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“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.

“Inspect data classification and outbound prompt payload” concerns Unneeded PII would be sent to external language model; the reported problem instead is String concatenation produces malformed JSON when text contains quotes. Inspect output columns and nested object needs.

“Inspect response structure and error branches” concerns SQL code treats whole response envelope as plain answer; the reported problem instead is String concatenation produces malformed JSON when text contains quotes. Inspect output columns and nested object needs.

“Inspect retrieval provenance and role separation” concerns Untrusted document text could influence agent behavior; the reported problem instead is String concatenation produces malformed JSON when text contains quotes. Inspect output columns and nested object needs.

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

“Parse returned JSON response fields with validated paths” concerns SQL code treats whole response envelope as plain answer; the reported problem instead is String concatenation produces malformed JSON when text contains quotes. Use supported SQL JSON generation for structured prompt payload.

“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 String concatenation produces malformed JSON when text contains quotes. Use supported SQL JSON generation for structured prompt payload.

“Build prompt from masked synthetic customer records” concerns Unneeded PII would be sent to external language model; the reported problem instead is String concatenation produces malformed JSON when text contains quotes. Serialize records with Unicode and embedded quotation marks.

“Simulate 429 and transient errors through approved test service” concerns Blind retries duplicate charges or overload endpoint; the reported problem instead is String concatenation produces malformed JSON when text contains quotes. Serialize records with Unicode and embedded quotation marks.

“Inject benign adversarial instruction in a mock retrieved document” concerns Untrusted document text could influence agent behavior; the reported problem instead is String concatenation produces malformed JSON when text contains quotes. Serialize records with Unicode and embedded quotation marks.

“Answer text is extracted correctly or errors reported safely” concerns SQL code treats whole response envelope as plain answer; the reported problem instead is String concatenation produces malformed JSON when text contains quotes. Payload parses correctly and contains only allowed fields.

“Payload fits context while retaining needed evidence” concerns Prompt exceeds deployment context/token budget; the reported problem instead is String concatenation produces malformed JSON when text contains quotes. Payload parses correctly and contains only allowed fields.

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

“Monitor hallucination and missing citations” concerns Model alone invents rules not in corporate source; the reported problem instead is String concatenation produces malformed JSON when text contains quotes. Monitor malformed request rejections and payload size.

“Monitor outbound payload policy violations” concerns Unneeded PII would be sent to external language model; the reported problem instead is String concatenation produces malformed JSON when text contains quotes. Monitor malformed request rejections and payload size.

“Monitor anomalous tool calls and injection detections” concerns Untrusted document text could influence agent behavior; the reported problem instead is String concatenation produces malformed JSON when text contains quotes. Monitor malformed request rejections and payload size.

“Inspect retrieval count, chunk sizes and endpoint token limits” concerns Prompt exceeds deployment context/token budget; the reported problem instead is Untrusted document text could influence agent behavior. Inspect retrieval provenance and role separation.

“Inspect retrieval relevance threshold and abstention criteria” concerns Model invents an answer despite no relevant retrieved evidence; the reported problem instead is Untrusted document text could influence agent behavior. Inspect retrieval provenance and role separation.

“Inspect output columns and nested object needs” concerns String concatenation produces malformed JSON when text contains quotes; the reported problem instead is Untrusted document text could influence agent behavior. Inspect retrieval provenance and role separation.

“Use supported SQL JSON generation for structured prompt payload” concerns String concatenation produces malformed JSON when text contains quotes; the reported problem instead is Untrusted document text could influence agent behavior. Delimit retrieved content as untrusted data and restrict tool capabilities.

“Use bounded backoff and idempotent request handling where supported” concerns Blind retries duplicate charges or overload endpoint; the reported problem instead is Untrusted document text could influence agent behavior. Delimit retrieved content as untrusted data and restrict tool capabilities.

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

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

“Serialize records with Unicode and embedded quotation marks” concerns String concatenation produces malformed JSON when text contains quotes; the reported problem instead is Untrusted document text could influence agent behavior. Inject benign adversarial instruction in a mock retrieved document.

“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 Untrusted document text could influence agent behavior. Inject benign adversarial instruction in a mock retrieved document.

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

“Payload parses correctly and contains only allowed fields” concerns String concatenation produces malformed JSON when text contains quotes; the reported problem instead is Untrusted document text could influence agent behavior. Assistant follows authorized task and does not execute injected instructions.

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

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

“Monitor hallucination and missing citations” concerns Model alone invents rules not in corporate source; the reported problem instead is Untrusted document text could influence agent behavior. Monitor anomalous tool calls and injection detections.

“Monitor malformed request rejections and payload size” concerns String concatenation produces malformed JSON when text contains quotes; the reported problem instead is Untrusted document text could influence agent behavior. Monitor anomalous tool calls and injection detections.