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typescript-patterns
Advanced types, strict mode, type safety
juce-audio-graphics-architect
Advanced JUCE audio DSP, real-time analysis, and interactive graphics for plugin development. Use when building AU/VST3 plugins, adding DSP chains (reverb/delay/physical modeling), implementing FFT or audio-reactive UI, integrating OpenGL/shader visuals or particle systems, or designing layered, animated JUCE interfaces with transparency and shadows. Prefer established third-party JUCE modules or GitHub libraries when they reduce custom code, with license and compatibility checks.
convert-python-rust
Convert Python code to idiomatic Rust. Use when migrating Python projects to Rust, translating Python patterns to idiomatic Rust, or refactoring Python codebases for performance, safety, and concurrency. Extends meta-convert-dev with Python-to-Rust specific patterns.
python-expert
Expert-level Python development with Python 3.12+ features, async/await, type hints, and modern best practices
convert-c-cpp
Convert C code to idiomatic C++. Use when migrating C projects to C++, translating C patterns to modern C++ idioms, or refactoring C codebases into C++. Extends meta-convert-dev with C-to-C++ specific patterns covering all 8 pillars (Module, Error, Concurrency, Metaprogramming, Zero/Default, Serialization, Build, Testing).
convert-haskell-erlang
Convert Haskell code to idiomatic Erlang/OTP. Use when migrating Haskell projects to Erlang, translating pure functional patterns to fault-tolerant concurrent systems, or refactoring Haskell codebases into distributed Erlang applications. Extends meta-convert-dev with Haskell-to-Erlang specific patterns.
pennylane
Hardware-agnostic quantum ML framework with automatic differentiation. Use when training quantum circuits via gradients, building hybrid quantum-classical models, or needing device portability across IBM/Google/Rigetti/IonQ. Best for variational algorithms (VQE, QAOA), quantum neural networks, and integration with PyTorch/JAX/TensorFlow. For hardware-specific optimizations use qiskit (IBM) or cirq (Google); for open quantum systems use qutip.
mithril-cache-agent
Build mithril-cache for torch.compile caching. Use when implementing content-addressable storage, cache keys, eviction, or framework hooks.
mithril-checkpoint-agent
Build mithril-checkpoint compression for PyTorch models. Use when implementing byte grouping, compression pipeline, or checkpoint I/O.
convert-erlang-haskell
Translates Erlang concurrent functional code to Haskell pure functional code. Use when migrating BEAM-based systems, modernizing telecom infrastructure, or adopting stronger type systems. Extends meta-convert-dev with Erlang-to-Haskell specific patterns.
whole-brain-emulation-core-simulation
Simulate whole-brain emulation core processes.
convert-python-erlang
Convert Python code to idiomatic Erlang. Use when migrating Python projects to Erlang, translating Python patterns to idiomatic Erlang, or refactoring Python codebases for fault-tolerance, distributed computing, and concurrency. Extends meta-convert-dev with Python-to-Erlang specific patterns.
convert-roc-elixir
Convert Roc code to idiomatic Elixir. Use when migrating Roc platform-based applications to Elixir/BEAM, translating statically-typed functional code to dynamic functional style, or refactoring compile-time verified patterns to leverage Elixir's actor model and OTP. Extends meta-convert-dev with Roc-to-Elixir specific patterns.
convert-python-roc
Convert Python code to idiomatic Roc. Use when migrating Python projects to Roc, translating Python patterns to idiomatic Roc, or refactoring Python codebases for type safety, functional purity, and native performance. Extends meta-convert-dev with Python-to-Roc specific patterns.
feature-explorer
Discovers KrakenD features, checks edition availability (CE vs EE), and provides implementation examples
rust-gpu-scheduling
Implement GPU scheduling with VRAM budgets, work queues, and model lifecycle management. Use when building ML pipeline orchestrators.
trait-generics
Master Rust traits, generics, and type system
nethercore-optimization
Optimization techniques for Nethercore games. Triggers on "optimize", "reduce size", "wasm-opt", "compress", "LTO", "asset compression", "state size". **Load references when:** - Detailed techniques -> `references/optimization-techniques.md`
patternsvtable
Vtable Pattern (C-Specific) pattern for C development