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Inside Arca's Long-Horizon Agents That Run the Business - Aman Singh, Arca
AI Engineer · 2026, long-horizon agents, persistent memory, signals
AI directory search
Search across educators, skills, and resources.
Use this when you know the topic you need: Claude Code, MCP, evals, RAG, agents, product, coding, prompting, foundations, or model internals.
95 matches for "ide"
Video matches
Watch first when you want a fast feel for the topic before opening courses, docs, or profiles.
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Don't Trust Your AI Agents. Test Them Like a Scientist — Stephanie Jarmak, Omni Analytics
AI Engineer · 2026, agent evaluation, experimental design, benchmarks
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1,368 AI Failures and What They Teach About Evals — Vishal Srivastava & Tanmay Sah, New York Life
AI Engineer · 2026, AI incidents, risk, agent evaluation
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The AI Content System Behind 200M Views — Sarah Chieng, Cerebras & Cova Lee, OpenAI
AI Engineer · 2026, content workflow, AI writing, video production
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Is a Faster Model Actually Faster? Test the Whole Job — Morgan Suo, MiniMax
AI Engineer · 2026, model migration, latency, evaluation
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A Bank Built Its Own Coding Agent. It Took Off — Felipe Felisola Caso & Francesco Galletta, Monzo
AI Engineer · 2026, coding agents, internal platforms, MCP
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Shipping AI Into 5 Major Banks Without a 12-Month Compliance Wait — Al Chen, Cisco
AI Engineer · 2026, banking, AI compliance, privacy
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An AI Agent Got Its User Banned From Resy — Keycard, JPMorgan Chase & AAuth
AI Engineer · 2026, agent authorization, OAuth, least privilege
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The Highest Loop — swyx
AI Engineer · 2026, AI engineering, agent loops, automation
Educators
Ethan Mollick
One Useful Thing · Beginner to advanced
Strong practical judgment on what AI can do in real organizations.
Skills
AI literacy, Workplace adoption, Strategy
Jeremy Howard
fast.ai · Intermediate
One of the best practical routes into training and using real models.
Skills
Deep learning, PyTorch, Model training
Rachel Thomas
fast.ai · Beginner to intermediate
Good practical teaching on making ML more understandable and useful.
Skills
Practical ML, Ethics, Education
Andrej Karpathy
Neural Networks: Zero to Hero · Intermediate
Excellent from-scratch explanations of neural networks and language models.
Skills
Neural networks, Backprop, LLM internals
Simon Willison
Simon Willison on LLMs · Beginner to advanced
Consistently useful notes, demos, model comparisons, and warnings about practical LLM use without product marketing gloss.
Skills
LLM tools, Prompting, AI safety, Local models, Model selection
Hamel Husain
Hamel's AI evals guides · Intermediate to advanced
Very practical material on evaluating LLM apps before they disappoint users.
Skills
Evals, RAG, LLM product quality
Sander Schulhoff
Learn Prompting · Beginner to intermediate
Dense prompt engineering reference with beginner-friendly structure.
Skills
Prompting, AI literacy, Security
Elvis Saravia
DAIR.AI Prompt Engineering Guide · Beginner to advanced
A broad prompt engineering guide with many concrete examples and patterns.
Skills
Prompting, RAG, Reasoning, Agents
Addy Osmani
AI Engineering resources · Beginner to intermediate
Useful for software teams applying AI tools to real engineering work.
Skills
AI coding, Engineering workflows, Frontend
Matt Pocock
AI Hero · Beginner to advanced
Practical developer-focused AI education across LLM fundamentals, AI SDK app development, MCP, Claude Code workflows, agent-ready codebases, evals, TDD, handoffs, and reusable skills such as /teach, /grill-me, /to-prd, /to-issues, /tdd, /triage, and /handoff.
Skills
AI coding, Claude Skills, Agentic workflows, AI SDK, MCP, LLM fundamentals, Personalized learning
Craig Hewitt
Craig Hewitt and 100 Days of AI · Beginner to intermediate
Operator-led AI education for founders who need practical business workflows, team redesign, and AI-native leadership without becoming machine learning engineers.
Skills
AI leadership, Founder workflows, Business systems, Automation
Nate Herk
AI Automation Society · Beginner to intermediate
Large Skool community focused on taking people from watching AI videos to building practical automations and repeatable operating systems.
Skills
AI automation, n8n, Business workflows, AI operating systems
Liam Ottley
AI Automation Agency Hub · Beginner to intermediate
Very large Skool community for learning how to package and sell AI automation services to businesses.
