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Decompose the work into bounded functions and require public-signature and regression tests at each step would not attach the existing package manifest and representative test file, and explicitly require Vitest conventions.

Identifying the public API, allowed implementation region, compatibility requirement and diff boundaries explicitly would not attach the existing package manifest and representative test file, and explicitly require Vitest conventions.

Iterate with measured feedback, concrete constraints and the failing profile would not attach the existing package manifest and representative test file, and explicitly require Vitest conventions.

Generated API calls must be verified against the installed library's actual supported signatures. That check cannot demonstrate safe execution of generated command-line actions.

Rerun profiling against the stated heap ceiling after the revision. That check cannot demonstrate safe execution of generated command-line actions.

Approved dependency sources and lockfiles protect builds against invented or impersonated packages. That check cannot demonstrate safe execution of generated command-line actions.

The feedback did not tell the model which resource invariant it broke. The model lacked versioned local test-framework context.

The refactor prompt did not state protected interface constraints. The model lacked versioned local test-framework context.

The task exceeded a manageable verifiable change scope. The model lacked versioned local test-framework context.

Generated code requires independently defined acceptance tests and review against the real program contract. Preventing this failure involves reference manifest and established test patterns for new tests.

Provide quantitative failure evidence during prompt iteration. It would leave tested AI-assisted changes that preserve stated requirements without the specified safeguard.

Generated API calls must be verified against the installed library's actual supported signatures. Preventing this failure involves reference manifest and established test patterns for new tests.

Using an explicit zero-shot description with parameters, expected return type and error behavior would not include the exact compiler diagnostic, affected file, minimal relevant context and expected behavior.

Start a fresh focused conversation or correct the prior context with the current migration and schema would not include the exact compiler diagnostic, affected file, minimal relevant context and expected behavior.

Identifying the exact module, symbol and signature, and attaching the relevant source excerpt would not include the exact compiler diagnostic, affected file, minimal relevant context and expected behavior.

Generated API calls must be verified against the installed library's actual supported signatures. That check cannot demonstrate rerun the compiler and confirm the specific diagnostic is gone without new warnings.

Compare the answer to the selected method's body and call graph. That check cannot demonstrate rerun the compiler and confirm the specific diagnostic is gone without new warnings.

Schema-driven tests enforce the expected wire-format contract across generated serialization code. That check cannot demonstrate rerun the compiler and confirm the specific diagnostic is gone without new warnings.

The task contract was too vague even for a zero-shot request. The necessary failure evidence was missing from the prompt.

An ambiguous referent let conversation history select the wrong target. The necessary failure evidence was missing from the prompt.

Outdated conversation context overrode the current repository state. The necessary failure evidence was missing from the prompt.

Schema-driven tests enforce the expected wire-format contract across generated serialization code. It would leave safe execution of generated command-line actions without the specified safeguard.

Add parameter and return examples when a concise zero-shot prompt fails. It would leave safe execution of generated command-line actions without the specified safeguard.

Use explicit file and symbol references in follow-up questions. It would leave safe execution of generated command-line actions without the specified safeguard.

The prompt omitted idempotency and concurrency invariants. Task-specific guidance was not captured in reusable prompt files.

The original request omitted a concrete goal and success criterion. Task-specific guidance was not captured in reusable prompt files.

The prompt jumped to a solution without requiring evidence of the underlying mechanism. Task-specific guidance was not captured in reusable prompt files.

Generated code requires independently defined acceptance tests and review against the real program contract. It does not run it on two different pull requests and check that the required risk headings appear.

Generated code requires independently defined acceptance tests and review against the real program contract. Verification of this result involves running it on two different pull requests and check that the required risk headings appear.

Send the same event three times and ensure the side effect occurs once. It does not run it on two different pull requests and check that the required risk headings appear.

The original request omitted a concrete goal and success criterion would not address the need for task-specific guidance was not captured in reusable prompt files.

The prompt omitted idempotency and concurrency invariants would not address the need for task-specific guidance was not captured in reusable prompt files.

The prompt jumped to a solution without requiring evidence of the underlying mechanism would not address the need for task-specific guidance was not captured in reusable prompt files.