Skill UI

Orchestrates PyTorch-native TorchTitan 4D parallelism (FSDP2, TP, PP, CP) for large-scale LLM pretraining, scaling from 8 to 512+ GPUs with Float8, torch.compile, and distributed checkpointing to boot Llama 3.1, DeepSeek V3, or custom models.

This skill specializes in building robust, scalable, and cloud-native backend microservices using the latest .NET 8 and C# 12 features. It masters modern architectural patterns, including Clean Architecture, CQRS with MediatR, and minimal APIs. Expertise covers secure authentication (JWT), data persistence with Entity Framework Core, asynchronous programming best practices, and comprehensive unit/integration testing, ensuring highly maintainable and performant code.

A comprehensive guide covering core principles for game art production. It details art style selection (Pixel Art, PBR 3D, etc.), structured 2D and 3D asset pipelines, color theory, animation guidelines (including the 12 principles), and professional asset organization standards. Ideal for artists and designers managing the entire game art lifecycle.

Extends transformer context windows using RoPE, YaRN, ALiBi, and position interpolation so long documents (32k-128k+ tokens) can be processed, pre-trained models lengthened, and efficient positional encodings or extrapolation strategies deployed.

nanoGPT is a simplified, minimalist implementation designed specifically for educational purposes. It reproduces the core architecture of GPT-2 (124M) using clean, hackable code, allowing users to understand the entire transformer pipeline from scratch. The framework supports full workflows, including data preparation on various datasets (e.g., Shakespeare, OpenWebText), model training, and text generation, making it ideal for students and researchers learning NLP and deep learning principles.

Showcases modern Python practices, covering strict 3.12 type hints, dataclasses vs Pydantic decisions, asyncio/httpx patterns, src-layout projects, pyproject tool configs, virtual env workflows, and pytest guidance for reliable codebases.

This skill helps users quickly create and build professional websites or landing pages for their businesses. By collecting essential details like the business name and description, it generates a ready-to-use signup link for hosting the new site on the B12 platform. It is ideal for entrepreneurs needing a fast and professional online presence.

This skill guides the implementation of Electronic Data Interchange (EDI) standards (X12, EDIFACT) within Odoo. It covers mapping complex B2B transaction sets—such as Purchase Orders (850), Invoices (810), and Advance Ship Notices (856)—to specific Odoo business objects. Use this to automate inbound and outbound document flows, ensuring seamless, automated data exchange with trading partners.

This agent functions as a Senior Product Manager expert, providing comprehensive support across the entire product lifecycle. It utilizes over 30 proven PM frameworks (e.g., RICE, MoSCoW) and includes 12 templates and 32 essential SaaS metrics with exact formulas. It is designed for structured analysis, assisting with strategy definition, market discovery, roadmap planning, and data-driven decision-making.

A suite of 12 production-ready compliance agents and tools designed specifically for HealthTech and MedTech organizations. These skills cover critical international regulations and standards, including ISO 13485, EU MDR, FDA 510(k)/PMA, ISO 27001, GDPR, and risk management (ISO 14971). Use them to automate compliance tasks, manage documentation, conduct audits, and ensure adherence to global medical device standards.

Detect process hollowing (T1055.012) by watching for anomalous memory-mapped sections, hollowed process indicators, and parent-child trait deviations in EDR telemetry, then correlating with suspicious network activity to hunt fileless threats.

Analyzes Siemens SIMATIC S7comm and S7CommPlus traffic to surface replay attacks, integrity bypasses, unauthorized CPU stops, and program download manipulation across S7-300/400/1200/1500 PLCs.