scientific-analysis-architect

You can plan multi-phase scientific analysis workflows by generating structured chapter plans that define goals, analyses, and dependencies for up to 7 chapters. This enforces phase-based validation and tracks provenance to ensure research reproducibility.

You can generate per-chapter notebooks containing pseudocode and validate them using nbformat-compatible standards. This ensures your notebook generation maintains structural integrity and tracks provenance for each analysis phase.

Ensure reproducibility by enforcing phase-based validation during notebook generation and maintaining structured chapter plans with explicit dependencies. This aligns planning and review into a reproducible process.

You can resume interrupted scientific analysis workflows across machines by persisting session state. This recovery mechanism allows you to recover multi-phase research progress without losing structured chapter plans.

Collaborate with experts by spawning expert consultants for phase-specific input during scientific analysis planning. The workflow resolves conflicts through user prompts to align multi-phase research planning and review.

The best way to scaffold a reproducible research workflow is creating 3-7 structured chapters with defined goals and dependencies, then generating per-chapter notebook plans validated via nbformat. This orchestrates planning and review into a reproducible process.