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Showing posts with the label deepdive

Why Modern Programming Languages Are Becoming Unsafe Again: The Hidden Costs of Abstraction in Rust, Go, Python, and JavaScript

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  Modern software development went through several cycles of escaping complexity only to recreate it in a different form. In the early days, low level languages like C gave developers full control over memory, layout, and performance, but this freedom came with high risk. Memory corruption, data races, buffer overflows, and undefined behavior were common. Later, languages like Java and C# pushed developers toward safer abstractions. Then Python and JavaScript made the runtime even more forgiving. Today, Rust and Go promise a return to predictability with strict memory models, type safety, and clear concurrency rules. Yet something interesting is happening beneath the surface. Even in languages designed for safety and simplicity, new forms of unpredictability, performance traps, and abstraction-driven risks have emerged. This does not mean these languages are unsafe in the traditional sense, but the hidden costs of modern abstractions create behaviors that developers cannot always r...

Understanding Cell and RefCell in Rust: Interior Mutability for Real Work

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  Rust’s ownership and borrowing rules keep your programs safe by pushing many errors to compile time. Sometimes, though, code needs to mutate internal state even when it is behind a shared reference. Think of caches, lazy initialization, graph structures with shared ownership, and objects that must expose a read only API while quietly tracking metrics inside. The standard tool for this is interior mutability. In practice, two core types power this pattern in single threaded code: Cell and RefCell. This post explains what they are, how they differ, when to use each one, and how to apply them in realistic examples. We will go step by step, show common pitfalls, and close with a quick comparison to other options like Mutex, RwLock, and atomic types. What interior mutability means Normally, if you have &T you cannot change T. Only &mut T permits mutation. Interior mutability flips this by allowing controlled mutation through a shared reference, while still preserving high l...