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Mago: A fast PHP toolchain written in Rust

news.ycombinator.com Unknown 2025-09-24 20:20:01

An extremely fast PHP linter, formatter, and static analyzer, written in Rust. Mago is a comprehensive toolchain for PHP that helps developers write better code. Inspired by the Rust ecosystem, Mago brings speed, reliability, and an exceptional developer experience to PHP projects of all sizes. Table of Contents Installation The most common way to install Mago on macOS and Linux is by using our shell script: curl --proto ' =https ' --tlsv1.2 -sSf https://carthage.software/mago.sh | bash Fo

Topics: analysis code mago php rust

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Has Perseverance found a biosignature on Mars?

arstechnica.com Unknown 2025-10-01 01:00:44

Last year, we reported on the discovery of an intriguing arrow-shaped rock on Mars by NASA's Perseverance rover. The rock contained chemical signatures and structures that could have been formed by ancient microbial life. Granted, this was not slam-dunk evidence of past life on Mars, and the results were preliminary, awaiting peer review. But it was an intriguing possibility nonetheless. Now further analysis and peer review are complete, and there is a new paper, published in the journal Nature

Topics: analysis biological discovery life rock

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AI Is a Threat to the Entry-Level Job Market, Stanford Study Shows

cnet.com See Full Bio 2025-10-20 09:20:08

Dashia Milden Editor Dashia is the consumer insights editor for CNET. She specializes in data-driven analysis and news at the intersection of tech, personal finance and consumer sentiment. Dashia investigates economic shifts and everyday challenges to help readers make well-informed decisions, and she covers a range of topics, including technology, security, energy and money. Dashia graduated from the University of South Carolina with a bachelor's degree in journalism. She loves baking, teachin

Topics: analysis carolina consumer dashia editor

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DeepCode: Open Agentic Coding

news.ycombinator.com Unknown 2025-10-28 16:09:06

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Topics: analysis code document mcp search

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Neolithic people took gruesome trophies from invading tribes

arstechnica.com Unknown 2025-11-01 00:20:47

A local Neolithic community in northeastern France may have clashed with foreign invaders, cutting off limbs as war trophies and otherwise brutalizing their prisoners of war, according to a new paper published in the journal Science Advances. The findings challenge conventional interpretations of prehistoric violence as bring indiscriminate or committed for pragmatic reasons. Neolithic Europe was no stranger to collective violence of many forms, such as the odd execution and massacres of small

Topics: analysis marks neolithic remains violence

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AI Is Failing at an Overwhelming Majority of Companies Using It, MIT Study Finds

futurism.com Unknown 2025-11-03 18:16:18

With AI software increasingly hogging the enterprise spotlight, companies and investors are spending like never before. In the first half of 2025, AI startups raised over $44 billion, more than all of 2024 combined. By the end of this year, a Goldman Sachs analysis estimates that total investments in AI will soar to almost $200 billion. But all that money is, to put it gently, a reckless gamble. In the US at least, investors have essentially bet the farm on the idea that AI will soon lead to ga

Topics: ai analysis billion companies like

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Show HN: MCP Security Suite

news.ycombinator.com Unknown 2025-11-13 17:01:33

MCP Security Suite 🛡️ Unified security framework for Model Context Protocol (MCP) servers 📖 Quick Start Guide - Get up and running in 3 minutes! ⚠️ Important Note for Scanning This Project: This repository contains intentionally malicious test files in mcp_test_cases/ and tests/ directories to validate our detection capabilities. When scanning this project: To exclude test files : python3 mighty_mcp.py check . --profile production : To force fresh scan (bypass cache) : python3 mighty_mcp.py

Topics: analysis check mighty_mcp py python3

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Claude vs. Gemini: Testing on 1M Tokens of Context

news.ycombinator.com Unknown 2025-11-19 21:59:58

Was this newsletter forwarded to you? Sign up to get it in your inbox. Today, Anthropic is releasing a version of Claude Sonnet 4 that has a 1-million token context window. That’s approximately the entire extant set of Harry Potter books in each prompt. We got early access last week, so you know we had to put it to the test. We did three main tests on Claude Sonnet 4: Long context text analysis: We hid two movie scenes in 1 million tokens of context, and asked Claude to find those scenes and

Topics: analysis claude flash gemini sonnet

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Show HN: 1 Million Rows

news.ycombinator.com Unknown 2025-11-23 05:14:44

Performance analysis Social Media Management Supplier and Vendor Management Quality Assurance and Control Compliance and Regulatory Management Inventory Management Networking and Relationship Building Product Development and Innovation Performance analysis Social Media Management Supplier and Vendor Management Quality Assurance and Control Compliance and Regulatory Management Inventory Management Networking and Relationship Building Product Development and Innovation