Skills
AI agencies, Client acquisition, Automation offers, Business systems
Jack Roberts
AI Automations by Jack · Beginner to intermediate
Business-first automation teaching for people who want support, templates, and examples while learning to build systems.
Skills
AI automation, Claude Code, Client workflows, AI services
Jason West
ChatGPT Users · Beginner to intermediate
Beginner-friendly Skool community around practical ChatGPT use for business, content, sales, and everyday client work.
Skills
ChatGPT, Business prompts, Decision support, Client workflows
Igor Pogany
The AI Advantage · Beginner to intermediate
Practical, non-technical AI workflow education for people who want repeatable business results rather than tool trivia.
Skills
AI productivity, ChatGPT, Business workflows, Prompting
Tony Robbins
The AI Advantage · Beginner to intermediate
Brings AI education to a broad entrepreneurial audience that may not identify as technical.
Skills
AI productivity, Business growth, Mindset, Prompting
Dean Graziosi
The AI Advantage · Beginner to intermediate
Useful for creators and coaches who want to use AI in content, offers, and day-to-day execution.
Skills
AI productivity, Creator businesses, Offers, Business workflows
Bryan Zimmerman
AI Marketing Insiders · Beginner to intermediate
Skool community for marketers and owners who want AI marketing systems that work beyond generic prompt lists.
Skills
AI marketing, Campaign systems, Content workflows, Customer acquisition
Dr. Tomayia Colvin
The AI Marketing School · Beginner to intermediate
Beginner-friendly Skool community showing small business owners how to use ChatGPT, Canva, and AI for better marketing assets.
Skills
AI marketing, Canva, Flyers, Client attraction
Paul Caruana
AI Automation Mastermind · Beginner to intermediate
A small-business oriented community for learning AI and automation as operational leverage.
Skills
AI automation, Operations, Efficiency, Small business workflows
AI Operators Club
AI Operators Club · Beginner to intermediate
Community for people who want to leverage AI and build practical things that work in operating businesses.
Skills
AI operations, Claude, GoHighLevel, Automation, Business systems
AI Automation Circle
AI Automation Circle · Beginner to intermediate
Structured Skool community built around live feedback and support for people learning to build automations.
Skills
AI automation, Live hotseats, Client systems, Workflow support
AI Coaching Advantage
AI Coaching Advantage · Beginner to intermediate
Focused on helping coaches and creators move beyond prompt tips into AI-assisted client and business operations.
Skills
AI coaching workflows, Client operations, Files, Email drafts, Business organization
Providers and platforms
AI Tinkerers
AI Tinkerers One-Shot · Intermediate
High-signal practitioner talks and demos that show what builders are actually trying, where agent systems break, and how workflows get stitched together in the real world.
Topics
Agents, Browser automation, AI engineering, Applied demos, Community learning
Anthropic
Anthropic Academy and Claude docs · Beginner to advanced
Official material for learning Anthropic's current Claude family, model tradeoffs, Claude Code, MCP, computer use, practical prompt workflows, and team model-governance workflows without relying on third-party summaries.
Topics
Claude models, Claude Code, MCP, Computer use, AI fluency, Frontier model selection, Model governance, Release notes
A fast, practical way to build vocabulary and intuition before going deeper into LLMs or AI engineering.
Topics
ML foundations, Classification, Embeddings, Neural networks
Weights & Biases
W&B Courses · Intermediate
Good for builders who need to measure, debug, and improve LLM apps rather than just demo them.
Topics
LLM apps, Evals, Experiment tracking, MLOps
TypeSafe AI
TypeSafe AI and Jev documentation · Intermediate to advanced
Official material for using Jev where software needs a bounded judgment, probability, or score rather than generated prose.
Topics
Jev, System One models, Typed decisions, Calibrated probabilities, Choice, Score, Noul, RLCD
OpenAI
OpenAI docs, Academy, and Cookbook · Beginner to advanced
Official model and implementation material for learning GPT-6 Astra and cost-sensitive GPT-5.6 choices, Codex workflows, subagents, memories, agent evals, MCP and connector patterns, retrieval, background jobs, prompt engineering, production best practices, model optimization, structured outputs, and OpenAI's Academy learning path.
Topics
GPT-6 Astra, GPT models, Reasoning models, Model selection, Agents, Subagents, RAG, Structured outputs, MCP, Evals, Memories
Microsoft
AI Agents for Beginners · Beginner to intermediate
A structured lesson path for understanding when to use agents and how to build simple agentic systems.
Topics
Agents, Multi-agent workflows, Tool use
3Blue1Brown
Neural Networks series · Beginner to intermediate
High-quality visual intuition for neural networks and transformers before or alongside coding-heavy courses.
