Loops vs. graphs (Prefect)
A Prefect engineering blog post explaining what a directed agentic graph is, why plain loops fall short for agent workflows, and how graphs let you trade control for autonomy deliberately.
11 free resources on this topic. Everything here is free and hand-picked. You can also search within this topic.
A Prefect engineering blog post explaining what a directed agentic graph is, why plain loops fall short for agent workflows, and how graphs let you trade control for autonomy deliberately.
A free, no-code recipe book of practical AI prompts built for nonprofit teams. Turn existing reports, events, and materials into slide decks, web pages, plain-language translations, social copy, and repeatable workflows. Every recipe includes a privacy badge so you know what stays on your computer, what goes public, and what connects to a vendor account.
Why I recommend it: Free to use. Built by Decoded Futures (a TechNYC program). The recipes are framed for nonprofit work, but the same patterns work for job searches, career content, and small-business tasks.
An open-source platform for building and running AI apps and agents, with a hosted option and a full self-hosted Docker install.
From the site: Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without ...
Why I recommend it: More structure than a chat window: prompts, data and logs kept in one place. Start with their Docker install and one small app.
An open-source drag-and-drop builder for chatbots and AI workflows you can run yourself and embed on a site. Apache 2.0 licensed.
From the site: Build AI Agents, Visually. Contribute to FlowiseAI/Flowise development by creating an account on GitHub.
Why I recommend it: The quickest way to put a working chatbot on your own site without a subscription. You still pay whatever model you point it at.
An open-source visual builder for AI workflows and agents — drag components together, then export the flow as an API. MIT licensed.
From the site: Langflow is a powerful tool for building and deploying AI-powered agents and workflows. - langflow-ai/langflow
Why I recommend it: Useful for seeing what an AI 'agent' actually is: a chain of steps you can look at, not magic.
A visual workflow tool for connecting apps and AI models — source-available, and free to run on your own server. Their hosted plans are paid.
From the site: Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations. - n8n-io/n8n
Why I recommend it: This is how you automate the boring parts of a job hunt or a small business without writing code. Note the license is source-available, not fully open source.
Jeff Su's site collects his practical AI and productivity tips for working professionals — templates, workflows and short guides drawn from his popular videos.
A blog covering practical AI adoption for professionals and small teams, including tooling and workflow guidance.
Why I recommend it: Useful when you want the practical "how would I actually use this at work" angle instead of AI news for its own sake.
A practical blog series from Bian Jiang documenting real workflows for integrating generative AI into daily work, from writing to research to automation.
Why I recommend it: I keep pointing clients to concrete "here is how I actually use it" examples rather than hype. This series is calm, tactical, and honest about what works.
How to Decide, Delegate, and Build Systems That Remember. A practical book for knowledge workers who want to use AI as a real operating layer.
Why I recommend it: I am always looking for resources that treat AI as an operating layer rather than a toy. This book is a practical frame for deciding what to delegate and what to keep human.
A widely shared thread of practical field notes on working alongside AI tools day to day, including where they help and where they quietly cost time.
Why I recommend it: Short, concrete, and free of vendor spin. Skim it for the working habits rather than the tool names.