Microsoft GH-300 Bundle

The action "Include the interface and the failing call site" is useful when A prompt to fix a TypeScript type error omits the interface declaration. Both sides of the type contract are necessary to diagnose the error. Under the stated condition A maintainer wants a migration using specific database schema columns, instead choose "Attach the current schema and representative valid data". Data shape context helps produce executable changes.

The alternative "Provide reproducible inputs, environment, and the error trace" fits another situation: A bug report says login fails without logs or steps to reproduce. Concrete evidence distinguishes competing failure causes. Here the condition is A maintainer wants a migration using specific database schema columns; use "Attach the current schema and representative valid data" instead. Data shape context helps produce executable changes.

The alternative "Reference the existing helper and request reuse" addresses Copilot creates a new validation helper although the project already has one. Repository context avoids duplicate implementations. It does not resolve A maintainer wants a migration using specific database schema columns; the correct choice is "Attach the current schema and representative valid data". Data shape context helps produce executable changes.

The alternative "Include varied examples and a statement of invariant behavior" fits another situation: A developer wants the model to generalize beyond the exact sample. Diverse demonstrations reduce narrow pattern imitation. Here the condition is A simple task needs a straightforward explanation of a method; use "Use a direct zero-shot request with the selected method" instead. Familiar tasks often do not require worked demonstrations.

The alternative "Supply a couple of correctly formatted release-note examples" addresses A generated changelog uses inconsistent headings across runs. Examples demonstrate the preferred structure. It does not resolve A simple task needs a straightforward explanation of a method; the correct choice is "Use a direct zero-shot request with the selected method". Familiar tasks often do not require worked demonstrations.

For the different scenario A prompt includes examples contradicting a written security rule, "Correct the examples to agree with the rule" could be appropriate. Conflicting demonstrations can steer the model incorrectly. The present requirement is A simple task needs a straightforward explanation of a method, which calls for "Use a direct zero-shot request with the selected method". Familiar tasks often do not require worked demonstrations.

The alternative "Use a direct zero-shot request with the selected method" addresses A simple task needs a straightforward explanation of a method. Familiar tasks often do not require worked demonstrations. It does not resolve A specialized log classification needs consistent labels; the correct choice is "Provide several labeled examples of expected categories". Few-shot examples communicate label boundaries.

For the different scenario A prompt includes examples contradicting a written security rule, "Correct the examples to agree with the rule" could be appropriate. Conflicting demonstrations can steer the model incorrectly. The present requirement is A specialized log classification needs consistent labels, which calls for "Provide several labeled examples of expected categories". Few-shot examples communicate label boundaries.

The action "Include varied examples and a statement of invariant behavior" is useful when A developer wants the model to generalize beyond the exact sample. Diverse demonstrations reduce narrow pattern imitation. Under the stated condition A specialized log classification needs consistent labels, instead choose "Provide several labeled examples of expected categories". Few-shot examples communicate label boundaries.

For the different scenario A specialized log classification needs consistent labels, "Provide several labeled examples of expected categories" could be appropriate. Few-shot examples communicate label boundaries. The present requirement is A generated changelog uses inconsistent headings across runs, which calls for "Supply a couple of correctly formatted release-note examples". Examples demonstrate the preferred structure.

The action "Include varied examples and a statement of invariant behavior" is useful when A developer wants the model to generalize beyond the exact sample. Diverse demonstrations reduce narrow pattern imitation. Under the stated condition A generated changelog uses inconsistent headings across runs, instead choose "Supply a couple of correctly formatted release-note examples". Examples demonstrate the preferred structure.

The alternative "Use a direct zero-shot request with the selected method" fits another situation: A simple task needs a straightforward explanation of a method. Familiar tasks often do not require worked demonstrations. Here the condition is A generated changelog uses inconsistent headings across runs; use "Supply a couple of correctly formatted release-note examples" instead. Examples demonstrate the preferred structure.

"Supply a couple of correctly formatted release-note examples" targets A generated changelog uses inconsistent headings across runs. Examples demonstrate the preferred structure. That differs from A prompt includes examples contradicting a written security rule; the required decision here is "Correct the examples to agree with the rule". Conflicting demonstrations can steer the model incorrectly.

The alternative "Use a direct zero-shot request with the selected method" fits another situation: A simple task needs a straightforward explanation of a method. Familiar tasks often do not require worked demonstrations. Here the condition is A prompt includes examples contradicting a written security rule; use "Correct the examples to agree with the rule" instead. Conflicting demonstrations can steer the model incorrectly.

The alternative "Provide several labeled examples of expected categories" addresses A specialized log classification needs consistent labels. Few-shot examples communicate label boundaries. It does not resolve A prompt includes examples contradicting a written security rule; the correct choice is "Correct the examples to agree with the rule". Conflicting demonstrations can steer the model incorrectly.

The action "Provide several labeled examples of expected categories" is useful when A specialized log classification needs consistent labels. Few-shot examples communicate label boundaries. Under the stated condition A developer wants the model to generalize beyond the exact sample, instead choose "Include varied examples and a statement of invariant behavior". Diverse demonstrations reduce narrow pattern imitation.

The alternative "Supply a couple of correctly formatted release-note examples" fits another situation: A generated changelog uses inconsistent headings across runs. Examples demonstrate the preferred structure. Here the condition is A developer wants the model to generalize beyond the exact sample; use "Include varied examples and a statement of invariant behavior" instead. Diverse demonstrations reduce narrow pattern imitation.

