-worth client services.

Elena Casolari: Co-founder and Executive President of the Fondazione Opes-Lcef, an early-stage impact fund providing patient capital investment.

Emmie van Halder: Emmie is an angel investor and business development professional focused on the Sustainable Development Goals (SDGs).

Marlieke Lingmont: Head of Startup Innovation at Lely, an AgTech company focused on dairy farm innovation.

Choice, a Prague-founded all-in-one SaaS and QR ordering platform for restaurants, has raised $7.1 million in Series A funding. To date, the company has raised a total of $11.6 million. Founded five y...

Italian startup Alomana has raised €4 million to accelerate the development of Alo, the AI operating layer for enterprise. Enterprises need more than AI that can answer when prompted; they need AI tha...

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

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

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

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

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

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

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

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

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

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

Europe’s fintech darling Revolut is looking to raise a new funding round that would give it a $65 billion valuation, the Financial Times reports. The UK-based company is reportedly in talks to raise around $1 billion by issuing new shares and selling existing ones. The US-based firm Greenoaks is said to be leading the round, […]

The confirmation of two hacked victims further deepens an ongoing spyware scandal that, for now, appears largely focused on the Italian government.

The Italian government claims that accepting Paragon’s help would have compromised national security and classified information.

All Thibault Launay and his wife Simi wanted nearly five years ago was to build a dream home in Portugal, where they both now live. But what they encountered instead was a broken system. “Fourteen months of delays, 20% budget overruns, and endless stress managing over 10 subcontractors,” Thibault recalled. They bought the land in […]