its so soothing to hear andrew ng's voice. brings me back to my coursera ML and DL courses

@christopherchen4920

Ай бұрын

starting from forecasting the house price🤣always in my mind.

@Gringohuevon

Ай бұрын

The misery of Qwiklabs

Thank you Andrew Ng for certifying me 🙌

It is always a pleasure to hear Andrew!! :)

Mind-blowing... THANK YOU, Andrew! Great talk.

Brilliant. The only thing I would add is that with inference speeds offered by Groq, it’s not necessary to wait minutes anymore. Fast inference speeds have the most value when humans aren’t reading the output.

@zerobot_tech

Ай бұрын

Groq is on ZeroBot if you ever wanna share some thoughts 😉

@ravisawhney3111

Ай бұрын

Yup, I was wondering what the value is with Groq (like do we really need inference that fast) but agentic worfklows have provided a solid use-case

It's nice to see Andrew finally be impressed by something! A lot of his previous talks were along the lines of how AI can't do anything yet and it's not nearly capable, etc.

Andrew Ng as always great!

Agree 100%. To reach AGI/ASI will require agentic workflows.

I use this method of agentic workflow for coding in school, with brainstorming, and detailed pseudo steps, then review it, then stich somethings together, and have it revise itself. Then after a few cycles, I give it a request using words like "magnificent," or "swe professional point of view," and other things along those lines. Which ends up give me a better product by the final iteration. I am a Sophomore CS student, and I'm glad I am doing the method right, when I'm practicing data structures. Thanks for explaining the method of what I have been doing Andrew Ng.

@jatingupta4708

Ай бұрын

Can u share your workflow

@hl236

Ай бұрын

Do you have a blog, youtube channel or x account?

@TonyKingOfTheOzone

Ай бұрын

@@jatingupta4708 I would, but I feel I would need to give like a step process, that would have other bubbles next to bubbles for things to consider. If you give me a few days, Ill give you a generic image generated host paint of my workflow.

@TonyKingOfTheOzone

Ай бұрын

@@hl236 I only use KZread and disc for 99% of interactions. I have a git hub with student work I've done, but its nothing special, as its just college freshman and sophomore projects, keep building yall.

@enjoful

Ай бұрын

Excellent humble brag!

Interesting talk on AI Agent, Andrew Ng. More updates on this subject will help. 🌞👏👏

Great insights as always and I admire AndrewNG explain the advance tech explained in super simple manner !

Absolutely outstanding talk! Outstanding!

Hi guys, This is an excellent talk. I watched the Andrej one as well. And it seems that these talks are really focused and talk about real problems. So kudos to the team for executing on this. Its WAY WAY BETTER than these large conference interviews where you don't learn anything

@thesadboxman

Ай бұрын

They're also short and straight to the point! This would normally get stretched out to 30m

@cesarromerop

Ай бұрын

the anthropic one was not good imo, but the mistral one was good as well

@pratikkhedikar6759

Ай бұрын

@@thesadboxman true

@pratikkhedikar6759

Ай бұрын

@@cesarromerop ohh is it...i didnt checkout the anthropic one....will do

@faraimazhandu3806

Ай бұрын

Not limited to this event, I wonder what other talks stand out to you. I am trying to learn as much as I can about this space from experts. Many thanks

Practical overview and feedback of what works and doesn't, very nice

Fascinating. I'll experiment with agentic workflows for my product. I really like the idea of getting more out of GPT3 using rag and these techniques.

This is going to change development radically. Imagine being able to just write workflows to write tons of code based on what functionality we want while modulating interconnectedness, dependencies and other finer details and nuances which humans understand and A.I. does not. Just the best of human and ai combining to increase productivity. Excited for the future.

@gotoHuman

Ай бұрын

Absolutely. There will always be a human in charge, but insanely more productive. (We are helping LLM devs with that human intervention part)

Great talk! More videos like this please!

