Shared artifact registry, common artifact patterns, and integration validation. Load when tracking data that flows across journey steps or validating horizontal coherence.
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Queues a deferred self-update of nwave-ai. Writes a PendingUpdateFlag that the SessionStart hook replays on the next Claude Code launch, so the current session is not interrupted. Falls back to manual instructions when the package manager cannot be detected.
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Review dimensions and scoring for root cause analysis quality assessment
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Architecture quality critique dimensions for peer review. Load when performing architecture document reviews.
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Teaches agents how to run a timeboxed spike - throwaway code that validates one assumption before DESIGN
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Advanced architecture stress analysis methodology for designing systems that survive unknown stresses. Load when --residuality flag is used or when designing high-uncertainty, mission-critical systems.
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Roadmap concision rules, step decomposition efficiency, AC abstraction guidelines, and step-to-scenario mapping. Load when creating implementation roadmaps.
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Port the state-delta + property-based testing paradigm to languages other than Python. DIY recipes per language; canonical Python ref shipped in nwave_ai.state_delta.
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Root cause analysis and debugging
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TLA+ formal verification for design correctness and PBT pipeline integration
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YAML output format and approval criteria for platform design reviews. Load when generating review feedback.
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Database security (encryption, access control, injection prevention), data governance (lineage, quality, MDM), and compliance frameworks (GDPR, CCPA, HIPAA)
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Core distributed systems patterns - load balancing, caching, sharding, consistent hashing, message queues, rate limiting, CDN, Bloom filters, ID generation, replication, conflict resolution, CAP theorem
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SQL and NoSQL query optimization techniques, indexing strategies, execution plan analysis, JOIN algorithms, cardinality estimation, and database-specific query patterns
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Source reputation tiers, cross-referencing methodology, bias detection, and citation format requirements
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Speculative parallel implementation methodology — dispatch N candidate implementations, audit all, score, pick best. Auditability mandate: ALL candidates logged (not just winner).
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Gathers knowledge from web and files, cross-references across multiple sources, and produces cited research documents. Use when investigating technologies, patterns, or decisions that need evidence backing.
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Demonstration preparation, audience-tailored presentations, feedback collection, and business outcome measurement. Load when preparing demos or measuring business value delivery.
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Roadmap-specific validation checks for architecture reviews. Load when reviewing roadmaps for implementation readiness.
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Advanced distributed patterns - event sourcing, CQRS, saga, stream processing, append-only log, exactly-once delivery, sequencer, double-entry ledger, erasure coding, order book, watermarks
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Research output templates, distillation workflow, and quality standards for evidence-driven research
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4-step system design framework with back-of-envelope estimation, scaling ladder, and common pitfalls
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Progressive L1-L6 refactoring hierarchy, 22 code smell taxonomy, atomic transformations, test code smells, and Fowler refactoring catalog
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Detailed refactoring mechanics with step-by-step procedures, and test code smell catalog with detection patterns and before/after examples
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