Not feature tours. Each guide takes one real implementation end to end and spends most of its length on the parts that decide whether it works — common names, what to store between runs, partial searches, and where the human belongs.
12 min · for engineers building trust & safety or continuous-monitoring workflows
Build continuous sex-offender monitoring that alerts on real changes instead of re-alerting forever. Scoring, state diffing, common-name handling, and the legal line.
9 min · for engineers wiring tool calls into an agent or assistant
Give an LLM a registry search tool it can cite. Tool schema, grounding rules, refusal handling, and how to stop a model asserting a match it cannot support.
10 min · for engineers and ops leads at property-management and leasing platforms
Add a nationwide sex-offender check to a leasing workflow: where it belongs in the funnel, how to handle common names and prior addresses, and the compliance line.