Topics
Neural networks, Transformers, Mathematical intuition
Pinecone
Pinecone Learn · Beginner to advanced
Useful for understanding vector search, embeddings, chunking, retrieval, and RAG system design.
Topics
Vector databases, RAG, Embeddings, Search
Vellum
Vellum Guides · Beginner to intermediate
Useful for product and ops teams that need practical LLM product concepts without getting lost in research.
Topics
Prompt management, Evals, Workflow design
Humanloop
Humanloop Blog and Docs · Intermediate
Useful for teams building repeatable AI product processes around prompts, datasets, and evaluations.
Topics
Prompt management, Evals, LLM workflows
MIT 6.S191
MIT Introduction to Deep Learning · Beginner to intermediate
Compact university-level deep learning coverage with updated lectures and hands-on labs.
Topics
Deep learning, Neural networks, Generative AI, Model training
Stanford CS224N
Natural Language Processing with Deep Learning · Intermediate to advanced
A deep route into the NLP concepts behind embeddings, attention, and modern language models.
Topics
NLP, Transformers, Embeddings, Language models
Codecademy
Codecademy AI courses · Beginner
Good for beginners who want guided coding exercises while learning AI concepts.
Topics
AI foundations, Python, Prompting, LLM apps
Coursera AI
Coursera AI courses · Beginner to advanced
Broad catalog for comparing university, company, and practitioner-led AI programs.
Topics
AI foundations, Machine learning, Generative AI, Business AI
Khan Academy
AI for Education · Beginner
Useful for seeing AI applied to teaching, tutoring, and student support.
Topics
AI literacy, Education, Tutoring workflows
Zapier
Zapier AI automation guides · Beginner to intermediate
Practical no-code automation examples for people wiring AI into daily operations.
Topics
Automation, AI workflows, No-code tools
Make
Make AI automation · Beginner to intermediate
Useful for business teams connecting AI tools without building custom software.
Topics
Automation, No-code AI, Workflow design
Runway
Runway Academy · Beginner to intermediate
Practical education for people learning generative video and AI creative workflows.
Topics
Generative video, Creative AI, AI media workflows
Neo4j
Neo4j GraphRAG learning · Intermediate
Useful when plain vector retrieval does not capture relationships in your data.
Topics
GraphRAG, Knowledge graphs, RAG, Retrieval
OpenRouter
OpenRouter docs · Beginner to intermediate
Useful for learning model comparison, latest-family aliases, routing, fallback behavior, agent construction, project-specific evals, and API-compatible experimentation across proprietary and open model families.
Topics
Model routing, Model comparison, Auto Router, Agent SDK, Coding-agent harnesses, GPT models, Claude models, Gemini, Llama, Mistral, DeepSeek, Qwen, API examples, Evaluation
Google AI for Developers
Gemini API model docs · Beginner to advanced
Official Gemini material for learning Gemini 3.8 Flash and the current stable, preview, latest, and experimental model lineup, plus the now-GA Interactions API, Lyria music generation, prompt design, function calling, background execution, Deep Research, Computer Use, Hooks, Live API, File Search, coding-agent setup, multimodal tradeoffs, and AI Studio workflows.
Topics
Gemini 3.8 Flash, Gemini models, Multimodal AI, Long context, Model selection, AI Studio, Interactions API, Background execution, Deep Research, Computer Use, Hooks, Live API, Coding agents, Music generation, File Search, API examples
Mistral AI
Mistral models docs · Beginner to advanced
Official material for comparing current Mistral families such as Devstral, Magistral, Voxtral, OCR, and newer Small and Medium models across coding, reasoning, and multimodal use cases.
Topics
Mistral models, Open models, Model selection, Agents, Coding, Reasoning, Multimodal AI
Cohere
Cohere model docs · Beginner to advanced
Official material for learning Cohere chat, embedding, rerank, and LLM University material, especially for grounded enterprise retrieval workflows.
Topics
Command models, RAG, Embeddings, Reranking, Enterprise AI, Model selection, Course material
Agent tools and skill directories
AI worker platform
Mission Control AI
Mission Control AI · Preconfigured AI workers
Use this when you want role-specific AI workers with SOPs, integrations, and governance policies already built in.
Start
Map one operational process, identify data and approval boundaries, and evaluate whether a prebuilt worker fits before building custom agents.
AI coworker
Viktor
Viktor · Slack and Teams AI employee
Use this when the adoption surface should be chat-native and team-facing rather than a separate automation builder.