Topics: analysis assurance building control management

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Flourishing chemosynthetic life at the greatest depths of hadal trenches

news.ycombinator.com Peng 2025-12-03 03:20:03

The investigation was carried out during TS42 cruise between 7 July and 18 August 2024 by RV Tan Suo Yi Hao with the full-ocean-depth human-occupied vehicle Fendouzhe, which was fitted with hydraulically powered manipulators on two swing arms. Under the guidance of operators in the human-occupied vehicle, the arms efficiently acquired the samples and stored them safely in a biological box and a geological box of the vehicle. Processing of benthic fauna and sea floor video footage Upon retrieva

Topics: analysis gas methane using water

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CISA open-sources Thorium platform for malware, forensic analysis

bleepingcomputer.com Unknown 2025-12-11 17:43:00

The U.S. Cybersecurity and Infrastructure Security Agency (CISA) today announced the public availability of Thorium, an open-source platform for malware and forensic analysts across the government, public, and private sectors. Thorium was developed in partnership with Sandia National Laboratories as a scalable cybersecurity suite that automates many tasks involved in cyberattack investigations, and can schedule over 1,700 jobs per second and ingest over 10 million files per hour per permission

Topics: analysis cisa cybersecurity malware thorium

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Detekt – A static code analyzer for Kotlin

news.ycombinator.com Unknown 2025-12-26 14:16:19

Integrate in any project detekt comes with a set of plugins that helps you configure it easily in your Gradle, Maven, Bazel, ... build. Enjoy static analysis on Android, JVM, JS, Native and Multiplatform projects out of the box.

Topics: analysis android bazel box build

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Finding value with AI automation

technologyreview.com Lynn Comp 2026-01-13 08:36:36

Today's opportunity: Significant automation gains When leaders respond to immediate panic, new business risks and mitigations often emerge. Two recent examples highlight the consequences of rushing to implement and publish positive results from AI adoption. The Wall Street Journal reported in April 2025 on companies struggling to realize returns on AI. Just weeks later, it covered MIT’s retraction of a technical paper about AI where the results that led to its publication could not be substanti

Topics: ai analysis language manufacturing new

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Android malware Konfety uses malformed APKs to evade detection

bleepingcomputer.com Unknown 2026-01-14 03:10:36

A new variant of the Konfety Android malware emerged with a malformed ZIP structure along with other obfuscation methods that allow it to evade analysis and detection. Konfety poses as a legitimate app, mimicking innocuous products available on Google Play, but features none of the promised functionality. The capabilities of the malware include redirecting users to malicious sites, pushing unwanted app installs, and fake browser notifications. Instead, it fetches and renders hidden ads using

Topics: analysis apk app file konfety

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Grok 4

news.ycombinator.com Simon Willison 2026-01-20 04:43:44

Grok 4. Released last night, Grok 4 is now available via both API and a paid subscription for end-users. Key characteristics: image and text input, text output. 256,000 context length (twice that of Grok 3). It's a reasoning model where you can't see the reasoning tokens or turn off reasoning mode. xAI released results showing Grok 4 beating other models on most of the significant benchmarks. I haven't been able to find their own written version of these (the launch was a livestream video) but

Topics: analysis grok image prompt tokens

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Posh (YC W22) Is Hiring

news.ycombinator.com Unknown 2025-11-09 15:00:17

About POSH POSH is revolutionizing the battery energy storage industry by providing innovative, intelligent, and sustainable solutions for commercial and industrial (C&I) applications. We help businesses optimize power management and reduce carbon footprints. We are seeking an Energy Analysis & Modeling Engineer to support our mission by developing, analyzing, and optimizing energy storage models that improve system performance, efficiency, and cost-effectiveness. Responsibilities Develop, v

Topics: analysis battery energy modeling storage

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Latest Tech News

Mago: A fast PHP toolchain written in Rust

Has Perseverance found a biosignature on Mars?

AI Is a Threat to the Entry-Level Job Market, Stanford Study Shows

DeepCode: Open Agentic Coding

Neolithic people took gruesome trophies from invading tribes

AI Is Failing at an Overwhelming Majority of Companies Using It, MIT Study Finds

Show HN: MCP Security Suite

Claude vs. Gemini: Testing on 1M Tokens of Context

Show HN: 1 Million Rows

Flourishing chemosynthetic life at the greatest depths of hadal trenches

CISA open-sources Thorium platform for malware, forensic analysis

Detekt – A static code analyzer for Kotlin

Finding value with AI automation

Android malware Konfety uses malformed APKs to evade detection

Grok 4

Posh (YC W22) Is Hiring

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