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The code app opens an authorized session, receives agent responses, and handles connection errors without DOM scraping. Such evidence would validate a different change: A code app consumes a Copilot Studio agent by scraping its web chat DOM and breaks after a client update. It follows the separate remedy Use the supported Copilot Studio client library and its documented authentication/session methods. The Timberline Foods scenario instead reports A custom Foundry agent must query customer cases through enterprise tools but its developer gives it broad direct database access. The decisive observation must be: The agent lists only cases the calling user may view and direct database credentials are not present.

Regression runs expose failures before deployment and version-to-version quality changes are measurable. Such evidence would validate a different change: An agent team declares production readiness after one demonstration without evaluating factual errors or unauthorized tool calls. It follows the separate remedy Create a representative evaluation dataset with accuracy, tool-use, access-control and refusal tests plus release thresholds. The Timberline Foods scenario instead reports A custom Foundry agent must query customer cases through enterprise tools but its developer gives it broad direct database access. The decisive observation must be: The agent lists only cases the calling user may view and direct database credentials are not present.

In tests the agent proposes an action but no payment executes until a permitted approver confirms it. Such evidence would validate a different change: A generative agent automatically approves vendor payments based on free-form text without human approval. It follows the separate remedy Require a human confirmation checkpoint and deterministic amount verification before authorizing any payment write. The Timberline Foods scenario instead reports A custom Foundry agent must query customer cases through enterprise tools but its developer gives it broad direct database access. The decisive observation must be: The agent lists only cases the calling user may view and direct database credentials are not present.

Capture sanitized tool-call traces, correlation IDs, latency and exception categories in approved monitoring. This is a plausible technique for a DIFFERENT requirement: A Foundry agent intermittently fails during a downstream MCP call but telemetry records only the final response text. The Juniper Media failure described here instead concerns A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. That choice does not establish the required correction; the acceptance result must be: A representative conversation delegates the specialized task and returns a typed result without loss of caller context.

Integrate the authorized Work IQ and Dataverse data access path with scoped identity rather than injecting entire datasets into prompts. This is a plausible technique for a DIFFERENT requirement: An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. The Juniper Media failure described here instead concerns A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. That choice does not establish the required correction; the acceptance result must be: A representative conversation delegates the specialized task and returns a typed result without loss of caller context.

Require a human confirmation checkpoint and deterministic amount verification before authorizing any payment write. This is a plausible technique for a DIFFERENT requirement: A generative agent automatically approves vendor payments based on free-form text without human approval. The Juniper Media failure described here instead concerns A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. That choice does not establish the required correction; the acceptance result must be: A representative conversation delegates the specialized task and returns a typed result without loss of caller context.

The agent lists only cases the calling user may view and direct database credentials are not present. Such evidence would validate a different change: A custom Foundry agent must query customer cases through enterprise tools but its developer gives it broad direct database access. It follows the separate remedy Expose narrowly scoped Microsoft Power Platform MCP server tools with authenticated authorization per operation. The Juniper Media scenario instead reports A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. The decisive observation must be: A representative conversation delegates the specialized task and returns a typed result without loss of caller context.

Regression runs expose failures before deployment and version-to-version quality changes are measurable. Such evidence would validate a different change: An agent team declares production readiness after one demonstration without evaluating factual errors or unauthorized tool calls. It follows the separate remedy Create a representative evaluation dataset with accuracy, tool-use, access-control and refusal tests plus release thresholds. The Juniper Media scenario instead reports A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. The decisive observation must be: A representative conversation delegates the specialized task and returns a typed result without loss of caller context.

A prompt-injection test yields a safe report and no credential access or unauthorized data disclosure. Such evidence would validate a different change: A malicious external document instructs an agent to reveal Dataverse credentials while the agent is gathering a report. It follows the separate remedy Treat retrieved document text as untrusted data and restrict tools, secrets and prompt-following privileges at the execution boundary. The Juniper Media scenario instead reports A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. The decisive observation must be: A representative conversation delegates the specialized task and returns a typed result without loss of caller context.

Integrate the authorized Work IQ and Dataverse data access path with scoped identity rather than injecting entire datasets into prompts. This is a plausible technique for a DIFFERENT requirement: An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. The Meadowbrook Finance failure described here instead concerns A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. That choice does not establish the required correction; the acceptance result must be: A representative conversation delegates the specialized task and returns a typed result without loss of caller context.

Use the supported Copilot Studio client library and its documented authentication/session methods. This is a plausible technique for a DIFFERENT requirement: A code app consumes a Copilot Studio agent by scraping its web chat DOM and breaks after a client update. The Meadowbrook Finance failure described here instead concerns A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. That choice does not establish the required correction; the acceptance result must be: A representative conversation delegates the specialized task and returns a typed result without loss of caller context.

