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Simon Willison Matt Pocock Matthew Berman Mervin Praison

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Hugging Face MCP Course

Free course · Hugging Face · Beginner to intermediate

You want a free structured MCP path with concepts, assignments, SDKs, and a certificate route.

mcp, model context protocol, agents, tools, integrations

Agentic models, measured on the injections that move money

Open security benchmark · Hugging Face Community · Intermediate to advanced

You want a reproducible September 5, 2026 benchmark for comparing how agentic models handle indirect prompt injection, with public data, a public harness, control runs, tool-call traces, and outcome metrics tied to unauthorized payment actions.

agents, prompt injection, agent security, evals, tool use

Designing the hf CLI for agents

Agent tooling and evaluation guide · Hugging Face · Intermediate

You want a measured guide to agent-friendly CLI design, including structured output, retry-safe commands, independent grading, and benchmarks showing where higher-level tools reduce calls and token use.

hugging face, coding agents, hf cli, evals, codex

Hugging Face Skills

Open-source skills and tutorial · Hugging Face · Intermediate to advanced

You want reusable, open-source agent skills for training, fine-tuning, evaluating, quantizing, and publishing models with Codex, Claude Code, Gemini CLI, or another skills-compatible coding agent.

hugging face, agent skills, codex, claude code, model training

Give Your Coding Agents a Memory You Own

Open-source guide and repo · Hugging Face · Intermediate

You want a September 3, 2026 walkthrough of funes, an open-source local memory layer that indexes agent traces, preserves provenance, and lets Claude Code, Codex, pi, and Hermes recall decisions across sessions and machines.

hugging face, coding agents, agent memory, codex, claude code

How to Evaluate AI Agents

Evaluation guide · Hugging Face Community · Intermediate

You need a practical evaluation plan built around representative tasks, controlled environments, observable traces, outcome and constraint metrics, repeated trials, and production failures turned into regression tests.

hugging face, agents, evals, evaluation harnesses, trajectory metrics

Multi-Vector Embedding Models with Sentence Transformers

Practical guide · Hugging Face · Intermediate to advanced

You want a runnable guide to ColBERT-style late-interaction retrieval, including MaxSim scoring, retrieve-and-rerank, indexing, visual document retrieval, evaluation, and the storage-quality tradeoff versus dense embeddings.

hugging face, sentence transformers, rag, retrieval, embeddings

Training and Finetuning Multi-Vector Embedding Models with Sentence Transformers

Training guide · Hugging Face · Advanced

You need an end-to-end August 26, 2026 recipe for adapting a late-interaction retriever to your own domain, from datasets and losses through training, evaluation, and index optimization.

hugging face, sentence transformers, rag, retrieval, fine-tuning

Qwen quickstart

Quickstart · Qwen · Beginner to intermediate

You want the fastest official route into running Qwen3 with Hugging Face, vLLM, or SGLang.

qwen, quickstart, open models, deployment, coding

Hugging Face model hub

Model catalog · Hugging Face · Beginner to advanced

You need to discover, compare, and run open model checkpoints, datasets, and demos.

hugging face, model hub, open models, llama, qwen

Hugging Face Agents

Platform docs · Hugging Face · Beginner to advanced

You want Hugging Face's top-level guide to agents, including MCP, Skills, SDKs, local agents, and hub-connected coding workflows.

hugging face, agents, mcp, skills, hub

Hugging Face MCP Server

Integration guide · Hugging Face · Intermediate

You want the official Hugging Face MCP setup guide for connecting Codex, Claude Desktop, Cursor, VS Code, or other MCP clients directly to Hub tools and search.

hugging face, mcp, hub, tools, coding agents

Hugging Face agent SDKs

SDK guide · Hugging Face · Intermediate

You want the official Python and JavaScript SDK path for MCP-powered Hugging Face agents instead of piecing agent loops together from lower-level snippets.

hugging face, agents, sdk, mcp, python

Hugging Face Spaces as MCP servers

Platform guide · Hugging Face · Intermediate

You want a no-code way to expose public Hugging Face Spaces as MCP tools inside Codex, Claude Desktop, Cursor, or other compatible clients.

hugging face, spaces, mcp, agent tools, hub

Hugging Face Inference Providers

Platform docs · Hugging Face · Intermediate

You want one official Hugging Face entry point for trying current open models across providers without learning a separate inference API for each host.

hugging face, inference providers, open models, serverless inference, model routing

Hugging Face Open-Source AI Cookbook

Cookbook · Hugging Face · Intermediate

You want copyable open-source AI recipes for agents, RAG, fine-tuning, deployment, and model experimentation instead of only conceptual course material.

hugging face, cookbook, open models, agents, rag

Build Anything with gr.Workflow

Hands-on guide · Hugging Face · Beginner to intermediate

You want runnable examples for wiring typed AI pipeline steps into a visual graph, inspecting intermediate results, fanning work out in parallel, exposing REST endpoints, and deploying to Spaces.

hugging face, gradio, ai workflows, automation, parallel pipelines

State of Open Models: Summer 2026 Observations

Ecosystem report · Hugging Face · Intermediate

You want a current August 14, 2026 ecosystem read on where open-model adoption is actually concentrating, especially around Qwen, small models, and agent-oriented usage.

hugging face, open models, qwen, llama, model ecosystem

smolagents agent cookbook

Cookbook tutorial · Hugging Face · Intermediate

You want a concrete Hugging Face recipe for building a tool-using agent with smolagents instead of starting from the broader course overview.

hugging face, smolagents, agents, tool use, open models

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Hugging Face Agents Course

Free course · Hugging Face · Beginner to intermediate

You want a hands-on agent course that uses open-source tools.

agents, tools, open models

Hugging Face Context Course

Free course · Hugging Face · Intermediate

You want a focused course on context engineering for code agents, including skills, subagents, hooks, and MCP.

context engineering, coding agents, skills, subagents, mcp

Hugging Face LLM Course

Free course · Hugging Face · Beginner to intermediate

You need the Transformer, LLM, and inference basics behind many AI apps.

transformers, llms, open models, foundations

Hugging Face smol-course

Free course · Hugging Face · Intermediate

You want a current structured course on instruction tuning, fine-tuning, and evaluation around compact open models.

fine-tuning, post-training, open models, evaluation, smollm

Hugging Face smolagents

Framework docs · Hugging Face · Intermediate

You want a lightweight open-source agent framework with official docs, examples, and tool-use patterns that are easy to inspect end to end.

agents, smolagents, open models, tool use, python

Hugging Face LLM tutorials

Tutorials · Phil Schmid · Intermediate to advanced

Use this when you want Phil Schmid's material for open models and related AI skills.

Open models, Fine-tuning, Deployment, Transformers