Your LLM Feature Needs an Eval Harness, Not More Prompting
Most AI features fail in production because nobody measured them. Here's the evaluation pipeline we deploy with every LLM project.
May 28, 2026 · TopDev Engineering
No thought leadership. Just deep-dives on what we learned shipping real systems — AI evals, fintech ledgers, contract fuzzing, and frontend performance.
Most AI features fail in production because nobody measured them. Here's the evaluation pipeline we deploy with every LLM project.
May 28, 2026 · TopDev Engineering
What we learned building a real-time ledger that settles in milliseconds — exactly-once semantics, outbox patterns, and the failure modes nobody blogs about.
May 14, 2026
Audits catch what humans can think of. Fuzzing catches what they can't. Our invariant-testing playbook for Solidity protocols.
Apr 30, 2026
Less client JavaScript, faster dashboards, simpler data flow. A practical migration guide from our last three SaaS builds.
Apr 16, 2026
How we treat cost as an SLO — budgets in CI, rightsizing automation, and the 38% average reduction we deliver in quarter one.
Apr 2, 2026
A good design system isn't about consistency — it's about making the right thing the fast thing. How we structure tokens, components, and motion.
Mar 19, 2026