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“Monitor retry rate, token cost and latency” concerns Blind retries duplicate charges or overload endpoint; the reported problem instead is Model invents an answer despite no relevant retrieved evidence. Monitor unsupported-answer rate and recall gaps.

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

“Monitor schema changes and parsing failures” concerns SQL code treats whole response envelope as plain answer; the reported problem instead is Model invents an answer despite no relevant retrieved evidence. Monitor unsupported-answer rate and recall gaps.

“Inspect retrieval count, chunk sizes and endpoint token limits” concerns Prompt exceeds deployment context/token budget; the reported problem instead is Assistant answers without linking supporting source rows. Inspect chunk IDs, document versions and citation metadata.

“Inspect retrieval provenance and role separation” concerns Untrusted document text could influence agent behavior; the reported problem instead is Assistant answers without linking supporting source rows. Inspect chunk IDs, document versions and citation metadata.

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

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

“Implement grounded-response gate that declines unsupported requests” concerns Model invents an answer despite no relevant retrieved evidence; the reported problem instead is Assistant answers without linking supporting source rows. Include source IDs/versions in retrieval and require cited answer passages.

“Use bounded backoff and idempotent request handling where supported” concerns Blind retries duplicate charges or overload endpoint; the reported problem instead is Assistant answers without linking supporting source rows. Include source IDs/versions in retrieval and require cited answer passages.

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

“Ask a fictional question with zero matching snippets” concerns Model invents an answer despite no relevant retrieved evidence; the reported problem instead is Assistant answers without linking supporting source rows. Ask sample question with conflicting old and new policies.

“Simulate 429 and transient errors through approved test service” concerns Blind retries duplicate charges or overload endpoint; the reported problem instead is Assistant answers without linking supporting source rows. Ask sample question with conflicting old and new policies.

“Answer text is extracted correctly or errors reported safely” concerns SQL code treats whole response envelope as plain answer; the reported problem instead is Assistant answers without linking supporting source rows. Answer points to current referenced source and flags conflict.

“Procedure retries within policy, does not duplicate business writes” concerns Blind retries duplicate charges or overload endpoint; the reported problem instead is Assistant answers without linking supporting source rows. Answer points to current referenced source and flags conflict.

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

“Track hallucination and missing citations” addresses the rag question answering use case situation—model alone invents rules not in corporate source. The observed failure is: Assistant answers without linking supporting source rows. Monitor stale citations and source deletion.

“Monitor schema changes and parsing failures” concerns SQL code treats whole response envelope as plain answer; the reported problem instead is Assistant answers without linking supporting source rows. Monitor stale citations and source deletion.

“Monitor context overflows and truncated citations” concerns Prompt exceeds deployment context/token budget; the reported problem instead is Assistant answers without linking supporting source rows. Monitor stale citations and source deletion.

“Inspect response structure and error branches” concerns SQL code treats whole response envelope as plain answer; the reported problem instead is Blind retries duplicate charges or overload endpoint. Inspect HTTP status, retry-after headers and execution permissions.

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

“Inspect retrieval provenance and role separation” concerns Untrusted document text could influence agent behavior; the reported problem instead is Blind retries duplicate charges or overload endpoint. Inspect HTTP status, retry-after headers and execution permissions.

“Select relevant top-k chunks and apply a bounded token budget” concerns Prompt exceeds deployment context/token budget; the reported problem instead is Blind retries duplicate charges or overload endpoint. Use bounded backoff and idempotent request handling where supported.

“Use RAG to retrieve relevant policy passages as context for generation” concerns Model alone invents rules not in corporate source; the reported problem instead is Blind retries duplicate charges or overload endpoint. Use bounded backoff and idempotent request handling where supported.

“Use supported SQL JSON generation for structured prompt payload” concerns String concatenation produces malformed JSON when text contains quotes; the reported problem instead is Blind retries duplicate charges or overload endpoint. Use bounded backoff and idempotent request handling where supported.

“Ask sample question with conflicting old and new policies” concerns Assistant answers without linking supporting source rows; the reported problem instead is Blind retries duplicate charges or overload endpoint. Simulate 429 and transient errors through approved test service.

“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 Blind retries duplicate charges or overload endpoint. Simulate 429 and transient errors through approved test service.

“Ask a fictional question with zero matching snippets” concerns Model invents an answer despite no relevant retrieved evidence; the reported problem instead is Blind retries duplicate charges or overload endpoint. Simulate 429 and transient errors through approved test service.

“System clearly reports insufficient evidence rather than fabricating policy” concerns Model invents an answer despite no relevant retrieved evidence; the reported problem instead is Blind retries duplicate charges or overload endpoint. Procedure retries within policy, does not duplicate business writes.

“Assistant follows authorized task and does not execute injected instructions” concerns Untrusted document text could influence agent behavior; the reported problem instead is Blind retries duplicate charges or overload endpoint. Procedure retries within policy, does not duplicate business writes.

“Answer points to current referenced source and flags conflict” concerns Assistant answers without linking supporting source rows; the reported problem instead is Blind retries duplicate charges or overload endpoint. Procedure retries within policy, does not duplicate business writes.

“Track unsupported-answer rate and recall gaps” addresses the rag confidence fallback situation—model invents an answer despite no relevant retrieved evidence. The observed failure is: Blind retries duplicate charges or overload endpoint. Monitor retry rate, token cost and latency.

“Monitor hallucination and missing citations” concerns Model alone invents rules not in corporate source; the reported problem instead is Blind retries duplicate charges or overload endpoint. Monitor retry rate, token cost and latency.

“Monitor schema changes and parsing failures” concerns SQL code treats whole response envelope as plain answer; the reported problem instead is Blind retries duplicate charges or overload endpoint. Monitor retry rate, token cost and latency.