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The last six months in LLMs in five minutes
Educator video
Simon Willison · llm tools, local models, ai engineering
AI educator
Simon Willison on LLMs
Consistently useful notes, demos, model comparisons, and warnings about practical LLM use without product marketing gloss.
Start with: Read the recent model-roundup posts, then try the llm command-line tool with two or three different providers.
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Educator video
Simon Willison · llm tools, local models, ai engineering
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Educator video
Simon Willison · ai engineering, llm tools, developer tools
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Educator video
Simon Willison · ai engineering, llm tools, agents
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Educator video
Simon Willison · coding, llm tools, developer tools
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Educator video
Simon Willison · python, coding, llm tools
Model analysis
Intermediate to advanced
You want a concise independent read of GPT-6 Astra's launch claims, benchmark caveats, long-context results, pricing, and early comparison with Claude Fable 5.1 and GPT-5.6 Sol.
Talk
Beginner to advanced
You want a grounded tour of current LLM tooling, model tradeoffs, and the practical ecosystem.
Blog
Beginner to advanced
Use this when you want Simon Willison's material for llm tools and related AI skills.
Developers, technical generalists should start here when they need llm tools, prompting, ai safety, local models, and model selection. The strongest fit is a learner who wants material in these formats: blog, open source tools.
Read the recent model-roundup posts, then try the llm command-line tool with two or three different providers. After that, open one related resource below and write down the exact workflow, concept, or implementation pattern you want to apply.
Consistently useful notes, demos, model comparisons, and warnings about practical LLM use without product marketing gloss. Use this profile when you are comparing educators by topic, level, format, and practical usefulness rather than browsing random AI content.
Compare the skill coverage, the starting recommendation, the educator's own resources, and any videos when available. If you need llm tools, search the directory for that skill and shortlist three profiles before committing to a course, book, or playlist.
These are not by Simon Willison. They are included only as optional adjacent material after this educator's own videos and resources.
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| Resource | Kind | Level | Use when |
|---|---|---|---|
|
ChatGPT Prompt Engineering for Developers
DeepLearning.AI
|
Short course | Beginner | You want a short, structured intro to prompting for software tasks. |
|
Learn Prompting
Sander Schulhoff
|
Guide | Beginner to intermediate | You need a broad prompt engineering reference. |
|
Prompt Engineering Guide
DAIR.AI
|
Guide | Beginner to advanced | You want examples of prompting techniques and patterns. |
|
The AI Engineer Roadmap
Matt Pocock
|
Free tutorial | Beginner to intermediate | You want a guided path through core AI concepts, model selection, the AI engineering mindset, evals, and techniques for improving LLM-powered apps. |
|
Google's AI Principles
Google
|
Responsible AI principles | Beginner | Use this as Google's primary statement of the principles it applies to AI development and deployment, alongside the playbook's recommendation to build a framework for trust. |
|
Develop AI-Powered Prototypes in Google AI Studio
Google Cloud
|
Skill badge course | Beginner | Use this 45-minute hands-on course to practice prompting, multimodal image and video analysis, and rapid application prototyping in Google AI Studio. |
|
Claude Sonnet 5.5 explained
Anthropic
|
Model migration explainer | Intermediate to advanced | Anthropic released Claude Sonnet 5.5 on September 28, 2026. Use this guide to understand the efficiency claims, breaking API changes, and a safe migration test from Sonnet 5. |
|
Ember-1 explained
Fireworks AI
|
Reasoning-efficient coding model explainer | Intermediate to advanced | Fireworks released Ember-1 on September 23, 2026 as a Kimi K3-based model trained to use fewer reasoning tokens. Use this explainer to evaluate the quality, cost, latency, and context-growth claims on your own agent workload. |
|
Grok 4.7 explained
SpaceXAI
|
Frontier coding model launch explainer | Intermediate to advanced | SpaceXAI released Grok 4.7 on September 21, 2026 for coding, agentic tasks, and knowledge work. Use this guide to compare its task reliability and total cost with your current model. |
|
Union Alpha revealed as Pareto 26.9
Unbiased
|
Multi-model routing launch explainer | Intermediate to advanced | Union Alpha was revealed as Unbiased's Pareto 26.9 on September 17, 2026: a hosted system that routes work across several models and returns one checked answer. |
|
Qwen3.8-Omni-Flash explained
Qwen
|
Omnimodal model launch explainer | Intermediate | Qwen3.8-Omni-Flash launched September 18, 2026 for long audio and video analysis, text answers, web search, and tool-calling workflows. |
|
GPT-Live-1 in the API
OpenAI
|
Voice agent model launch | Intermediate | You want OpenAI's September 10, 2026 launch of GPT-Live-1 in the API for full-duplex voice agents, including its $0.05-per-minute front-end pricing and guidance on pairing it with a backend model and agent harness. |