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“Monitor migration impact and drift” concerns DDL change could destroy legacy data or break dependencies; the reported problem instead is Assistant creates inconsistent column and object names. Monitor instruction drift and ignored conventions. Repository-specific guidance can constrain naming conventions and schemas for generated SQL, but the instructions must be version-controlled and scoped to the project.

“Monitor connection errors and token expiry” concerns Client config points to an outdated URL and unsupported auth; the reported problem instead is Assistant creates inconsistent column and object names. Monitor instruction drift and ignored conventions. Repository-specific guidance can constrain naming conventions and schemas for generated SQL, but the instructions must be version-controlled and scoped to the project.

“Monitor audit events and permission drift” concerns Prompt context must not broaden Fabric workspace access; the reported problem instead is Assistant creates inconsistent column and object names. Monitor instruction drift and ignored conventions. Repository-specific guidance can constrain naming conventions and schemas for generated SQL, but the instructions must be version-controlled and scoped to the project.

“Inspect lakehouse endpoint scopes and tool configuration” concerns Broad access would expose unrelated workspace files; the reported problem instead is A broad server permission grants unnecessary write access. Audit endpoint authentication, identity scopes and exposed tools. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“Inspect endpoint URL, transport and authentication configuration” concerns Client config points to an outdated URL and unsupported auth; the reported problem instead is A broad server permission grants unnecessary write access. Audit endpoint authentication, identity scopes and exposed tools. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“Inspect workspace role and Copilot feature availability” concerns Prompt context must not broaden Fabric workspace access; the reported problem instead is A broad server permission grants unnecessary write access. Audit endpoint authentication, identity scopes and exposed tools. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“Configure correct vetted MCP endpoint and credential flow” concerns Client config points to an outdated URL and unsupported auth; the reported problem instead is A broad server permission grants unnecessary write access. Use least-privileged MCP permissions and explicit allowlisted capabilities. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“Treat schema content as untrusted data and restrict agent tool permissions” concerns AI assistant may treat database metadata as instructions; the reported problem instead is A broad server permission grants unnecessary write access. Use least-privileged MCP permissions and explicit allowlisted capabilities. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“Configure an approved metadata-only MCP tool with least privilege” concerns Broad access would expose unrelated workspace files; the reported problem instead is A broad server permission grants unnecessary write access. Use least-privileged MCP permissions and explicit allowlisted capabilities. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“Request schema list using an isolated low-privileged identity” concerns Broad access would expose unrelated workspace files; the reported problem instead is A broad server permission grants unnecessary write access. Attempt read and unauthorized write in a lab session. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“Inject benign adversarial text into a test comment” concerns AI assistant may treat database metadata as instructions; the reported problem instead is A broad server permission grants unnecessary write access. Attempt read and unauthorized write in a lab session. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“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 A broad server permission grants unnecessary write access. Attempt read and unauthorized write in a lab session. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“Assistant accesses only authorized objects” concerns Prompt context must not broaden Fabric workspace access; the reported problem instead is A broad server permission grants unnecessary write access. Expected reads work while prohibited mutations are denied. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“Assistant does not execute unauthorized data exports” concerns AI assistant may treat database metadata as instructions; the reported problem instead is A broad server permission grants unnecessary write access. Expected reads work while prohibited mutations are denied. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“Only intended lakehouse metadata is returned” concerns Broad access would expose unrelated workspace files; the reported problem instead is A broad server permission grants unnecessary write access. Expected reads work while prohibited mutations are denied. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“Monitor audit events and permission drift” concerns Prompt context must not broaden Fabric workspace access; the reported problem instead is A broad server permission grants unnecessary write access. Monitor MCP tool invocation and unusual privileges. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“Monitor suspicious tool requests and boundary violations” concerns AI assistant may treat database metadata as instructions; the reported problem instead is A broad server permission grants unnecessary write access. Monitor MCP tool invocation and unusual privileges. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“Monitor cross-workspace access attempts” concerns Broad access would expose unrelated workspace files; the reported problem instead is A broad server permission grants unnecessary write access. Monitor MCP tool invocation and unusual privileges. A metadata-reading assistant does not need broad SQL writes. Expose only allowed MCP tool operations and restrict the service identity independently of prompts.

“Inspect AI tool data-handling policy and secrets in prompt history” concerns Unreviewed prompts could expose credentials; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Review approved model inventory and repository code disclosure policy. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.

“Inspect repository guidance and Copilot instruction file scope” concerns Assistant creates inconsistent column and object names; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Review approved model inventory and repository code disclosure policy. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.

“Review join keys, row estimates and generated SQL before execution” concerns Generated SQL may produce accidental many-to-many amplification; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Review approved model inventory and repository code disclosure policy. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.

“Remove secrets and use sanctioned secret stores and prompt boundaries” concerns Unreviewed prompts could expose credentials; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Choose approved model appropriate to migration context and prompt limits. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.

“Require reviewed reversible migration plus backup and approvals” concerns DDL change could destroy legacy data or break dependencies; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Choose approved model appropriate to migration context and prompt limits. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.

“Configure an approved metadata-only MCP tool with least privilege” concerns Broad access would expose unrelated workspace files; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Choose approved model appropriate to migration context and prompt limits. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.

“Run a synthetic prompt containing a fake credential under policy review” concerns Unreviewed prompts could expose credentials; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Compare candidate-generated SQL on a fake project with tests. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.

“Run generated query against bounded synthetic relational fixtures” concerns Generated SQL may produce accidental many-to-many amplification; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Compare candidate-generated SQL on a fake project with tests. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.

“Connect through isolated test tenant using minimal permissions” concerns Client config points to an outdated URL and unsupported auth; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Compare candidate-generated SQL on a fake project with tests. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.

“Approved schema discovery works and unauthorized functions fail” concerns Client config points to an outdated URL and unsupported auth; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Chosen model yields auditable output without exposing sensitive schema. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.

“Schema change preserves required data and rollback succeeds” concerns DDL change could destroy legacy data or break dependencies; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Chosen model yields auditable output without exposing sensitive schema. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.

“Suggestions follow documented naming rules and pass lint/tests” concerns Assistant creates inconsistent column and object names; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Chosen model yields auditable output without exposing sensitive schema. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.

“Monitor instruction drift and ignored conventions” concerns Assistant creates inconsistent column and object names; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Monitor spend, hallucinated APIs and model changes. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.

“Monitor connection errors and token expiry” concerns Client config points to an outdated URL and unsupported auth; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Monitor spend, hallucinated APIs and model changes. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.

“Monitor migration impact and drift” concerns DDL change could destroy legacy data or break dependencies; the reported problem instead is Tool options vary in token limits, privacy policy and quality. Monitor spend, hallucinated APIs and model changes. Model choice affects input limits, code disclosure and response quality. Compare approved deployments against policy and test cases before enabling a code assistant.