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.

Provides GDPR/DSGVO compliance tools to scan codebases for privacy risks, generate DPIAs, and track data subject rights requests against Article 12(3) deadlines, with final decisions reserved for the DPO.

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 performs a deep competitor teardown analyzing pricing, reviews, hiring, SEO, and UX across 12 dimensions. It generates SWOT analysis and positioning maps to help teams compare against rivals. Use it before strategy sessions, when competitors launch features, or during quarterly reviews to inform product roadmaps and sales battle cards.

This skill applies the pre-mortem technique to strategic plans, assuming failure in 12 months to identify critical assumptions, dependencies, and risks. It helps uncover weaknesses before execution, ensuring plans are robust enough to survive reality. Ideal for resource commitment, investor presentations, or when feedback is overly positive.

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.