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.

This comprehensive guide details the methodology for detecting Process Hollowing (MITRE T1055.012), a critical defense evasion technique used by fileless malware. It involves analyzing memory-mapped sections, correlating EDR telemetry (Sysmon, ETW), and identifying memory mismatches between the running process and its on-disk binary image. Use this skill when investigating sophisticated, in-memory threats that masquerade as legitimate system processes.

This advanced skill guides users on hunting for Living Off the Land Binaries (LOLBins) abuse by analyzing endpoint process creation logs. It focuses on detecting malicious use of legitimate Windows binaries (like certutil or mshta) for defense evasion or data exfiltration, mapping techniques to MITRE T1218. Ideal for threat hunters and security teams building advanced detection rules.

This skill guides organizations in implementing and managing security controls required by PCI DSS 4.0.1. It covers the 12 requirements across 6 control objectives for protecting cardholder data that is stored, processed, or transmitted. Use this when scoping a Cardholder Data Environment (CDE), enhancing security architecture, or preparing for mandatory PCI compliance assessments, including customized validation and MFA implementation.