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Deep dive into framework internals.

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framework-internals
24

test-run

Universal test runner that automatically detects and runs the appropriate testing framework

laurigates
laurigates
development
open
framework-internals
24

elixir-expert

Elixir and Phoenix expert including OTP, Ecto, and functional programming

oimiragieo
oimiragieo
development
open
framework-internals
24

tlaplus-add-variable

Add a new variable to an existing TLA+ specification without changing its semantics. Ensures the variable is declared, initialized, and added to all UNCHANGED statements. Use when the user asks to add, introduce, or declare a new variable in a TLA+ spec, or mentions UNCHANGED statements.

tlaplus
tlaplus
development
open
framework-internals
24

bio-genome-engineering-hdr-template-design

Design homology-directed repair donor templates for CRISPR knock-ins using primer3-py. Create ssODN, dsDNA, or plasmid templates with optimized homology arms. Use when designing donor templates for precise insertions, tagging, or allele replacement.

mdbabumiamssm
mdbabumiamssm
development
open
framework-internals
24

add-handler

Add a precise primitive handler to the jaxpr interpreter, replacing a conservative fallback.

adrhill
adrhill
development
open
framework-internals
24

codon-optimize

Codon optimize protein sequences for expression using IDT's API. Use when the user asks to codon optimize genes, sequences, or accessions for a target organism (insect, E. coli, mammalian, yeast) or vector (438, 1-, pVEX).

farnunglab
farnunglab
development
open
framework-internals
24

edictum-oss

Implement features in the Edictum OSS core (src/edictum/). Use when the task touches pipeline, adapters, YAML engine, CLI, audit, envelope, or session. Core NEVER imports from ee/.

edictum-ai
edictum-ai
development
open
framework-internals
24

uniffi-upgrade

UniFFI 버전 업그레이드를 수행하는 스킬. 사용자가 uniffi 업그레이드, uniffi 버전 업데이트, uniffi 최신 버전 적용 등을 요청할 때 트리거. 반드시 rusaint 프로젝트 내에서만 실행.

EATSTEAK
EATSTEAK
development
open
framework-internals
24

qiskit

IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quantum error mitigation, and enterprise quantum computing. For Google hardware use cirq; for gradient-based quantum ML use pennylane; for open quantum system simulations use qutip.

oimiragieo
oimiragieo
development
open
framework-internals
24

ui-components-expert

UI component library expert including Chakra, Material UI, and Mantine

oimiragieo
oimiragieo
development
open
framework-internals
24

cirq

Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For IBM hardware use qiskit; for quantum ML with autodiff use pennylane; for physics simulations use qutip.

oimiragieo
oimiragieo
development
open
framework-internals
24

assimilate

Benchmark external agent frameworks, auto-detect source type, scan for prompt injection, and convert findings into a concrete TDD upgrade backlog for agent-studio evolution.

oimiragieo
oimiragieo
development
open
framework-internals
23

fal-optimization

Complete fal.ai optimization system. PROACTIVELY activate for: (1) Queue vs run performance, (2) Parallel request batching, (3) Streaming for real-time UI, (4) WebSocket for interactive apps, (5) Model cost comparison, (6) Image size optimization, (7) Inference step tuning, (8) Webhook vs polling, (9) Result caching by seed, (10) Serverless scaling config. Provides: Parallel patterns, cost strategies, caching examples, monitoring setup. Ensures optimal performance and cost-effective usage.

JosiahSiegel
JosiahSiegel
development
open
framework-internals
23

shadertoy

This skill should be used when working with Shadertoy shaders, GLSL fragment shaders, or creating procedural graphics for the web. Use when writing .glsl files, implementing visual effects, creating generative art, or working with WebGL shader code. This skill provides GLSL ES syntax reference, common shader patterns, and Shadertoy-specific conventions.

bfollington
bfollington
development
open
framework-internals
23

pto-isa-dev

Work effectively in PTO-ISA: choose the right backend, run CPU/SIM/NPU flows, trace instruction constraints, understand A2/A3 vs A5 differences, align with PTO-AS, and debug failures.

hw-native-sys
hw-native-sys
development
open
framework-internals
23

vvvv-dotnet

Helps with .NET integration in vvvv gamma — NuGet packages, library references, .csproj project configuration, the [assembly: ImportAsIs] attribute, vector type interop, and async patterns. Use when adding NuGet packages, configuring build settings, referencing external .NET libraries, setting up the ImportAsIs assembly attribute, working with System.Numerics/Stride type conversions, or when nodes aren't appearing in the node browser due to missing assembly configuration.

tebjan
tebjan
development
open
framework-internals
23

translate-cpp2py

Translate manual PTO-ISA C++ kernels into PTO-DSL Python builders and verification harnesses. Use when converting pto-isa kernel code to ptodsl, generating .pto/.cpp via ptoas, handling manual vs auto sync variants, separating vector vs cube APIs, or adding missing ptodsl API wrappers.

huawei-csl
huawei-csl
development
open
framework-internals
23

ruby-pro

Write idiomatic Ruby code with metaprogramming, Rails patterns, and performance optimization. Specializes in Ruby on Rails, gem development, and testing frameworks. Use PROACTIVELY for Ruby refactoring, optimization, or complex Ruby features.

herdiansah
herdiansah
development
open
framework-internals
23

python-optimizer

Python code performance optimization specialist

Vinix24
Vinix24
development
open
framework-internals
23

basic-program

Execute bespoke Commodore BASIC v2 programs through c64bridge.

chrisgleissner
chrisgleissner
development
open
framework-internals
23

move-to-edit

Move EM neuron terms from robot template-generated component OWL files to the main fbbt-edit.obo editors file. Use when neuron terms identified from EM data need to be promoted from components to the manually curated ontology.

FlyBase
FlyBase
development
open
framework-internals
23

new-component

How to write a new component of GPUI Component.

johnlindquist
johnlindquist
development
open
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