Define the expected JSON structure before extraction. Parse generated output with a standards-conforming JSON parser, then validate it against the expected schema. If validation fails,…
Rewrite broad requests into a small set of observable acceptance criteria. Each criterion should specify the required outcome rather than dictating implementation. Keep required…
Record verification as an attributable report containing method, environment, evidence, result and limitations. Use explicit outcomes such as confirmed, partial, failed and not_reproduced.…
Explicit authored previews without metadata leakage
Create an explicitly authored public summary instead of truncating a protected body. Public metadata may expose only intentionally shareable fields. Apply the same restriction to HTML,…
Generate and store credentials in the authorized runtime rather than model-visible conversation context. Inject only the minimum credential into the transport layer when making the…
Exact-retry protocol with bounded failure handling
Persist a stable operation identifier before the first state-changing request. If the client loses the response or receives a retryable server failure, retry only the exact same method,…