Similarity Search Patterns

Use this Skill to produce a bounded, verifiable Similarity Search Patterns outcome. Preserve the user's chosen stack, source material, and authorization boundaries.

Read the SandBase API map only when the task genuinely needs an external data source or generative model.

Workflow

1. Inspect the available files, runtime, versions, inputs, and existing conventions before deciding what to change.
2. Restate the requested outcome, constraints, acceptance checks, and any assumption that could change the result.
3. Produce the smallest complete implementation, analysis, or artifact that satisfies those checks.
4. Verify the real output with appropriate tests, previews, calculations, or source comparison; do not infer success from file creation alone.
5. Return the deliverable, evidence of validation, material assumptions, and unresolved limitations.

Quality gates

• Inspect repository instructions, current versions, tests, and user changes before proposing an implementation.
• Make the smallest compatible change, preserve public contracts unless change is requested, and avoid new dependencies without a concrete benefit.
• Run focused tests plus the relevant build or static checks, then report observed results and any unverified paths.