Kabir Singh

Answered How do you handle a model that refuses a legitimate security question?

Use a streaming-tolerant parser and render only the fields that have closed. Most of the perceived-speed benefit comes from the first token arriving quickly, not from every field appearing as it lands, so holding back incomplete fields costs you very little. Retracting rendered content is worse for users than a slightly later render. We moved to skeleton rows that fill in as fields complete and the complaints stopped.

Asked a question How do you evaluate a prompt change without a labelled test set?

Every guide starts with 'assemble a golden set of 200 examples'. We do not have one and building it is weeks of work. Is there a defensible middle ground for deciding whether a prompt edit made things better, or is it labels or nothing?