AI learning guide

Best AI resources for coding agents

Learn how Codex, Claude Code, Grok Build, and related tools fit real software engineering workflows.

Best course for agent mechanics: Building Coding Agents with Tool Execution. DeepLearning.AI short course taught by Tereza Tizkova and Francesco Zuppichini. Start here to understand how coding agents inspect files, call tools, run commands, and iterate.

Best real-codebase workflow: Claude Code: A Highly Agentic Coding Assistant. DeepLearning.AI course taught by Elie Schoppik. Use it to learn planning, editing, testing, and review inside an existing repo.

Best current Codex operations guide: Codex best practices. Official OpenAI guide for scoping work, AGENTS.md, checks, and review habits. Use it before relying on a coding agent for real repo changes.

Coding agents are software workflows

A coding agent is useful when it can inspect a repo, plan a scoped change, edit files, run commands, read failures, and leave a reviewable diff. The best resources teach that loop explicitly.

Start with Building Coding Agents with Tool Execution for mechanics, then use Claude Code and Codex best practices for real workflow behavior. Matt Pocock's agent-ready codebase material and Hugging Face's Context Course become useful once you want better results inside an existing repo.

Learn review habits alongside tools

Developers still own correctness. A good coding-agent resource should teach task scoping, context gathering, tests, diff review, preservation of unrelated changes, and when to stop the agent.

Avoid resources that only generate a new app from a blank prompt. Real codebases have conventions, failing setup, migrations, data constraints, and product judgement.

Recommended courses and resources

  1. OpenAI Pando Git architecture explained

    AI infrastructure analysis · OpenAI · Intermediate to advanced

    Use this analysis to understand why agent-heavy repositories strain conventional Git servers, how Pando changes consistency and pack delivery, and which ideas apply outside OpenAI.

  2. Claude Code 2.1.313 Cursor backdoor response guide

    AI developer-tool supply chain incident · Cursor · Intermediate to advanced

    Use this if Claude Code for VS Code may have updated through Cursor's marketplace on October 29, 2026.

  3. Mistral Large 4 open-weight release guide

    Open-weight model launch analysis · Mistral AI · Intermediate to advanced

    Use this to decide whether Mistral Large 4 belongs in a self-hosted coding or defensive-security evaluation.

  4. Embedded browser flaws in five AI coding assistants

    AI coding assistant security analysis · Forever Security · Intermediate to advanced

    Use this if your team previews local HTML or browses from an AI coding assistant. Check patch status, trusted projects and credential exposure before continuing.

  5. Oracle AI Workspace and ChatGPT rollout guide

    Enterprise AI launch analysis · OpenAI and Oracle · Intermediate

    Use this guide to separate Oracle's available ChatGPT plugins from planned products and to design a permission-aware pilot.

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About this guide

Author: Learnetto Editorial Team. Learnetto maintains this AI learning directory by organizing public course pages, official documentation, educator material, and practical learning resources.

How it is made: Learnetto uses public course pages, official documentation, educator material, and directory data to compile these recommendations. AI may help draft and organize the page, but recommendations are checked against the listed sources, page topic, and learner intent.

Review policy: We only add a named personal reviewer when that person has substantially reviewed the page. Until then, the page is attributed to Learnetto rather than a founder, editor, or individual expert.

Last updated: October 7, 2026. Suggest a correction if a course, doc, or recommendation is outdated.

Videos to watch

Build a Claude Code Verification Harness video thumbnail ►

Build a Claude Code Verification Harness

learnwithparam - AI Engineering Society

The Self-Driving Company, Cloud Agents & ViBench 2.0 | This Week in Replit (Oct 30, 2026) video thumbnail ►

The Self-Driving Company, Cloud Agents & ViBench 2.0 | This Week in Replit (Oct 30, 2026)

Replit

One Day, $1,000 in Tokens: An AI War Room for Legacy Code — Ford Prior, GEICO video thumbnail ►

One Day, $1,000 in Tokens: An AI War Room for Legacy Code — Ford Prior, GEICO

AI Engineer

A Bank Built Its Own Coding Agent. It Took Off — Felipe Felisola Caso & Francesco Galletta, Monzo video thumbnail ►

A Bank Built Its Own Coding Agent. It Took Off — Felipe Felisola Caso & Francesco Galletta, Monzo

AI Engineer

Smarter Models Killed the Harness. Here's What's Left — Jediah Katz, SpaceXAI video thumbnail ►

Smarter Models Killed the Harness. Here's What's Left — Jediah Katz, SpaceXAI

AI Engineer

Teach Your Agent to Prove It's Done — Nick Nisi & Zack Proser, WorkOS video thumbnail ►

Teach Your Agent to Prove It's Done — Nick Nisi & Zack Proser, WorkOS

AI Engineer

I Spent Two Years Building the Median — Hariprasad Sudharshan video thumbnail ►

I Spent Two Years Building the Median — Hariprasad Sudharshan

AI Engineer

Rebuilding CI for AI-Scale Commit Volume — Gautam Korlam, SonarSource video thumbnail ►

