Jul 5, 2026 · 1 min read
What Forward-Deployed Engineering Taught Me About Shipping
Notes from rebuilding a hiring pipeline in production — on proximity to the problem, single sources of truth, and automating the boring parts first.
A forward-deployed engineer sits where the software meets the messy reality it's supposed to fix. You don't get to design in the abstract — you're in the workflow, watching it break. Here's what stuck.
Proximity beats cleverness
The best fix for the take-home pipeline wasn't a clever algorithm. It was noticing that submissions lived in one tool, evaluation in another, and reviewers in a third — and that every handoff leaked time. Consolidating onto Ashby + GitHub removed the seams. Throughput went up ~30% not because anything got smarter, but because nothing got dropped.
A single source of truth is a feature
We indexed 2,000+ candidates into one self-updating store. The value wasn't the store — it was deleting the reconciliation: the manual, error-prone act of making three systems agree. If two systems can disagree, eventually they will, and someone spends their afternoon on it.
Automate the follow-up, not just the task
The Slack review-nudge system was almost embarrassingly simple. But the boring, repetitive follow-up is exactly where humans lose the thread. Automating the chase moved more reviews than optimizing any single review ever could.
The meta-lesson
Ship close to the user, make one thing true, and automate the part everyone forgets. None of it is glamorous. All of it compounds.
Part of a weekly series on hiring infrastructure and building with LLMs.