Enforce least-privilege authorization at the MCP tool boundary and restrict destructive operations to appropriate identities. This is a plausible technique for a DIFFERENT requirement: A Foundry tool can delete rows using a tenant-wide service identity even when an end user has read-only Dataverse access. The Meadowbrook Finance failure described here instead concerns A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. That choice does not establish the required correction; the acceptance result must be: A representative conversation delegates the specialized task and returns a typed result without loss of caller context.

The agent lists only cases the calling user may view and direct database credentials are not present. Such evidence would validate a different change: A custom Foundry agent must query customer cases through enterprise tools but its developer gives it broad direct database access. It follows the separate remedy Expose narrowly scoped Microsoft Power Platform MCP server tools with authenticated authorization per operation. The Meadowbrook Finance scenario instead reports A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. The decisive observation must be: A representative conversation delegates the specialized task and returns a typed result without loss of caller context.

A failing agent trace identifies the specific tool and error without storing sensitive prompt contents. Such evidence would validate a different change: A Foundry agent intermittently fails during a downstream MCP call but telemetry records only the final response text. It follows the separate remedy Capture sanitized tool-call traces, correlation IDs, latency and exception categories in approved monitoring. The Meadowbrook Finance scenario instead reports A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. The decisive observation must be: A representative conversation delegates the specialized task and returns a typed result without loss of caller context.

Regression runs expose failures before deployment and version-to-version quality changes are measurable. Such evidence would validate a different change: An agent team declares production readiness after one demonstration without evaluating factual errors or unauthorized tool calls. It follows the separate remedy Create a representative evaluation dataset with accuracy, tool-use, access-control and refusal tests plus release thresholds. The Meadowbrook Finance scenario instead reports A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. The decisive observation must be: A representative conversation delegates the specialized task and returns a typed result without loss of caller context.

Expose narrowly scoped Microsoft Power Platform MCP server tools with authenticated authorization per operation. This is a plausible technique for a DIFFERENT requirement: A custom Foundry agent must query customer cases through enterprise tools but its developer gives it broad direct database access. The Eastshore Energy failure described here instead concerns An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. That choice does not establish the required correction; the acceptance result must be: Responses summarize permitted interactions and excluded confidential records never appear in tool results.

Create a representative evaluation dataset with accuracy, tool-use, access-control and refusal tests plus release thresholds. This is a plausible technique for a DIFFERENT requirement: An agent team declares production readiness after one demonstration without evaluating factual errors or unauthorized tool calls. The Eastshore Energy failure described here instead concerns An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. That choice does not establish the required correction; the acceptance result must be: Responses summarize permitted interactions and excluded confidential records never appear in tool results.

Use the supported Copilot Studio client library and its documented authentication/session methods. This is a plausible technique for a DIFFERENT requirement: A code app consumes a Copilot Studio agent by scraping its web chat DOM and breaks after a client update. The Eastshore Energy failure described here instead concerns An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. That choice does not establish the required correction; the acceptance result must be: Responses summarize permitted interactions and excluded confidential records never appear in tool results.

In tests the agent proposes an action but no payment executes until a permitted approver confirms it. Such evidence would validate a different change: A generative agent automatically approves vendor payments based on free-form text without human approval. It follows the separate remedy Require a human confirmation checkpoint and deterministic amount verification before authorizing any payment write. The Eastshore Energy scenario instead reports An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. The decisive observation must be: Responses summarize permitted interactions and excluded confidential records never appear in tool results.

The code app opens an authorized session, receives agent responses, and handles connection errors without DOM scraping. Such evidence would validate a different change: A code app consumes a Copilot Studio agent by scraping its web chat DOM and breaks after a client update. It follows the separate remedy Use the supported Copilot Studio client library and its documented authentication/session methods. The Eastshore Energy scenario instead reports An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. The decisive observation must be: Responses summarize permitted interactions and excluded confidential records never appear in tool results.

A representative conversation delegates the specialized task and returns a typed result without loss of caller context. Such evidence would validate a different change: A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. It follows the separate remedy Choose an integration architecture connecting the Foundry agent and Copilot Studio agent with explicit responsibilities and boundaries. The Eastshore Energy scenario instead reports An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. The decisive observation must be: Responses summarize permitted interactions and excluded confidential records never appear in tool results.

Require a human confirmation checkpoint and deterministic amount verification before authorizing any payment write. This is a plausible technique for a DIFFERENT requirement: A generative agent automatically approves vendor payments based on free-form text without human approval. The Alpine Healthcare failure described here instead concerns An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. That choice does not establish the required correction; the acceptance result must be: Responses summarize permitted interactions and excluded confidential records never appear in tool results.

Create a representative evaluation dataset with accuracy, tool-use, access-control and refusal tests plus release thresholds. This is a plausible technique for a DIFFERENT requirement: An agent team declares production readiness after one demonstration without evaluating factual errors or unauthorized tool calls. The Alpine Healthcare failure described here instead concerns An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. That choice does not establish the required correction; the acceptance result must be: Responses summarize permitted interactions and excluded confidential records never appear in tool results.