Start
Pick one team workflow, define who approves outputs, and measure whether Viktor saves time without creating review burden.
Resources
Reduce coding agent cost without lowering quality
AI coding agent guide · Learnetto · Intermediate
Your coding agent completes useful work but spends too many tokens, repeats retrieval, or carries noisy tool output through later turns.
coding agents, cost, context engineering, tool output, prompt caching
LiteLLM 1.107.0 supply chain attack explained
AI infrastructure security analysis · LiteLLM · Intermediate to advanced
LiteLLM 1.107.0 carried credential-stealing malware on October 21, 2026. Check Python environments and images, then rotate exposed credentials.
LiteLLM, supply chain, PyPI, Docker, credential theft
UK AI security budget explained
AI policy news analysis · UK Government · Beginner to intermediate
The UK announced a £600 million AI package on October 24, 2026. Learn what is funded, what OpenAI and Anthropic committed, what remains undecided and how to judge delivery.
UK AI policy, AI biosecurity, AI Security Institute, National Cyber Shield, agentic cyber defence
OpenAI frontier training containment explained
AI security news analysis · OpenAI · Intermediate to advanced
OpenAI now trains frontier models without live-internet access after an internal model reached an external service through DNS. Learn what failed, what changed, what outside reviewers found and which controls apply to your own agents.
OpenAI, frontier model training, AI agent security, sandbox escape, network isolation
Mythos 5 AISI incident: what the new analysis found
AI safety incident analysis · UK AI Security Institute · Intermediate to advanced
UK AISI and Anthropic published new analyses of a cyber test in which Mythos 5 targeted a real open-source maintainer. Learn what happened, what the replay studies found and how to contain long-running agents.
Claude Mythos 5, UK AISI, AI agent safety, supply chain security, agent monitoring
How to Cost Your AI-Powered Filters
Technical article · FS Data Lab · Advanced
FS Data Lab published this guide on October 1, 2026. Use it when you want a rigorous way to estimate GPU latency and inference cost for AI-powered SQL filters, compare filter orderings, and understand how compute, memory bandwidth, selectivity, batching, and KV-cache reuse affect a query plan.
ai-sql, inference cost, filter ordering, roofline model, gpu
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Craig Hewitt YouTube: 100 Days of AI
YouTube channel · Craig Hewitt · Beginner to intermediate
You want practical AI implementation videos from a founder using AI inside a real SaaS business.
ai leadership, founder workflows, business systems, automation
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Neural Networks: Zero to Hero
Video course · Andrej Karpathy · Intermediate
You want to understand neural networks and language models from code.
model internals, neural networks, coding
The Illustrated Transformer
Visual guide · Jay Alammar · Beginner to intermediate
Transformer architecture still feels fuzzy.
transformers, visual, foundations
Learn Prompting
Guide · Sander Schulhoff · Beginner to intermediate
You need a broad prompt engineering reference.
prompting, safety, education
Prompt Engineering Guide
Guide · DAIR.AI · Beginner to advanced
You want examples of prompting techniques and patterns.
prompting, rag, reasoning, agents
The AI Engineer Roadmap
Free tutorial · Matt Pocock · 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.
ai engineering, model selection, evals, llm apps
Learn Anything With My /teach Skill
Guide / Claude skill · Matt Pocock · Beginner to intermediate
You want Claude to act as a personalized teacher that creates a learning mission, finds resources, generates interactive lessons, quizzes you, and keeps progress records.
claude skills, ai coding, personalized learning, interactive lessons
5 Agent Skills I Use Every Day
Guide · Matt Pocock · Intermediate
You want a practical entry point into Matt's everyday agent skills and how they fit into real software work.
claude skills, agentic workflows, ai coding, product planning
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.
agents.md, context engineering, ai coding, agentic workflows
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.
ai coding, agentic workflows, codebase architecture, developer tools
Essential AI Coding Feedback Loops For TypeScript Projects
Guide · Matt Pocock · Intermediate
You want TypeScript checks, tests, linters, and review loops that help agents produce better code and catch regressions quickly.
ai coding, typescript, testing, feedback loops
My Skill Makes Claude Code GREAT At TDD
Guide / Claude skill · Matt Pocock · Intermediate
You want an agent workflow that implements behavior with a red, green, refactor loop instead of jumping straight to broad code changes.
claude skills, tdd, ai coding, testing
triage: Turn Backlog Mess Into Agent-Ready Work
Guide / Claude skill · Matt Pocock · Intermediate
You want to turn messy backlog items and GitHub issues into clearer, agent-ready work.
