Ng shows agent loops beating bigger models, the core case for agents over one-shot chat.
What's next for AI agentic workflows
Sequoia Capital / Andrew Ng Mar 2024
Watch on YouTube youtube.com →Chatbots answer questions and classic automation follows fixed if-this-then-that rules; both break the moment a task needs judgment. Agents sit in between: they read context, decide, and take multi-step action across your tools, so one agent can replace a pile of brittle zaps plus the human glue between them. Use automation for fully predictable flows, a chatbot for Q&A, and an agent when the work requires decisions along the way.
Part of AI agents on eChai Explore.
On the AI map, 29 October 2026 Decision models Coding agents Agents that do tasks for you AI browsers No-code automation with AI steps
17 resources.
Ng shows agent loops beating bigger models, the core case for agents over one-shot chat.
Sequoia Capital / Andrew Ng Mar 2024
Watch on YouTube youtube.com →Lays out the six behaviors that separate a real agent from an ordinary AI tool.
Lenny's Podcast (Hamza Farooq, Jaya Rajwani) Apr 2025
Open lennysnewsletter.com →Explains the shift from chat to action: AI stops being something you ask and starts doing.
a16z Dec 2025
Listen on Apple Podcasts podcasts.apple.com →A concrete before-and-after of chatbots vs agents in the function founders know best.
a16z 2025
Open a16z.com →Lemkin explains why agents, not email automation, changed SaaStr's economics.
The Revenue Leadership Podcast (Jason Lemkin) 2025
Open therevenueleadershippodcast.com →Anthropic's honest advice on when NOT to build an agent is the best filter you will find.
Anthropic Dec 2024
Open anthropic.com →The thread that made agentic the word of the year, with the reasoning attached.
Andrew Ng Mar 2024
Open x.com →Hard numbers: 20 agents managed by 1.2 humans doing what 10 salespeople did.
Qualified 2025
Open qualified.com →A crisp practitioner comparison with real ROI numbers for each category.
Lindy 2026
Open lindy.ai →The clearest three-way split of the categories founders keep conflating.
Aitency 2025
Open aitency.com →Decision criteria for picking chatbot or agent based on your actual use case.
Business of Apps 2025
Open businessofapps.com →Shows exactly where if-then automation stops and agent reasoning starts.
ClickUp 2026
Open clickup.com →The automation giant itself explains what agents add on top of zaps.
Zapier 2025
Open zapier.com →A founder-audience walkthrough of where agents beat tickets-and-macros setups.
Dan Cumberland Labs 2026
Open dancumberlandlabs.com →Written by a chatbot company admitting where chatbots lose to agents.
WotNot 2025
Open wotnot.io →Covers the RPA angle: why scripted bots break where agents adapt.
Aezion 2025
Open aezion.com →Grounds the agent vs automation distinction in enterprise-grade language for customer conversations.
IBM 2026
Open ibm.com →The same ground, over in Build the product, our Starting Up track.