LLM integration is a new category of external API call with some specific failure modes that don’t exist in traditional services. The call is expensive (100ms–5s), non-deterministic, and can fail softly — returning a plausible-looking wrong answer rather than an error code. Getting it right requires the same rigor you’d apply to any critical external dependency, plus some LLM-specific patterns. ...
A service that calls a database, calls another service, or writes to a message queue will eventually encounter a failure. The question is not whether — it’s whether your service handles failures gracefully or cascades them into a larger outage. These patterns are well-documented in the resilience literature. What this post focuses on is the specific Go implementation and the traps that make naive implementations incorrect. ...
Go 1.18 was still months away when the design was finalised, but the proposal was public and we were already prototyping. After building several services at the European fintech firm with the experimental toolchain, the pattern of when generics help versus when they don’t was becoming clear. The answer is not “always use generics” or “avoid them.” It’s more specific than that. ...
When I started writing Go after years of Java, the error handling felt tedious. Every function returns an error. Every callsite checks if err != nil. There’s no try/catch, no exception hierarchy, no automatic stack traces. The verbosity was jarring. A year into building services at the fintech startup, I’d changed my view. The verbosity is real and the boilerplate is real, but the explicitness surfaces things that exception-based languages hide. The question is how to handle errors well rather than just correctly. ...
Go has a famous concurrency proverb: “Do not communicate by sharing memory; instead, share memory by communicating.” This is good advice. It’s also misapplied regularly. Channels are not universally better than mutexes — they’re a different tool for a different set of problems. After years of Go in production, here’s when I reach for each. ...