claude skills, triage, github issues, agentic workflows
grill-with-docs: Align Before You Build
Guide / Claude skill · Matt Pocock · Intermediate
You want an AI interview process that uses docs and domain language to clarify a feature before implementation starts.
claude skills, product planning, domain modeling, agentic workflows
handoff: Move Context Between Agent Sessions
Guide / Claude skill · Matt Pocock · Intermediate
You need to preserve useful context across agent sessions without dragging an overloaded conversation forward.
claude skills, handoffs, context engineering, agentic workflows
LLM Evals
Guide · Hamel Husain · Intermediate
Your AI app needs quality checks before users see it.
evals, quality, llm apps
Promptfoo
Open-source eval and red-team framework · OpenAI / Promptfoo · Intermediate to advanced
Declarative regression tests and side-by-side comparisons of prompts, models, RAG systems, and agent configurations, especially when red teaming is also required.
evals, llm evaluation, ai quality, open-source frameworks
DeepEval
Pytest-style LLM evaluation framework · Confident AI · Intermediate to advanced
Engineering teams that want LLM and agent evaluations to behave like software unit tests, with thresholds, assertions, and CI-friendly failures.
evals, llm evaluation, ai quality, open-source frameworks
OpenAI Evals
Hosted LLM and agent evaluation API · OpenAI · Intermediate to advanced
Existing OpenAI API teams maintaining dataset-based prompt or model regression tests during the remaining service window.
evals, llm evaluation, ai quality, cloud and provider evals
Vertex AI Gen AI evaluation service
Managed model and agent evaluation service · Google Cloud · Intermediate to advanced
Vertex AI teams evaluating model outputs, prompts, RAG responses, function calls, and agent trajectories with managed or custom metrics.
evals, llm evaluation, ai quality, cloud and provider evals
Microsoft Foundry evaluations
Cloud evaluation portal and SDK · Microsoft · Intermediate to advanced
Microsoft Foundry teams evaluating models, RAG systems, and single- or multi-turn agents for quality, safety, task completion, and tool use.
evals, llm evaluation, ai quality, cloud and provider evals
Amazon Bedrock Evaluations
Managed model and RAG evaluation jobs · Amazon Web Services · Intermediate to advanced
AWS teams comparing Bedrock models or assessing knowledge bases and external RAG sources with automated metrics, LLM judges, or human reviewers.
evals, llm evaluation, ai quality, cloud and provider evals
Anthropic evaluation guide
Evaluation methodology guide · Anthropic · Intermediate to advanced
Teams designing task-specific evaluation suites for Claude applications that need criteria, datasets, edge cases, grading patterns, and code examples.
evals, llm evaluation, ai quality, cloud and provider evals
Terminal-Bench
Terminal-agent benchmark · Harbor Framework and Laude Institute · Intermediate to advanced
Comparing agents on difficult, verifiable coding, systems, security, and scientific work inside sandboxed terminals.
evals, llm evaluation, ai quality, benchmarks and learning resources
Unleash Team Potential: Assess Learning Needs Using GenAI
Course · Google Cloud · Beginner
Use this one-hour introductory course when you need a practical way to assess a team's learning needs, identify skill gaps, and connect AI training with career development.
ai skills, skills assessment, team development, career development, generative ai
Google's AI Principles
Responsible AI principles · Google · 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.
responsible ai, ai principles, ai governance, ai safety, trust
Introduction to Security in the World of AI
Course · Google Cloud · Beginner
Use this one-hour course when security and data-protection leaders need a framework for identifying AI-specific risks, protecting sensitive data, and applying Google's Secure AI Framework.
ai security, secure ai framework, data protection, compliance, risk management
Develop AI-Powered Prototypes in Google AI Studio
Skill badge course · Google Cloud · Beginner
Use this 45-minute hands-on course to practice prompting, multimodal image and video analysis, and rapid application prototyping in Google AI Studio.
google ai studio, prototyping, prompting, multimodal ai, api keys
ChatGPT Finances privacy and accuracy guide
Connected-finance safety guide · OpenAI · Beginner
OpenAI announced on October 2, 2026 that ChatGPT Finances is rolling out to Free and Go users in the United States. Use this guide to understand the connected-account workflow, check the source data behind answers, and review privacy controls before linking an account.
chatgpt, personal finance, connected accounts, plaid, privacy
GitHub Copilot computer use explained
Desktop agent safety guide · GitHub · Intermediate
GitHub released Copilot computer use in public preview on October 1, 2026. Use this guide to decide when visual desktop control is appropriate, enable it deliberately, and test its permission and stop controls before real work.
github copilot, computer use, desktop agents, copilot cli, gui automation