Machine learning

Fetch weather/climate data via Earth2Studio data sources for specific variables and times.

Find Earth2Studio models, data sources, and examples for a weather/climate use case.

Guide installing Earth2Studio via uv or pip, selecting model extras, and configuring the environment.

Stand up vLLM or SGLang serving on Jetson, using upstream vLLM on Thor and Orin JetPack 7.2+, and NVIDIA-AI-IOT vLLM on older Orin.

Verification-first habit for brayness.

Audits GitHub Actions workflows for security vulnerabilities in AI agent integrations including Claude Code Action, Gemini CLI, OpenAI Codex, and GitHub AI…

Comprehensive news aggregator that fetches, filters, and deeply analyzes real-time content from 44+ sources including Hacker News, Lobsters, Dev.to, GitHub…

Use Langfuse for LLM observability and evaluation and look up Langfuse documentation.

AI-first application patterns, LLM testing, prompt management

Structured pipeline for writing ML and AI research papers — from literature review to LaTeX submission

Pipeline for ML/AI research papers — lit review to LaTeX submission

Generate images using Stable Diffusion via HuggingFace Diffusers library locally or via API

Generate images via Stable Diffusion (HuggingFace Diffusers, local/API)

Humanize LLM output so it reads like a careful human wrote it.

Curated trending across GitHub repos and the Hugging Face Hub (models, datasets, spaces) - filtered, clustered, and labeled by momentum with a one-line…

When the user wants to optimize content for AI search engines, get cited by LLMs, or appear in AI-generated answers.

Build and maintain a persistent markdown wiki from raw sources using incremental ingest, indexed pages, and append-only logging.

Draft matter status reports from emails, call notes, and updates.

Offensive testing of perimeter network appliances and VPN crypto — IKE/IPsec (aggressive-mode, transform/DH enum, NAT-T), Check Point SIC/OPSEC, safe…

Use when creating, editing, validating, running, or troubleshooting NeMo Agent Toolkit workflow YAML, component discovery, LLM configuration, and common `nat`…

API security testing - GraphQL, REST API, WebSocket, and Web-LLM attack techniques.

Turns a natural-language description of routing intent into a valid Lemonade `collection.router` policy JSON.

Makes this agent generate images, transcribe audio, and synthesize speech on the user's own machine through a local Lemonade Server instead of a paid cloud API.

Installs or verifies AMD Quark and ensures the selected Python environment has an accelerator-matched PyTorch.