00:01:03 AI agents: Iterative, agentic workflows enhance performance. 00:04:29 Reflective agents: Self-assessment improves code quality iteratively. 00:09:22 Multi-agent collaboration: Diverse agents boost complex program generation. 00:12:01 Fast token generation: Rapid token output crucial for iterative workflows. 00:13:21 AGI journey: Agent workflows propel progress in AI development.

@HuxleyCrimson

Ай бұрын

Prompt your AI to be more concise They have a tendency for verbosity

I am a big Fan Of Sir Andrew Ng❤

Thanks for sharing!

Clip #2 [4:26-6:16] I love how Dr Ng humbly describes his work as laying down another brick on the golden road to AGI.

I'm watching you from age 16, GOAT AI teacher!!!!

Really enjoyed this

Great talk - thanx for sharing! Are the slides available for download?

great talk!

The AI legend, I can't forget how easy was learning complext deep learning stuff by just taking Andrew Ng's courses

I just did a quick test of this by customizing GPTs how I would like it to respond , its a good fame work , but i dont think its truly agentic . "Define the Goal: Be specific and measurable. What is the desired outcome of this workflow? Identify Key Milestones: Break down the overall goal into major checkpoints or phases. Flexible Action Steps: For each milestone, brainstorm a variety of potential actions that could move you forward. Avoid a rigid, sequential task list - these actions are options to choose from. Evaluation and Iteration: Determine how you'll measure progress towards milestones and the overall goal. Build in regular checkpoints for assessment. Be prepared to adapt actions, milestones, and even the goal itself based on results. Key Principles Outcome Focus: Prioritize reaching your goal over following a precise plan. Adaptability: Embrace change and be willing to pivot your actions as needed. Empowerment: This framework aims to give you agency and decision-making power within the process."

That’s gold!

Very nice. Now I want to see how I can use agentic workflows.

The Legend!

Great stuff.

Great presenatation -)

How do I get started?

Love the analogy of the proverbial manager checking every 5 mins after assigning a task 🙃

This agentic workflow sounds very much like parsing through iterative phases of collaborative problem solving, that is assumed to be captured in the massive data sets parsed by the networks.

Guys! Make sure to check out the papers he lists at 11:07! It is required reading for the exam 🙂

in a way , conceptually, the critic and coder roles are some sort of MoE for LLMs....

Take a shot every time he says "sometimes it doesn't work, sometimes it's amazing" 😅

I am 54 this year coding for 3 decades, been using prompt engineering to create my code for last 2 months using multiple GPTs and thought it was the best, but this agentic loop will make programmers legacy, being slow and expensive In the next 6 months these workflows will improve, the rise of AI agents will be here whether we like it or not I advice knowledge workers to prepare for this financially, physically, mentally and emotionally This will be fast, we will be like deer looking at headlights

@chillmegachill

Ай бұрын

most knowledge worker are not even aware of AI at all. They will just wake up one day and their job is gone.

"Maybe you do, I can't do that" 2:39 😆😆

I LOVE AI Agents... but I'm left wondering: Why hasn't anybody developed a system/app that takes the API's from the top LLMs, created agents for each, and then have these agents all work together to brainstorm, debate, review, and solve problems? I often get 4 different answers from 4 LLMs, so why not have them all setup as agents "in one room" working together to come up with the "best" solution. I can't find anybody that's tried this... why not? Wouldn't having the "top minds" (LLMs) working together produce better results?

agentic workflows will be come the best way to AGI

The world has made AI loud enough but still its directions should be geared to gain the right progress.

3:08 - what's the difference between "Reflection" and "Reflexion"? English is not my first language.

@rafaelfigueroa2479

Ай бұрын

Reflection is the correct word. Reflexion is a term created by the researchers, with a self-reflection methodology where the LLM reflects on the previous answers to improve it.

@marcusfonseca6673

Ай бұрын

@@rafaelfigueroa2479 merci beaucoup

@RR-et6zp

Ай бұрын

you can also reflect on something. Reflect on the past and reevaluate thighs etc

To me this approach feels a bit like computer vision before neural networks took over. Hand coding feature detectors etc. That’s what you’re doing when you hand-design a workflow like “do web search, gather sources, write first draft, critique first draft” etc. These hardcoded agent flows are too rigid to produce good results generally. The models will learn to construct their own flows just like a person can. So while people might have some success building agents like this now, I think it’s a bit of a dead end that will be overtaken by foundational models.

