performance

Explain human-facing task outcomes with requirements, evidence, honest acceptance status and read-only re-explanation, inside or outside Datarim.

Use when implementation is complete and all tests pass.

Use when a product decision depends on an uncertain claim and needs a bounded, falsifiable check.

Enforce delivery from a verbatim requirement through pre-work knowledge selection, production evidence, and disposition; excludes enabling-only closure.

Canonical conventions for native agents generating or editing Datarim artifacts, including stage headers, frontmatter, and exact contract quotations.

Canonical CTA "Next Step" block format for every /dr-* command and pipeline agent.

Five pillars of AI-assisted development — decomposition, TDD, architecture-first, focused work, context.

MUST use this before any creative work — features, components, functionality, behavior changes.

Post-QA hardening — detects task type (code, docs, research, legal, content, infra) and applies the matching verification checklist before archiving.

Assemble a panel of Datarim agents for multi-perspective analysis of decisions.

Preserve Datarim task continuity while orchestrated Claude Code or Codex sessions compact or clear context at deterministic pressure thresholds.

Forces an adversarial mindset on a plan, PRD, design, or code change — break it rather than bless it.