// Topics / Testing

Testing

11 entries tagged “Testing”

    Testing AI in Production: Shadow Mode, Canaries, Holdouts · 6 min Offline evals aren't enough. How I test AI features in production with shadow mode, canaries, holdouts, and automatic fallback, with Go code. testing ai production AI Code Review Is Mostly Noise · 4 min Months of AI code review on real PRs: about 22% of comments get accepted. How I scope prompts, track hit rate, and keep it out of merge gates. engineering ai development How I Test LLM Features: Three Layers, One Cadence · 5 min LLM outputs are non-deterministic. That doesn't mean you can't test them rigorously. Here's the layered testing approach I use in production. llm testing ai LLM Evaluation: Stop Shipping on Vibes · 5 min LLM evaluation that catches regressions before users do: a realistic test set, layered checks, offline and online evals, and deploy gates. ai llm testing AI Code Review: What It Catches and What It Misses · 4 min Three months of AI-assisted code review on Go services: it catches unchecked errors and leaks, misses context, and only helps once you filter the noise. ai engineering developer-experience Testing Microservices: Contract Tests Over End-to-End Suites · 4 min Microservices fail at the seams. A layered test strategy that keeps feedback fast and catches integration issues before production. testing microservices go Terraform Testing: Static Checks, Policy, and Integration · 6 min I tested Terraform modules with static checks, policy engines, and integration runs side by side: what each layer catches, what it misses, when to run it. infrastructure testing infrastructure-as-code Load Testing Strategies That Find Real Breaking Points · 3 min Most load tests produce comforting numbers instead of answers. Soak, spike, and baseline tests with production-shaped data, think time, and percentiles. testing performance reliability Testing in Production: Why Staging Misses the Real Bugs · 5 min Staging misses the bugs that matter. How I test in production safely: feature flags, 1% rollouts, canaries, shadow traffic, and synthetic checks. testing production ci-cd Code Review Quality: Stop Counting Reviews, Start Reading · 4 min Most code reviews are rubber stamps. What made ours useful at a fintech startup: read the change, skip style nits, label comments, small PRs, automation. engineering testing teams Chaos Engineering for Small Teams: No Netflix Required · 4 min Chaos engineering for a small team: start with whiteboard game days, then staging experiments with kill and tc. Always a hypothesis, always a stop button. reliability testing devops
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