Rust's async/await syntax lets you write asynchronous code that looks synchronous. An async fn returns a Future, which is a lazy computation. Calling .await yields control until the future is ready, allowing other tasks to run. Tokio is the most popul

Procedural macros operate on Rust syntax trees, enabling custom #[derive(...)], attribute macros, or function-like macros. I write proc macros for boilerplate reduction: auto-generating builders, serialization, or validation. They're more powerful tha

Rust's inline assembly (asm! macro) lets you write assembly for performance-critical code or to access hardware features. It's an unstable feature (nightly only) and requires unsafe. I use it sparingly for SIMD intrinsics not exposed by std::arch, cry

AOP separates cross-cutting concerns from business logic. Aspects modularize logging, security, transactions, caching. @Aspect defines aspect classes. @Before, @After, @Around specify advice timing. Pointcuts select join points using expressions. @Aro

XSS is still the most common ‘we didn’t think about it’ vulnerability in web apps. A Content-Security-Policy doesn’t replace sanitization, but it dramatically reduces blast radius when something slips through. I start from a strict baseline (no inline

Most types in Rust are Sized (known size at compile time), which is an auto trait. Some types like str or [T] are !Sized (dynamically-sized types, DSTs). To work with DSTs, use &T or Box<T>. In generic code, T: Sized is the default bound. To

Query params arrive as strings, and ad-hoc parsing logic tends to drift across endpoints. I use Zod preprocessors to coerce values like page size and booleans, then validate the result. This keeps the handler readable and makes parsing rules shareable

When updates can happen from multiple places, model-level broadcasts keep the UI consistent across tabs without sprinkling stream logic in controllers. Use after-commit hooks so broadcasts only occur once the write is durable.

I use clean_<fieldname>() to validate individual fields and clean() to validate field combinations. Raising ValidationError shows the message to the user near the appropriate field. For cross-field validation (like 'end date must be after start

Java Streams provide a functional approach to processing collections with operations like filter, map, and reduce. I use stream() to create streams from collections and apply intermediate operations that are lazy and return new streams. Terminal opera

CSS positioning controls element placement with static, relative, absolute, fixed, and sticky values. The position: relative creates a positioning context without removing from document flow. Using position: absolute removes elements from flow and pos

Client-side validation provides instant feedback, but server-side validation is the source of truth. I use Stimulus to add real-time validations (format, length, required fields) while still rendering server errors when validations fail on submit. The