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A well-formed citation identifier can still be invented or point to an unrelated passage. Grounding QA must resolve the identifier and verify the actual support for each claim.

Model confidence is not proof that a cited policy exists, is current or contains the quoted rule. Actual retrieval records are required.

Fluent writing cannot establish source authority or factual correctness. The evaluation must verify source provenance, not presentation style.

A stronger natural-language claim does not create a supervisor approval record, and elevated service privileges would make the unauthorized refund easier to execute rather than safer.

A valid payload establishes shape, not approval provenance or spending authority. The refund endpoint must check transaction amount and authenticated approval independently of the model.

Prompts can steer proposed actions, but they do not enforce business transaction permissions. Confidence cannot override a deterministic approval threshold or substitute for an authoritative supervisor receipt.

UI hiding affects presentation but leaves the refund operation callable by the overprivileged connector or other clients. The service must remove unneeded backend authority.

Prompt text cannot enforce real permissions. A manipulated or mistaken tool call could still trigger refunds if the connector retains administrator rights.

Speculative future features do not justify granting current refund powers to a read-only agent. Least privilege should follow the task’s present scope.

Signing in identifies a user but does not grant access to every customer record. Record-level entitlements still need evaluation at the retrieval service.

Retrieving the forbidden account first exposes information to the model and tracing pipeline even if final output omits some fields.

Returning even partial identifiers to a disallowed user can reveal account existence and facilitate enumeration. Authorization must precede any disclosure.

Removing traces makes the repeating tool sequence harder to diagnose while leaving the infinite loop consuming time and quota.

Unlimited tool calls can create cost, duplicate actions and unavailable answers. Self-declared model success is not evidence that the loop completed the user’s task.

Resetting context may conceal the recurring state but does not guarantee a stopping condition. A safe orchestrator needs bounded steps, correlated observations and a terminal failure or handoff branch.

The model inference duration is already unchanged. Measuring only decoding ignores the new ERP lookup, its queueing, and any retries that can increase total agent p95 response latency.

Portal animation time excludes model, tool and orchestration delays that determine the customer’s actual end-to-end response time.

Model parameter count might affect inference latency, but the standalone inference time is unchanged. The new ERP tool should be isolated before blaming the model.

Deleting failures may improve a reported percentage but deprives reviewers of evidence about real customer risks. A release suite must preserve adverse cases.

An abstract satisfaction metric cannot establish whether external lookups, permission denials or handoffs actually produced the correct business state.

Additional success cases on one public record are not representative of missing documents, ambiguous results or restricted customers.

Positive feedback on a popular prompt does not override a concrete compliance regression. A material incorrect answer remains a release blocker.

A disclaimer does not make a known wrong compliance rule correct. Publishing with the defect still exposes users to unsupported advice.

Deleting old cases hides a regression rather than resolving it. Unchanged required behaviors must continue to pass after prompt changes.

Agent identities and versions may be explicit bindings; assuming an automatic alias can leave clients calling a retired resource that no longer exists.

Suppressing failures makes migration appear successful without repairing clients. Users continue receiving intermittent errors with less traceability.

Retrying a retired ID cannot restore an unavailable resource or select the new supported revision. The configuration reference must be changed.

A shared highly privileged identity without caller-scoped authorization can let one customer retrieve or mutate another's records. Chat instructions cannot replace effective permissions and identity isolation at the agent and data services.

A global shared conversation can leak earlier customers’ cases into new requests and violates the required context boundary.

A similar-looking display name does not establish that an agent has the right version, source configuration or permitted tools. Verify the exact target.

Borrowing another user’s private agent ID may cross access boundaries and still target the wrong project. A 404 must not be bypassed with unauthorized resources.

Output-token limits affect generation only after a valid agent is resolved; they cannot make a nonexistent ID work.

Fabricating a reply while suppressing the not-found error misleads customers and hides a broken integration. Report failure until a real supported agent result is obtained.