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Consulting and Craft · Group

Hands On

Use this technology, this way. Worked setups and patterns you can lift straight into a project -- local HTTPS that browsers trust, emails that know their own address, and the plumbing that makes development feel like production.

11 Jul 2026 · 12 min read

Consulting and Craft · Hands On

Triaging Maintenance Requests with a Bedrock Classifier

The first pilot out of an AI envisioning session is usually a classifier, because classifying is the cheapest, most measurable thing a model does. We take one pick, routing a property agency's inbound maintenance requests, all the way to code: a Bedrock Converse call that returns structured JSON, a schema you can trust, PII guardrails, a confidence threshold that hands the hard ones to a human, and an eval set that tells you whether any of it works.

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