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Development

Frameworks, languages, and architectural tools.

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framework-internals
39

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.

lingxling
lingxling
development
open
framework-internals
39

pymoo

Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.

lingxling
lingxling
development
open
framework-internals
39

pytorch-lightning

Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard), distributed training (DDP, FSDP, DeepSpeed), for scalable neural network training.

lingxling
lingxling
development
open
framework-internals
39

loom-error-handling

Comprehensive error handling patterns and strategies including Rust Result/Option, API error responses, data pipeline error handling, and security-aware error handling. Use when implementing exception handling, error recovery, retry logic, circuit breakers, fallback mechanisms, graceful degradation, or designing error hierarchies. Triggers: error, exception, try, catch, throw, raise, Result, Option, panic, recover, retry, fallback, graceful degradation, circuit breaker, error boundary, 500, 4xx, 5xx, thiserror, anyhow, RFC 7807, error propagation, error messages, stack trace.

cosmix
cosmix
development
open
framework-internals
39

loom-golang

Go language expertise for writing idiomatic, production-quality Go code. Use for Go development, concurrency patterns, error handling, testing, and module management. Triggers: go, golang, goroutine, channel, interface, struct, pointer, slice, map, defer, context, error, gin, echo, fiber, cobra, viper, gorm, sqlx, go mod, go test, effective go, errgroup, sync, mutex, waitgroup.

cosmix
cosmix
development
open
full-stack
39

project-workflow

Follow NhasixApp development workflow - analysis, planning, execution, completion phases

shirokun20
shirokun20
development
open
full-stack
39

render-deploy

Deploy applications to Render by analyzing codebases, generating render.yaml Blueprints, and providing Dashboard deeplinks. Use when the user wants to deploy, host, publish, or set up their application on Render's cloud platform.

lingxling
lingxling
development
open
package-distribution
39

python-package-starter

Use `chattool pypi init` to scaffold a minimal Python package, then validate it with doctor/build/check. Example package name `mychat`.

cubenlp
cubenlp
development
open
package-distribution
39

release

Guide through creating a new kuberise.io release with release notes, changelog, version badge, GitHub release, and LinkedIn post

kuberise
kuberise
development
open
package-distribution
39

chattool-release

Handle ChatTool release readiness and post-merge release execution. Use when the task includes version bumps, changelog finalization, tag timing, Publish Package workflow checks, PyPI verification, or appending release.log after a real release.

cubenlp
cubenlp
development
open
package-distribution
39

loom-python

Python language expertise for writing idiomatic, production-quality Python code. Covers web frameworks (FastAPI, Django, Flask), data processing (pandas, numpy, dask), ML patterns (sklearn, pytorch), async programming, type hints, testing with pytest, packaging (pip, uv, poetry), linting (ruff, mypy, black), and PEP 8 standards. Use for any Python development including data engineering and machine learning workflows. Triggers: python, py, pip, uv, poetry, virtualenv, pytest, pydantic, fastapi, django, flask, pandas, numpy, dataclass, type hints, asyncio, mypy, ruff, black, sklearn, pytorch, tensorflow, jupyter, pipenv, conda.

cosmix
cosmix
development
open
package-distribution
39

rust

Rust development guidance. Covers project setup, testing, clippy, rustfmt, and CI/CD patterns. Use when creating, modifying, or debugging Rust code.

styrene-lab
styrene-lab
development
open
package-distribution
39

python

Python development guidance. Covers project setup (pyproject.toml, src/ layout), testing (pytest), linting (ruff), type checking (mypy), packaging, venv management, and CI/CD patterns. Use when creating, modifying, or debugging Python code.

styrene-lab
styrene-lab
development
open
package-distribution
39

netlify-deploy

Deploy web projects to Netlify using the Netlify CLI (`npx netlify`). Use when the user asks to deploy, host, publish, or link a site/repo on Netlify, including preview and production deploys.

lingxling
lingxling
development
open
architecture-patterns
38

css-architecture

Organize CSS using BEM, SMACSS, and CSS-in-JS patterns. Use when building scalable, maintainable styling systems with proper naming conventions.

aj-geddes
aj-geddes
development
open
architecture-patterns
38

rate-limiting-implementation

Implement rate limiting, throttling, API quotas, and backpressure mechanisms to protect services from abuse and ensure fair resource usage. Use when building APIs, preventing DOS attacks, or managing system load.

aj-geddes
aj-geddes
development
open
architecture-patterns
38

design-patterns-implementation

Apply appropriate design patterns (Singleton, Factory, Observer, Strategy, etc.) to solve architectural problems. Use when refactoring code architecture, implementing extensible systems, or following SOLID principles.

aj-geddes
aj-geddes
development
open
architecture-patterns
38

backup-disaster-recovery

Implement backup strategies, disaster recovery plans, and data restoration procedures for protecting critical infrastructure and data.

aj-geddes
aj-geddes
development
open
architecture-patterns
38

idempotency-handling

Implement idempotency keys and handling to ensure operations can be safely retried without duplicate effects. Use when building payment systems, APIs with retries, or distributed transactions.

aj-geddes
aj-geddes
development
open
architecture-patterns
38

concurrency-patterns

Implement thread-safe code, mutexes, semaphores, async/await patterns, and concurrent data structures. Use when handling parallel operations, race conditions, or building high-performance concurrent systems.

aj-geddes
aj-geddes
development
open
architecture-patterns
38

data-encryption

Implement strong encryption using AES, RSA, TLS, and proper key management. Use when securing data at rest, in transit, or implementing end-to-end encryption.

aj-geddes
aj-geddes
development
open
architecture-patterns
38

universalist

Algebra-Driven Design (ADD): model domains via minimal algebra + laws; encode in types; test laws.

tkersey
tkersey
development
open
architecture-patterns
38

api-response-optimization

Optimize API response times through caching, compression, and efficient payloads. Improve backend performance and reduce network traffic.

aj-geddes
aj-geddes
development
open
architecture-patterns
38

tk

Software surgery: contract → invariants → inevitable incision; minimal diff, compositional core, proof signal.

tkersey
tkersey
development
open
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