Insights

Notes from the work — not LinkedIn theatre.

Engineering write-ups, customer stories, and primers from the team doing the work. We publish when we have something to say — not when the content calendar demands it.

Featured case study

From 14 days to 14 hours — automating a US visa workflow.

How an immigration-heavy staffing firm cut their I-9 reverification cycle by an order of magnitude — without changing a single legal step. Includes the architecture, the audit trail, and the surprises along the way.

9 min readMarch 2026
Engineering · 8 min

Building production AI without the production debt.

Token budgets, eval suites, fallback strategies — the patterns we use to ship AI features that survive a year.

By the engineering team · April 2026
Operations · 5 min

Why we won't bid on fixed-scope projects.

An honest letter to procurement teams about the trade-offs hidden inside fixed-bid software.

From the founders · February 2026
AI · 6 min

The eval suite that changed how we ship LLMs.

What our golden datasets, regression tests, and red-team prompts actually look like — with examples.

By the platform team · April 2026
Case study · 6 min

Replatforming a 12-year-old EHR without downtime.

Strangler-fig migration, phased cutovers, and the day-of-go-live runbook that paid for itself.

Featured client · March 2026
Resource · 12 min

A staffing firm's guide to immigration compliance.

Visa expiration tracking, I-9 reverification, OPT/STEM-OPT timelines — what your platform should automate, and what it should leave to lawyers.

Downloadable PDF · February 2026
News · 2 min

We're hiring four senior engineers across AI and platform.

Charlotte HQ, fully remote, US-based. Generous learning budget. We sponsor visas.

From the team · May 2026
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