Sequence packing and long-context training in Megatron Bridge. Use when the user asks about packed sequences, sequence packing, long context training, PackedSequenceSpecs, pack_sequences_in_batch, or CP with packing.
Operational guide for choosing and combining parallelism strategies in Megatron Bridge, including sizing rules, hardware topology mapping, and combined parallelism configuration.
Skill for generating diffs between different versions of protocol specifications.
Flutter UIๅฎ่ฃ ใฎใขใผใญใใฏใใฃ่ฆ็ดใปใณใณใใผใใณใๅๅฒใป็ถๆ ็ฎก็ใฌใคใ๏ผBloc/Cubit็๏ผ
Migrate better-result TaggedError from v1 (class-based) to v2 (factory-based) API
Core SRE behavioral principles for incident response. Guides intellectual honesty, evidence-based reasoning, and communication standards.
Systematic incident investigation methodology. Use when investigating production issues, service degradation, errors, latency spikes, or outages. Provides 5-phase framework for evidence-based root cause analysis.
NVIDIA NeMo Guardrails configuration for conversational safety and control
Build and query suffix arrays and related structures
Drive feature development using Outside-In TDD with Hexagonal Architecture. Design emerges through inline code, in-memory fakes, interface extraction, and deferred I/O. Use when building features, writing tests, or structuring backend services. Triggers on: TDD, outside-in, hexagonal, ports and adapters, emergent design, acceptance test, component test, walking skeleton, in-memory fakes, component, contract test, adapter, fast tests, sub-second feedback. Language-agnostic (Go, Rust, Python, TypeScript, Java, C#).
Generate Bubble Tea (Go) TUI application structure with models, commands, and views using the Elm architecture.
Generate plugin dependency resolution logic with topological sorting.
Analyze and visualize software architecture patterns, dependencies, and module boundaries for migration planning
Migrate to event-sourcing architecture with event extraction, store setup, and CQRS implementation
Orchestrate strangler fig pattern implementation for gradual migration with traffic routing and cutover management
Generates Slowly Changing Dimension implementations across platforms
Analyze and optimize application bundle size for desktop applications
Constraint programming skill for scheduling, configuration, and assignment problems
Operational Excellence program design skill with governance structure, methodology deployment, and capability building
Production capacity analysis skill using Theory of Constraints principles
Skill for avionics architecture design and system integration