For the different scenario A prompt includes examples contradicting a written security rule, "Correct the examples to agree with the rule" could be appropriate. Conflicting demonstrations can steer the model incorrectly. The present requirement is A developer wants the model to generalize beyond the exact sample, which calls for "Include varied examples and a statement of invariant behavior". Diverse demonstrations reduce narrow pattern imitation.

The alternative "Request a numbered ordered checklist with verification gates" addresses An engineer wants a five-step migration checklist rather than prose. Format constraints align output to an operational workflow. It does not resolve A user needs a code review report readable by a non-developer product owner; the correct choice is "Request plain-language risk, impact and next action". Audience requirements determine useful explanation detail.

"Request a minimal public contract and redact sensitive internals" targets A generated API response exposes internal implementation details to users. Audience and disclosure constraints shape safe output. That differs from A user needs a code review report readable by a non-developer product owner; the required decision here is "Request plain-language risk, impact and next action". Audience requirements determine useful explanation detail.

The action "Specify a valid JSON schema and prohibit explanatory wrapper text" is useful when A build system expects machine-readable JSON output. Machine consumers require predictable structure. Under the stated condition A user needs a code review report readable by a non-developer product owner, instead choose "Request plain-language risk, impact and next action". Audience requirements determine useful explanation detail.

For the different scenario A generated API response exposes internal implementation details to users, "Request a minimal public contract and redact sensitive internals" could be appropriate. Audience and disclosure constraints shape safe output. The present requirement is A build system expects machine-readable JSON output, which calls for "Specify a valid JSON schema and prohibit explanatory wrapper text". Machine consumers require predictable structure.

"Request plain-language risk, impact and next action" targets A user needs a code review report readable by a non-developer product owner. Audience requirements determine useful explanation detail. That differs from A build system expects machine-readable JSON output; the required decision here is "Specify a valid JSON schema and prohibit explanatory wrapper text". Machine consumers require predictable structure.

The alternative "Require actual test code in the repository's framework" fits another situation: A prompt asks for unit tests but produces an essay about testing. Explicit deliverables prevent a shift into generic advice. Here the condition is A build system expects machine-readable JSON output; use "Specify a valid JSON schema and prohibit explanatory wrapper text" instead. Machine consumers require predictable structure.

"Request plain-language risk, impact and next action" targets A user needs a code review report readable by a non-developer product owner. Audience requirements determine useful explanation detail. That differs from A prompt asks for unit tests but produces an essay about testing; the required decision here is "Require actual test code in the repository's framework". Explicit deliverables prevent a shift into generic advice.

The alternative "Specify a valid JSON schema and prohibit explanatory wrapper text" fits another situation: A build system expects machine-readable JSON output. Machine consumers require predictable structure. Here the condition is A prompt asks for unit tests but produces an essay about testing; use "Require actual test code in the repository's framework" instead. Explicit deliverables prevent a shift into generic advice.

The alternative "Request a numbered ordered checklist with verification gates" addresses An engineer wants a five-step migration checklist rather than prose. Format constraints align output to an operational workflow. It does not resolve A prompt asks for unit tests but produces an essay about testing; the correct choice is "Require actual test code in the repository's framework". Explicit deliverables prevent a shift into generic advice.

The alternative "Require actual test code in the repository's framework" fits another situation: A prompt asks for unit tests but produces an essay about testing. Explicit deliverables prevent a shift into generic advice. Here the condition is An engineer wants a five-step migration checklist rather than prose; use "Request a numbered ordered checklist with verification gates" instead. Format constraints align output to an operational workflow.

The alternative "Request a minimal public contract and redact sensitive internals" addresses A generated API response exposes internal implementation details to users. Audience and disclosure constraints shape safe output. It does not resolve An engineer wants a five-step migration checklist rather than prose; the correct choice is "Request a numbered ordered checklist with verification gates". Format constraints align output to an operational workflow.

For the different scenario A build system expects machine-readable JSON output, "Specify a valid JSON schema and prohibit explanatory wrapper text" could be appropriate. Machine consumers require predictable structure. The present requirement is An engineer wants a five-step migration checklist rather than prose, which calls for "Request a numbered ordered checklist with verification gates". Format constraints align output to an operational workflow.

The alternative "Request a numbered ordered checklist with verification gates" fits another situation: An engineer wants a five-step migration checklist rather than prose. Format constraints align output to an operational workflow. Here the condition is A generated API response exposes internal implementation details to users; use "Request a minimal public contract and redact sensitive internals" instead. Audience and disclosure constraints shape safe output.

The alternative "Request plain-language risk, impact and next action" addresses A user needs a code review report readable by a non-developer product owner. Audience requirements determine useful explanation detail. It does not resolve A generated API response exposes internal implementation details to users; the correct choice is "Request a minimal public contract and redact sensitive internals". Audience and disclosure constraints shape safe output.

For the different scenario A prompt asks for unit tests but produces an essay about testing, "Require actual test code in the repository's framework" could be appropriate. Explicit deliverables prevent a shift into generic advice. The present requirement is A generated API response exposes internal implementation details to users, which calls for "Request a minimal public contract and redact sensitive internals". Audience and disclosure constraints shape safe output.