token-predictor

To generate shipping readiness questions, this Skill applies heuristic analysis across 15 signal categories to your project context, deduplicates results using SHA-256 hashing, and optionally enriches questions via the NEURO API for deeper validation coverage.

Automated question generation for software validation is the process of creating developer-focused queries about shipping readiness using heuristic analysis. It ensures all necessary deployment aspects are covered by automatically generating and deduplicating context-aware questions.

To prevent duplicate deployment validation questions, the Skill uses SHA-256 hash matching to identify repetitions and features an auto-regeneration mechanism to automatically create new, unique questions when duplicates are detected.

An API key is not required for basic shipping readiness analysis, but providing a NEURO API key enables question enrichment, adding greater depth to the generated developer-focused validation queries.

If the NEURO API fails during software validation question generation, a circuit breaker mechanism enforces a 3-failure cooldown to ensure execution safety and prevent cascading errors within the plugin system.

You can integrate shipping readiness question generation into your existing workflow using the SensorGateEnforcerPlugin, which hooks directly into the plugin system for seamless automated analysis and validation.