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A data leak exposed Anthropic's next-generation AI model weeks before its official announcement. Claude Mythos — codenamed Capybara — achieves 93.9% on SWE-bench, saturates Cybench, and autonomously discovers thousands of zero-day vulnerabilities. Anthropic says it won't be publicly released.
Claude Mythos didn't just score well on benchmarks — it autonomously discovered thousands of critical vulnerabilities in every major operating system and browser. This deep dive explains how it works: from hypothesizing bugs in code to chaining four exploits into a full sandbox escape.
Project Glasswing is Anthropic's $100 million initiative to deploy Claude Mythos for defensive cybersecurity before the technology reaches adversaries. Here's how it works, who's involved, what it means for open-source software, and what developers and security teams should do right now.
What is C++, why it still matters in 2024, and how to write, compile, and run your very first program. Covers environment setup with g++ and VS Code, the anatomy of a minimal program, and how the compiler turns source code into an executable.
Inheritance lets you build new classes on top of existing ones, reusing and extending behaviour. Polymorphism lets a single interface work with many different types at runtime. Together they're the core of OOP in C++. This article covers base and derived classes, virtual functions, abstract classes, and when to use each pattern.
Westworld S02E07 delivered one of the most chilling lines in science fiction: "We weren't here to code the hosts. We were here to decode the guests." Eight years later, the AI that park was theorising is being built — without the park, without the hosts, and without most people noticing.
Hooks come with two hard rules enforced by the ESLint plugin. This article explains why those rules exist, the most common anti-patterns developers fall into, and how to restructure code when you feel the urge to break them.
React 18 shipped three new hooks that tackle different problems: useId for stable unique IDs, useTransition for non-blocking UI updates, and useDeferredValue for deprioritising expensive renders.
Hooks are just functions, but testing them well requires care. This final article covers testing hooks through components (the preferred way), using renderHook for isolated custom hook tests, and common async patterns.
Two escape hatches most tutorials skip: useImperativeHandle for exposing a controlled API from a child component, and useLayoutEffect for DOM measurements that must happen before the browser paints.
useContext lets any component read shared state without threading props through every layer. This article covers createContext, Provider setup, and the patterns that keep context from becoming a performance trap.
The final part covers performance optimisation with useCallback and useMemo, then shows you how to extract reusable logic into custom hooks — the most powerful pattern React Hooks enable.
Object-oriented programming lets you model the real world as objects with data and behavior. This article covers C++ classes from the ground up: member variables, member functions, constructors, destructors, access specifiers, and the principle of encapsulation — with a full BankAccount example.