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“Monitor model dimension drift” concerns Queries fail during similarity calculation; the reported problem instead is Latency metric alone says nothing about retrieval quality. Monitor drift in search quality and zero-result rates.

“Monitor zero vectors and normalization failures” concerns Magnitude dominates scores when direction matters; the reported problem instead is Latency metric alone says nothing about retrieval quality. Monitor drift in search quality and zero-result rates.

“Monitor fusion parameter effects and result stability” concerns Raw score addition unfairly favors one system; the reported problem instead is Latency metric alone says nothing about retrieval quality. Monitor drift in search quality and zero-result rates.

“Inspect chunk IDs, document versions and citation metadata” concerns Assistant answers without linking supporting source rows; the reported problem instead is Model alone invents rules not in corporate source. Inspect groundedness requirement and available authorized documents.

“Inspect retrieval relevance threshold and abstention criteria” concerns Model invents an answer despite no relevant retrieved evidence; the reported problem instead is Model alone invents rules not in corporate source. Inspect groundedness requirement and available authorized documents.

“Inspect data classification and outbound prompt payload” concerns Unneeded PII would be sent to external language model; the reported problem instead is Model alone invents rules not in corporate source. Inspect groundedness requirement and available authorized documents.

“Use supported SQL JSON generation for structured prompt payload” concerns String concatenation produces malformed JSON when text contains quotes; the reported problem instead is Model alone invents rules not in corporate source. Use RAG to retrieve relevant policy passages as context for generation.

“Select relevant top-k chunks and apply a bounded token budget” concerns Prompt exceeds deployment context/token budget; the reported problem instead is Model alone invents rules not in corporate source. Use RAG to retrieve relevant policy passages as context for generation.

“Include source IDs/versions in retrieval and require cited answer passages” concerns Assistant answers without linking supporting source rows; the reported problem instead is Model alone invents rules not in corporate source. Use RAG to retrieve relevant policy passages as context for generation.

“Inject benign adversarial instruction in a mock retrieved document” concerns Untrusted document text could influence agent behavior; the reported problem instead is Model alone invents rules not in corporate source. Ask fictional policy question with and without retrieved snippets.

“Ask sample question with conflicting old and new policies” concerns Assistant answers without linking supporting source rows; the reported problem instead is Model alone invents rules not in corporate source. Ask fictional policy question with and without retrieved snippets.

“Attempt permitted test request and forbidden off-policy request” concerns Any SQL login could exfiltrate data if broad EXEC rights are granted; the reported problem instead is Model alone invents rules not in corporate source. Ask fictional policy question with and without retrieved snippets.

“Answer points to current referenced source and flags conflict” concerns Assistant answers without linking supporting source rows; the reported problem instead is Model alone invents rules not in corporate source. Grounded answer cites appropriate source instead of unsupported claims.

“Answer text is extracted correctly or errors reported safely” concerns SQL code treats whole response envelope as plain answer; the reported problem instead is Model alone invents rules not in corporate source. Grounded answer cites appropriate source instead of unsupported claims.

Abstaining with an insufficient-evidence message is correct when documentation is absent or contradictory, but this test explicitly supplies adequate and consistent authorized passages. The acceptance condition is a supported affirmative answer with relevant citations, as in D.

“Monitor context overflows and truncated citations” concerns Prompt exceeds deployment context/token budget; the reported problem instead is Model alone invents rules not in corporate source. Monitor hallucination and missing citations.

“Monitor stale citations and source deletion” concerns Assistant answers without linking supporting source rows; the reported problem instead is Model alone invents rules not in corporate source. Monitor hallucination and missing citations.

“Monitor unsupported-answer rate and recall gaps” concerns Model invents an answer despite no relevant retrieved evidence; the reported problem instead is Model alone invents rules not in corporate source. Monitor hallucination and missing citations.

“Inspect response structure and error branches” concerns SQL code treats whole response envelope as plain answer; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Review EXECUTE ANY EXTERNAL ENDPOINT permissions and approved host allowlists.

“Inspect retrieval count, chunk sizes and endpoint token limits” concerns Prompt exceeds deployment context/token budget; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Review EXECUTE ANY EXTERNAL ENDPOINT permissions and approved host allowlists.

“Inspect HTTP status, retry-after headers and execution permissions” concerns Blind retries duplicate charges or overload endpoint; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Review EXECUTE ANY EXTERNAL ENDPOINT permissions and approved host allowlists.

“Use bounded backoff and idempotent request handling where supported” concerns Blind retries duplicate charges or overload endpoint; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Grant minimum permissions and approved endpoint access to service identity.

“Parse returned JSON response fields with validated paths” concerns SQL code treats whole response envelope as plain answer; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Grant minimum permissions and approved endpoint access to service identity.

“Delimit retrieved content as untrusted data and restrict tool capabilities” concerns Untrusted document text could influence agent behavior; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Grant minimum permissions and approved endpoint access to service identity.

“Ask fictional policy question with and without retrieved snippets” concerns Model alone invents rules not in corporate source; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Attempt permitted test request and forbidden off-policy request.

“Use synthetic success and error endpoint responses” concerns SQL code treats whole response envelope as plain answer; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Attempt permitted test request and forbidden off-policy request.

“Simulate 429 and transient errors through approved test service” concerns Blind retries duplicate charges or overload endpoint; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Attempt permitted test request and forbidden off-policy request.

“Answer text is extracted correctly or errors reported safely” concerns SQL code treats whole response envelope as plain answer; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Allowed invocation works while unauthorized call is denied.

“Assistant follows authorized task and does not execute injected instructions” concerns Untrusted document text could influence agent behavior; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Allowed invocation works while unauthorized call is denied.

“Payload parses correctly and contains only allowed fields” concerns String concatenation produces malformed JSON when text contains quotes; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Allowed invocation works while unauthorized call is denied.

“Monitor schema changes and parsing failures” concerns SQL code treats whole response envelope as plain answer; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Monitor outbound endpoint audit events.

“Monitor outbound payload policy violations” concerns Unneeded PII would be sent to external language model; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Monitor outbound endpoint audit events.

“Monitor anomalous tool calls and injection detections” concerns Untrusted document text could influence agent behavior; the reported problem instead is Any SQL login could exfiltrate data if broad EXEC rights are granted. Monitor outbound endpoint audit events.