13 Dispatches from the engineering frontier — Deep dives, insights, and explorations
LLMs are notoriously bad at following strict formatting instructions. If you ask a model to "return a JSON object," you’ll often get a chatty preamble like "Sure, here is the JS...
Waiting for a large language model to generate a full response before showing anything to the user feels like 2023. In modern applications, perceived latency is everything. If y...
Static analysis tools often fall into two camps: pattern-based linters that miss context, or heavy-weight scanners that generate endless noise. When I started building a custom ...
I recently spent three weeks debugging a production LLM pipeline that was leaking internal system instructions because of a simple prompt injection. It’s a wake-up call: if you’...
Security is often treated as an afterthought in rapid prototyping, but when you’re building production-grade distributed systems, relying solely on server-side checks isn't enou...
Getting LLMs to return reliable JSON is the single biggest headache in building production-grade AI agents. When you're building a system that needs to extract entities, categor...
Terminal windows are where software engineers spend the bulk of their day. Yet, when we integrate AI into our workflows, we often settle for clunky web interfaces or bloated VS ...
When I started building LLM-integrated apps in Next.js, the choice between Vercel AI SDK and LangChain felt like picking between a surgical tool and a Swiss Army knife. If you’r...
When I started building agents for internal workflows, I quickly realized that copy-pasting logic between repositories is a productivity killer. You end up with "version drift,"...
I spent the better part of 2022 wrestling with Redux boilerplate. If you’ve ever found yourself creating three separate files—an action, a constant, and a reducer—just to toggle...
We’ve all been there: you’re on a train, the tunnel hits, and your app turns into a white screen of death. As developers, we often build for the "happy path"—high-speed fiber an...
Streaming AI responses into a UI often feels like a race against the network. If you aren't careful, you end up with flickering text, broken syntax highlighting, and a jarring e...
Tailwind CSS v4 feels like a complete rethink of how we ship styles. For years, we dealt with the overhead of the PostCSS plugin chain and the complexity of managing tailwind.co...