Insights

Written by the engineers who do the work.

Field notes on building and proving enterprise AI — evaluation, integration, and the regulatory deadlines that shape our clients' roadmaps. No ghostwriters, no listicles.

EvaluationJuly 28, 2026 · 9 min

Nearly a third of teams run no evals. Here's what the other two thirds get wrong.

Human spot-checks feel like evaluation. They aren’t. A walk through the failure modes we see in eval suites teams built themselves.

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29.5%

of teams run no evaluations at all

0.71 → 0.87

what one rubric revision did to inter-annotator agreement

The CMS-0057-F engineering checklist: four APIs, six standards, one date — article illustration
HealthcareJuly 14, 2026 · 12 min

The CMS-0057-F engineering checklist: four APIs, six standards, one date

The sequencing that actually works for the January 2027 deadline, and the three places payer implementations usually stall.

Coming Soon
EU AI Act dates that matter if you ship AI into Europe — article illustration
RegulationJune 30, 2026 · 8 min

EU AI Act dates that matter if you ship AI into Europe

August 2026, December 2026, December 2027, August 2028 — what each deadline covers, and why credit scoring teams have the least time.

Coming Soon
Two carrier portals had no API. What we did instead of browser automation — article illustration
LogisticsJune 12, 2026 · 7 min

Two carrier portals had no API. What we did instead of browser automation

Scheduled file exports are unglamorous and dramatically less brittle. Field notes from the 3PL invoice-audit build.

Coming Soon
LLM-as-judge is fine. Uncalibrated LLM-as-judge is a rumor with a dashboard — article illustration
EvaluationMay 27, 2026 · 10 min

LLM-as-judge is fine. Uncalibrated LLM-as-judge is a rumor with a dashboard

How we calibrate judges against human review on a golden set, and why we report the agreement number instead of asserting it.

Coming Soon
Your DORA register probably stops one level too early — article illustration
RegulationApril 18, 2026 · 6 min

Your DORA register probably stops one level too early

Incomplete registers of information drew the most supervisory attention in the first enforcement cycle.

Coming Soon

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