AI Skills & Prompts¶
Tactical, hands-on tutorials and guides to elevate day-to-day workflows with language models.
All Skills & Prompts¶
Visualizing Attention and Transformers in AI Models ↗
Grant Sanderson's acclaimed geometric visualization of attention heads, vector matrices, and how context is computed inside transformers.
Provides immediate visual intuition for token windows, prompt structure efficiency, and contextual degradation.
Intro to Large Language Models: Core Architecture & Systems ↗
Andrej Karpathy's comprehensive breakdown of how LLMs are pre-trained, fine-tuned, safeguarded, and orchestrated in production.
The gold standard mental model for managers and technical teams evaluating model capabilities, security, and integration limits.
Anthropic Interactive Prompt Engineering Tutorial ↗
Comprehensive course covering prompt evaluation, XML tags for structuring context, multi-shot prompting, and chain-of-thought for complex reasoning.
The single best foundation for managers who need to build reproducible prompts rather than ad-hoc chat.
OpenAI Official Prompt Engineering Guide ↗
Six core strategies for getting better results: clear instructions, reference text, splitting complex tasks, and give the model time to think.
A concise reference sheet every professional should keep pinned when drafting prompts for documents and data analysis.
Perplexity Brain: Agentic Memory as a Living Knowledge Wiki ↗
How agentic memory layers automatically distill everyday operational work into a searchable, auto-updating organizational knowledge wiki.
Solves internal documentation decay by letting AI maintain SOPs and organizational knowledge automatically.
Wire It, Run It, Deploy It: Rapid AI Workflow UIs in Gradio ↗
Practical guide for structuring multi-step model workflows, building interactive input/output blocks, and sharing functional internal tools.
Enables non-engineers and product managers to prototype and test custom AI tools without full stack engineering overhead.
Git at Any Scale: High-Performance Repository & Context Management ↗
Technical insights from Cursor on managing multi-gigabyte repositories, instant context indexing, and virtualized file trees.
Useful reference for how modern AI agents index large codebases and knowledge trees without latency bottlenecks.
AG-UI Channel Implementation: Agent-to-UI Streaming Interfaces ↗
Pull request implementation demonstrating structured event channels for streaming agentic actions into interactive user interfaces.
Practical architecture for product managers designing real-time interactive dashboards powered by AI agents.