Rebuilding CI for AI-Scale Commit Volume — Gautam Korlam, SonarSource

AI Engineer

Educators and sources

Educator / source Best for Skills Start with
Swyx profile photo
Developers, AI engineers AI engineering, Agents, Developer tools Watch AI Engineer talks for production patterns and tool choices.
Matt Pocock profile photo
Developers and self-directed learners building with AI coding agents AI coding, Claude Skills, Agentic workflows, AI SDK, MCP, LLM fundamentals, Personalized learning Use LLM Fundamentals or the AI Engineer Roadmap if you need concepts, the Vercel AI SDK Tutorial or AI SDK v6 Crash Course if you want to build apps, and the AI Skills catalog if you want practical agent workflows like /teach, /grill-me, /tdd, and /triage.
Jack Roberts profile photo
Automation builders, agency owners, freelancers AI automation, Claude Code, Client workflows, AI services Start with the free AI Automation Vault, then only move to the paid community when you know the workflows you want to build.
Pietro Montaldo profile photo
Non-technical operators, creators, business builders Claude Skills, Claude Code, AI workflows, Business automation Start with the Claude Skills and non-technical Claude Code guides, then install or adapt one workflow skill for a real business task.
Claude Code and Tech Foundations for Product Managers profile photo
Product managers, product leaders, non-technical PMs Claude Code, Technical foundations, AI product work, PM workflows Take the foundations modules first, then use Claude Code on one PM artifact or prototype you already need.
Agentic AI Product Management Certification profile photo
Product managers, product owners, non-technical AI professionals Agentic AI, Product management, Claude Code, AI product workflows Use the course to build one agentic PM workflow, such as requirements discovery, prototype planning, or launch analysis.
AI Coding for Product Managers profile photo
Product managers, founders, non-engineering product builders Claude Code, AI prototyping, Product shipping, PM workflows Choose one product idea or internal tool and use Claude Code to build a prototype with clear acceptance criteria.
Cole Medin profile photo
Developers, automation builders, AI learners who want practical workflows AI agents, RAG, Local AI, n8n, Claude Code Start with Cole's practical agent or local AI walkthroughs, then rebuild one workflow end to end instead of watching tool overviews back to back.
Sean Grove profile photo
AI engineers and product builders AI engineering, Developer tools, Agents, Structured data Watch talks on AI-native interfaces and structured workflows.

Resources

OpenAI Pando Git architecture explained

AI infrastructure analysis · OpenAI · Intermediate to advanced

Use this analysis to understand why agent-heavy repositories strain conventional Git servers, how Pando changes consistency and pack delivery, and which ideas apply outside OpenAI.

Mistral Large 4 open-weight release guide

Open-weight model launch analysis · Mistral AI · Intermediate to advanced

Use this to decide whether Mistral Large 4 belongs in a self-hosted coding or defensive-security evaluation.

Embedded browser flaws in five AI coding assistants

AI coding assistant security analysis · Forever Security · Intermediate to advanced

Use this if your team previews local HTML or browses from an AI coding assistant. Check patch status, trusted projects and credential exposure before continuing.

Oracle AI Workspace and ChatGPT rollout guide

Enterprise AI launch analysis · OpenAI and Oracle · Intermediate

Use this guide to separate Oracle's available ChatGPT plugins from planned products and to design a permission-aware pilot.

Gemini 4 Carbon cyberdefense launch guide

Frontier model and cybersecurity launch analysis · Google DeepMind · Intermediate to advanced

Use this to assess Gemini 4 Carbon's reported cyber capabilities, limited rollout and evidence requirements before planning a production evaluation.

GitHub Copilot Fusion launch and rollout guide

AI coding agent launch analysis · GitHub · Intermediate to advanced

Use this after GitHub Universe 2026 to evaluate Copilot Fusion, cross-repository Projects and usage-based enterprise access on your own development work.

Warp agent-log breach response guide

AI developer-tool security analysis · Warp · Intermediate

Assess Warp's vendor breach, identify exposed agent data and decide which logs, credentials and integrations need review.

GPT-6.1 Terra launch explained

Frontier model launch analysis · OpenAI · Intermediate

You need to decide whether GPT-6.1 Terra fits a visual, computer-use or coding workflow and want launch facts separated from independent evidence and unresolved safety questions.

AGENTS.md Downloads-folder hijack explained

Coding agent security analysis · Forever Security · Intermediate to advanced

Use this after running a coding agent in Downloads or another unreviewed folder. Audit instructions, configuration and credentials before the next session.

Kimi K3.1 Pro explained

Open-weight model news analysis · Moonshot AI · Intermediate to advanced

Moonshot AI launched Kimi K3.1 Pro on October 24, 2026, with open weights due by November 4. Learn what ships now, how cyber training was restricted and how to test it before migrating.

Model Context Protocol Tutorial

Free tutorial · Matt Pocock · Intermediate

You want to understand MCP and build TypeScript MCP servers over stdio or HTTP, connect Claude Code to tools, use MCP prompts, and package servers for distribution.

A Complete Guide To AGENTS.md

Guide · Matt Pocock · Intermediate

You want to write project instructions that help coding agents understand commands, conventions, architecture, and working boundaries.

How To Make Codebases AI Agents Love

Guide · Matt Pocock · Intermediate

You want to improve a codebase so AI agents can navigate it, run checks, make smaller changes, and recover from mistakes more reliably.