@hl236

Ай бұрын

Prompt instructions vs zero shot will always be a balancing act that depends on use case. Give too many instructions and you'll nerf the llm. Don't give instructions or use rag and you it will output responses that are low value and not actionable. However the value of an llm will always depend on a user's ability to ask the right questions. If Elon musk gave you 30min of his time the value will depends on what you ask him.

@whoislewys3546

Ай бұрын

What he's saying is AI agents of the future will barely resemble the LLMs we have now

@gotoHuman

Ай бұрын

They'll be more autonomous and not just chatbots we can prompt@@whoislewys3546

The core challenge here is that LLM fails at multi-step planning - and there is no way to guarantee that iterative Reflection bring correct solution (and optimal) in short period of time and money

What's the difference between "Agent" and "Agentic workflow"? Will Agent include agentic workflow?

i thought GPT-3.5 is dumb. then Andrew pulled up chart agentic 3.5 beat GPT-4 .

Very good talk. I was only distracted by the guy with the restless leg syndrome in the front row. He must have been even more distracting to Andrew, who despite that delivered an awesome talk!

How might agentic workflows transform industries beyond coding, like semiconductors?

@laxboi97

Ай бұрын

none, other than further increasing the demand for semiconductor products in data centers

@whoislewys3546

Ай бұрын

You could hook up an agent to Verisim and a 3D printer and tell it build better chips for itself

10/10

you want that instant gratif... euuhhh search result :D

Andrew should've been mayor :(

"sometimes it works, sometimes it does not"

Americans hate to admit it but we've been under such a closed system for so long to the point our public education stopped enriching young minds 40 yrs ago and flipped into recruiting for agency & institutions taking away the most productive years from our workforce. It's been 90 years since we was in a very open private sector individual owners and operator creative posture. Everyone is a cog in the wheel more or less. We have so many grandfathered in economic middle men over the many phases of steam engine until today. Unlike most of the world that only individualized the past 50 years after the transitor age it leaves the west and America with many extra left over obstacles. It also leaves debts paid up front that have helped us get to this technology. Since I've retired and lived through all that 1900s, structuralism costs classical American decendants its only fair to remind everyone what these are from random Joe's perspective. Family birthrates ,18-30 year Olds trained up and entering workforce at the most creative and productive ages ( which by default tends to marry & help Maintain the elusive American prosperity) and the lack or loss of 31 -50 year old owner operators of local American infrastructure. Yes it's an unsustainable theme here that's been a very hefty price in building out our world over the 80 years of the transitor age. If any sectors are handed advantages in this new paradigm infrastructure, these are the ones who have paid the ultimate cost in my lifetime. New paradigm infrastructure where balance is there for better quality of life and at minimum restoration of all that's been compromised. We have so antiquated ways of doing things . Our city's are still under top down rule prohibition era reformed control mechanisms

Been doing AI agents operating in async workflows commercially for about 30 years. About time peeps catch up

Ng

: whats your real name?

Pretty funny in 2024 how "the cutting edge of computing technology" and "writing scripts for cute AI NPCs" are more or less the same thing :)

He still not explain why he gave b to that poor kid

I will be happy if I get a B 😂

dont uae what you just heard

@williamwong8424

Ай бұрын

why

What a lame introduction!

This was useless. No real content. Just guesstimations of very vague trends. Just say "Agent Models can wow you, sometimes.", without providing any details or how to build them or what tools to use. - saved your 13 minutes.

I love Andrew Ng but he has a tendency to speak with an “uptalk” inflection which makes him sound immature and lose his credibility and gravitas. Please Dr. Ng, uptalking is cringey unless you’re an insecure teenager.

@benjpac5

Ай бұрын

Wait, who sounds like an "insecure teenager"? Yikes