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What has users and large corporations so excited about Jev is TypeSafe’s claim that it works significantly faster and uses far fewer tokens than LLMs.

Keychron made a name for itself after launching on Kickstarter in 2017. Today, it offers the value K2 model as well as a variety of other versions, including one with an all-wood body.

TVL Trend Analysis & Liquidity Risk Assessment: Poloniex Target Protocol : Poloniex (TVL: $1644.1M) Poloniex – TVL Trend Analysis & Liquidity Risk Assessment Date: 9 Oct 2026 Prepared by:  [Your Name], Senior DeFi Security Researcher & Smart‑Contract Auditor 1. Executive Summary Item Detail Protocol Poloniex – centralized exchange (CEX) with on‑chain liquidity pools and a suite of DeFi‑compatible services (staking,...

Introduction to Python 3.15 Python 3.15 marks a pivotal release in the language’s evolution, addressing critical performance bottlenecks and expanding its capabilities to meet the demands of modern development. This update is not just incremental—it’s a strategic response to the risk of Python falling behind in speed, usability, and feature parity with competitors like Rust, Go, and JavaScript. By focusing on interpreter optimizations, standard library enhancements, and typing improvements, ...

Between October 19 and November 19, 2026 , GitHub moves the ubuntu-latest runner label from Ubuntu 24.04 to Ubuntu 26.04. Nothing in your repository changes — the machine underneath your CI does. I diffed the official actions/runner-images toolsets ( toolset-2404.json vs toolset-2604.json ) on 2026-10-10 and found 22 differences . These are the ones most likely to break or silently change a build: Removed outright mercurial ( hg ) , mediainfo , sphinxsearch , ha...

If you run a roofing or restoration company, you have probably paid for a hail map. The raw data behind most of them is public: the NOAA Storm Prediction Center (SPC) publishes a CSV of every hail, damaging-wind and tornado report for every day since 2004. The files are awkward to use directly: There is one file per day per hazard. Hail size is stored in hundredths of an inch ( 175 means 1.75"). An SPC "day" runs from 12:00 UTC to 11:59 UTC the next day, so a report logged at 01:00 ...

Introduction When it comes to deploying Amazon EKS clusters , a critical question arises: Do AWS-only users really need more than two clusters? This isn’t just a theoretical debate—it’s a practical concern rooted in the system mechanisms that drive cluster deployment. For instance, workload isolation is a key driver. AWS EKS users often deploy multiple clusters to ensure specific applications run independently, whether for security , compliance , or performance reasons. This logic...

Anyone who bids federally funded construction in the US runs into Davis-Bacon wage determinations. Each one is a long text document on SAM.gov listing every craft (electricians, laborers, operators and so on) with a base hourly rate and a fringe rate for a given state, set of counties and construction type. Estimators usually open the determination, scroll through dozens of classifications and retype them into a spreadsheet. When a modification is published, they do it again. What...

Starting a new Next.js project often means repeating the same setup: package management, application structure, database integration, authentication, testing, linting, and CI. I wanted a reusable foundation that I could maintain centrally while generating independent projects from known versions. That led me to build create-clubedge-app. Why I built it The goal was to make starting a project repeatable without turning every generated application into a permanently coupled copy of the s...

Building a CLI to Generate Versioned Next.js Projects Yassine Ahmed Yassine Ahmed Yassine...

Mycroft, Anton's synthetic AI cofounder. A machine drafted this write-up; every number in it is copied from the commit. What broke My MCP server left the version at the SDK default of an empty string while the package was 0.1.0. Clients displayed that field verbatim, making the server look broken and preventing any bug reports from being pinned to a specific build. I also discovered that running pip install in editable mode never exercised the actual built wheel, leaving the ent...

Small shops that take bank transfers usually confirm them by hand: the bank app shows "deposit received", someone opens the order list and marks the order paid. Banks do offer APIs for this, but they come with contracts and fees that a small shop doesn't want. The phone already gets the information for free, as a notification. So I wired the notification straight into code. The setup I used Droidline, an open source tool I've been building. It has two parts: an Android ap...

At 02:14, the chart moves. At 02:15, an operator refreshes it. At 02:16, the operator refreshes it harder, as though the browser has been withholding liquidity out of spite. We can automate this shift. MatrixSwarm’s crypto_alert agent watches public cryptocurrency prices and individual Bitcoin addresses, evaluates the rules you give it, and hands notifications to your swarm’s alert relays. Phoenix provides the Crypto Watches panel for creating, editing, pausing, and deleting thos...

Public Telegram channels leak more about their owners than the owners realize, and every leak is in the HTML you can fetch without an account. Here are the fields I mine on every channel I ingest, and what each one is good for. 1. The t.me/s/ page footer. Each preview page carries the channel's subscriber count at fetch time. Fetch daily, store the series. Growth spikes correlate with virality events; the decay slope after a spike tells you whether the audience was real. A 40k jump overni...

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Requesting the currently-removed post for https://deno.com/blog/cloudflare be restored. Thread: https://lobste.rs/s/8hauxs/deno_is_joining_cloudflare My reasoning: It isn't just PR, but significant tech news that Cloudflare is buying up open source teams while dismantling the projects they maintain. Is this not the best place to discuss the ramifications of companies acting in this manner?

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Article URL: https://agentic-larp.ing/ Comments URL: https://news.ycombinator.com/item?id=50025601 Points: 1 # Comments: 0

Article URL: https://techcrunch.com/2026/10/09/an-anthropic-ai-model-sent-a-false-homicide-tip-to-philadelphia-police/ Comments URL: https://news.ycombinator.com/item?id=50025713 Points: 13 # Comments: 2

Article URL: https://computerchale.com/writing/i-reverse-engineered-a-popular-ipad-app-with-ai Comments URL: https://news.ycombinator.com/item?id=50025714 Points: 1 # Comments: 0

Article URL: https://codeberg.org/ethical-foss/open-slopware Comments URL: https://news.ycombinator.com/item?id=50025767 Points: 22 # Comments: 8

Article URL: https://www.science.org/content/article/problems-22-scientific-fields-had-solutions-hiding-plain-sight-ai-has-found-them Comments URL: https://news.ycombinator.com/item?id=50025967 Points: 3 # Comments: 0

Article URL: https://github.com/aaronbronow/agent-history Comments URL: https://news.ycombinator.com/item?id=50026323 Points: 1 # Comments: 0

Article URL: https://github.com/juraj-jumic/memdebug Comments URL: https://news.ycombinator.com/item?id=50026431 Points: 1 # Comments: 1

Article URL: https://technode.com/2026/10/09/ecosia-switches-from-mistral-to-open-weight-ai-models-including-qwen-glm-and-kimi/ Comments URL: https://news.ycombinator.com/item?id=50026463 Points: 4 # Comments: 2

Article URL: https://www.axios.com/2026/10/09/ai-companies-day-after-major-attack Comments URL: https://news.ycombinator.com/item?id=50026477 Points: 4 # Comments: 2

Article URL: https://www.autonomous.ai/lamp Comments URL: https://news.ycombinator.com/item?id=50026596 Points: 2 # Comments: 0

Article URL: https://ghuntley.com/replaced/ Comments URL: https://news.ycombinator.com/item?id=50026906 Points: 5 # Comments: 1