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“Monitor prompt leakage warnings and policy violations” concerns Unreviewed prompts could expose credentials; the reported problem instead is AI assistant may treat database metadata as instructions. Monitor suspicious tool requests and boundary violations. Untrusted database comments should remain data, not new instructions to the assistant. Log the tool call and enforce permission limits outside the model.

“Monitor MCP tool invocation and unusual privileges” concerns A broad server permission grants unnecessary write access; the reported problem instead is AI assistant may treat database metadata as instructions. Monitor suspicious tool requests and boundary violations. Untrusted database comments should remain data, not new instructions to the assistant. Log the tool call and enforce permission limits outside the model.

“Monitor anomalous query plans and regressions” concerns Generated SQL may produce accidental many-to-many amplification; the reported problem instead is AI assistant may treat database metadata as instructions. Monitor suspicious tool requests and boundary violations. Untrusted database comments should remain data, not new instructions to the assistant. Log the tool call and enforce permission limits outside the model.

“Inspect endpoint URL, transport and authentication configuration” concerns Client config points to an outdated URL and unsupported auth; the reported problem instead is Broad access would expose unrelated workspace files. Inspect lakehouse endpoint scopes and tool configuration. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Audit endpoint authentication, identity scopes and exposed tools” concerns A broad server permission grants unnecessary write access; the reported problem instead is Broad access would expose unrelated workspace files. Inspect lakehouse endpoint scopes and tool configuration. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Inspect provenance of retrieved comments and tool-call logs” concerns AI assistant may treat database metadata as instructions; the reported problem instead is Broad access would expose unrelated workspace files. Inspect lakehouse endpoint scopes and tool configuration. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Grant least-privilege workspace access and follow Copilot tenant policy” concerns Prompt context must not broaden Fabric workspace access; the reported problem instead is Broad access would expose unrelated workspace files. Configure an approved metadata-only MCP tool with least privilege. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Use least-privileged MCP permissions and explicit allowlisted capabilities” concerns A broad server permission grants unnecessary write access; the reported problem instead is Broad access would expose unrelated workspace files. Configure an approved metadata-only MCP tool with least privilege. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Configure correct vetted MCP endpoint and credential flow” concerns Client config points to an outdated URL and unsupported auth; the reported problem instead is Broad access would expose unrelated workspace files. Configure an approved metadata-only MCP tool with least privilege. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Request sample code from tool against a disposable repository branch” concerns Assistant creates inconsistent column and object names; the reported problem instead is Broad access would expose unrelated workspace files. Request schema list using an isolated low-privileged identity. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Test with read-only sample data under allowed and denied roles” concerns Prompt context must not broaden Fabric workspace access; the reported problem instead is Broad access would expose unrelated workspace files. Request schema list using an isolated low-privileged identity. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Connect through isolated test tenant using minimal permissions” concerns Client config points to an outdated URL and unsupported auth; the reported problem instead is Broad access would expose unrelated workspace files. Request schema list using an isolated low-privileged identity. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Assistant accesses only authorized objects” concerns Prompt context must not broaden Fabric workspace access; the reported problem instead is Broad access would expose unrelated workspace files. Only intended lakehouse metadata is returned. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Expected reads work while prohibited mutations are denied” concerns A broad server permission grants unnecessary write access; the reported problem instead is Broad access would expose unrelated workspace files. Only intended lakehouse metadata is returned. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Assistant workflow avoids real secret disclosure” concerns Unreviewed prompts could expose credentials; the reported problem instead is Broad access would expose unrelated workspace files. Only intended lakehouse metadata is returned. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Monitor prompt leakage warnings and policy violations” concerns Unreviewed prompts could expose credentials; the reported problem instead is Broad access would expose unrelated workspace files. Monitor cross-workspace access attempts. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Monitor MCP tool invocation and unusual privileges” concerns A broad server permission grants unnecessary write access; the reported problem instead is Broad access would expose unrelated workspace files. Monitor cross-workspace access attempts. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Monitor audit events and permission drift” concerns Prompt context must not broaden Fabric workspace access; the reported problem instead is Broad access would expose unrelated workspace files. Monitor cross-workspace access attempts. Metadata-only inspection requires narrower privileges than arbitrary workspace file access. An allowlisted tool can expose object schemas without expanding data access.

“Identify allowed format and DB engine regex feature availability” concerns Basic LIKE pattern cannot express all constraints; the reported problem instead is A fixed substring offset fails as prose length changes. Inspect token format and supported regex extraction functions. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.

“Inspect nullability and exclusion matching keys” concerns A NOT IN subquery can behave unexpectedly with NULL values; the reported problem instead is A fixed substring offset fails as prose length changes. Inspect token format and supported regex extraction functions. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.

“Inspect stable sorting key and pagination expectations” concerns Offset-only pages skip or repeat records under changes; the reported problem instead is A fixed substring offset fails as prose length changes. Inspect token format and supported regex extraction functions. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.

“Use JSON_OBJECT for supported structured scalar output” concerns Application currently concatenates JSON strings manually; the reported problem instead is A fixed substring offset fails as prose length changes. Use REGEXP_SUBSTR with an explicitly bounded pattern where supported. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.

“Use REGEXP_REPLACE with reviewed expression where supported” concerns Need a controlled transformation without naive substring edits; the reported problem instead is A fixed substring offset fails as prose length changes. Use REGEXP_SUBSTR with an explicitly bounded pattern where supported. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.

“Use REGEXP_LIKE with anchored pattern where available” concerns Basic LIKE pattern cannot express all constraints; the reported problem instead is A fixed substring offset fails as prose length changes. Use REGEXP_SUBSTR with an explicitly bounded pattern where supported. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.

“Insert sample null complaint keys and known complaints” concerns A NOT IN subquery can behave unexpectedly with NULL values; the reported problem instead is A fixed substring offset fails as prose length changes. Apply to messages with token at several locations. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.

“Page through sample data while inserting new records” concerns Offset-only pages skip or repeat records under changes; the reported problem instead is A fixed substring offset fails as prose length changes. Apply to messages with token at several locations. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.

“Run anonymized test examples through replacement” concerns Need a controlled transformation without naive substring edits; the reported problem instead is A fixed substring offset fails as prose length changes. Apply to messages with token at several locations. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.

“Only exact intended array membership matches” concerns Text LIKE falsely matches substrings; the reported problem instead is A fixed substring offset fails as prose length changes. Only intended token text is extracted and absent token handled. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.

“Only targeted patterns are transformed without corrupting unrelated text” concerns Need a controlled transformation without naive substring edits; the reported problem instead is A fixed substring offset fails as prose length changes. Only intended token text is extracted and absent token handled. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.

“Region extraction returns expected scalar or handled null/error” concerns SQL filter needs one scalar region field; the reported problem instead is A fixed substring offset fails as prose length changes. Only intended token text is extracted and absent token handled. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.

“Monitor duplicate/missing IDs across pages” concerns Offset-only pages skip or repeat records under changes; the reported problem instead is A fixed substring offset fails as prose length changes. Monitor unexpected text formats and slow patterns. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.

“Monitor missed formats and false positives” concerns Need a controlled transformation without naive substring edits; the reported problem instead is A fixed substring offset fails as prose length changes. Monitor unexpected text formats and slow patterns. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.

“Monitor null imports and plan performance” concerns A NOT IN subquery can behave unexpectedly with NULL values; the reported problem instead is A fixed substring offset fails as prose length changes. Monitor unexpected text formats and slow patterns. A fixed substring offset breaks when the surrounding text shifts. A validated token pattern is more robust for the documented input format.