Choose an integration architecture connecting the Foundry agent and Copilot Studio agent with explicit responsibilities and boundaries. This is a plausible technique for a DIFFERENT requirement: A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. The Alpine Healthcare failure described here instead concerns An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. That choice does not establish the required correction; the acceptance result must be: Responses summarize permitted interactions and excluded confidential records never appear in tool results.

The agent lists only cases the calling user may view and direct database credentials are not present. Such evidence would validate a different change: A custom Foundry agent must query customer cases through enterprise tools but its developer gives it broad direct database access. It follows the separate remedy Expose narrowly scoped Microsoft Power Platform MCP server tools with authenticated authorization per operation. The Alpine Healthcare scenario instead reports An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. The decisive observation must be: Responses summarize permitted interactions and excluded confidential records never appear in tool results.

Regression runs expose failures before deployment and version-to-version quality changes are measurable. Such evidence would validate a different change: An agent team declares production readiness after one demonstration without evaluating factual errors or unauthorized tool calls. It follows the separate remedy Create a representative evaluation dataset with accuracy, tool-use, access-control and refusal tests plus release thresholds. The Alpine Healthcare scenario instead reports An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. The decisive observation must be: Responses summarize permitted interactions and excluded confidential records never appear in tool results.

A representative conversation delegates the specialized task and returns a typed result without loss of caller context. Such evidence would validate a different change: A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. It follows the separate remedy Choose an integration architecture connecting the Foundry agent and Copilot Studio agent with explicit responsibilities and boundaries. The Alpine Healthcare scenario instead reports An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. The decisive observation must be: Responses summarize permitted interactions and excluded confidential records never appear in tool results.

Capture sanitized tool-call traces, correlation IDs, latency and exception categories in approved monitoring. This is a plausible technique for a DIFFERENT requirement: A Foundry agent intermittently fails during a downstream MCP call but telemetry records only the final response text. The Brookside Manufacturing failure described here instead concerns A code app consumes a Copilot Studio agent by scraping its web chat DOM and breaks after a client update. That choice does not establish the required correction; the acceptance result must be: The code app opens an authorized session, receives agent responses, and handles connection errors without DOM scraping.

Expose narrowly scoped Microsoft Power Platform MCP server tools with authenticated authorization per operation. This is a plausible technique for a DIFFERENT requirement: A custom Foundry agent must query customer cases through enterprise tools but its developer gives it broad direct database access. The Brookside Manufacturing failure described here instead concerns A code app consumes a Copilot Studio agent by scraping its web chat DOM and breaks after a client update. That choice does not establish the required correction; the acceptance result must be: The code app opens an authorized session, receives agent responses, and handles connection errors without DOM scraping.

Require a human confirmation checkpoint and deterministic amount verification before authorizing any payment write. This is a plausible technique for a DIFFERENT requirement: A generative agent automatically approves vendor payments based on free-form text without human approval. The Brookside Manufacturing failure described here instead concerns A code app consumes a Copilot Studio agent by scraping its web chat DOM and breaks after a client update. That choice does not establish the required correction; the acceptance result must be: The code app opens an authorized session, receives agent responses, and handles connection errors without DOM scraping.

In tests the agent proposes an action but no payment executes until a permitted approver confirms it. Such evidence would validate a different change: A generative agent automatically approves vendor payments based on free-form text without human approval. It follows the separate remedy Require a human confirmation checkpoint and deterministic amount verification before authorizing any payment write. The Brookside Manufacturing scenario instead reports A code app consumes a Copilot Studio agent by scraping its web chat DOM and breaks after a client update. The decisive observation must be: The code app opens an authorized session, receives agent responses, and handles connection errors without DOM scraping.

Responses summarize permitted interactions and excluded confidential records never appear in tool results. Such evidence would validate a different change: An agent is asked to summarize internal service interactions using Work IQ data but its prompt includes pasted sensitive records. It follows the separate remedy Integrate the authorized Work IQ and Dataverse data access path with scoped identity rather than injecting entire datasets into prompts. The Brookside Manufacturing scenario instead reports A code app consumes a Copilot Studio agent by scraping its web chat DOM and breaks after a client update. The decisive observation must be: The code app opens an authorized session, receives agent responses, and handles connection errors without DOM scraping.

A representative conversation delegates the specialized task and returns a typed result without loss of caller context. Such evidence would validate a different change: A support assistant is built as a generic Foundry agent although its workflows are tightly integrated with Copilot Studio conversations. It follows the separate remedy Choose an integration architecture connecting the Foundry agent and Copilot Studio agent with explicit responsibilities and boundaries. The Brookside Manufacturing scenario instead reports A code app consumes a Copilot Studio agent by scraping its web chat DOM and breaks after a client update. The decisive observation must be: The code app opens an authorized session, receives agent responses, and handles connection errors without DOM scraping.