7 Prompt Chains for Decision Making, Self Correcting, Reliable AI Agents

[@vincentjean6756]

Anybody else feeling overwhelmed with excitement? AI coding took over my life.

[@Lucky9_9]

YES!! Is there a support group? Because I would honestly love to talk to people who are as obsessed with coding random AI projects as I am lol

[@vincentjean6756]

@@Lucky9_9 Agentic Coding Anonymous

[@Lucky9_9]

@@vincentjean6756 very sad this isn’t an actual thing lol

[@TheExodusLost]

Were you guys coders before ai came to be useful? What kind of projects do you build and what models/apps do you guys recommend? Happy to be among fellows.

[@vincentjean6756]

@@TheExodusLostWell... I have been surrounded by code all my life. I am an options trader and entrepreneur since I was a teenager. Always built some tools to help my projects with some success. AI coding took my low quality projects to a level where I would actually pay thousands of dollars to a freelancer to do the same work. I can now do it myself if a few hours where it would take weeks of back-and-forth to achieve the same work with a human coder. People always think that they need some kind of "ideas" to make "new" tools to sell in order to make money with AI. What people do not realize yet, is that they are their own customers. They power of AI is in ultra-personal and specific tools for a very niche work for maybe one or two individual (including yourself). They are the customer of their own custom tool.

[@djannias]

🎯 Key Takeaways for quick navigation: 00:28 *🌨️ Snowball Prompt Chain gradually develops information over multiple prompts, enhancing context with each iteration, and concluding with a summary or format prompt.* 03:14 *🛠️ Worker Pattern involves delegating tasks to individual prompts, processing them in parallel, and consolidating results into a final report, ideal for research tasks.* 07:26 *🔄 Fallback Prompt Chain allows switching between different prompts or models if one fails, ensuring continuous operation and reliability.* 12:50 *🤔 Decision Maker Prompt Chain enables AI agents to make decisions based on prompt results, guiding subsequent actions or prompt chains.* 15:07 *📝 Plan and Execute Prompt Chain involves planning tasks first, executing them based on the plan, and concluding the process.* 16:44 *🔄 Human in the Loop Prompt Chain integrates user feedback into the prompt chain, allowing iterative refinement until desired results are achieved.* 17:38 *💬 The chat GPT application operates on a prompt-response flow, highlighting the potential for entire products built around this interaction.* 18:32 *💡 There's an ongoing innovation push beyond chat interfaces, exploring diverse prompt chain applications like talk to your database's call-response format.* 19:01 *💬 The human-in-the-loop framework, commonly used in chat interfaces, can be expanded creatively by combining different prompt chains for varied user experiences.* 19:45 *🔁 The self-correction prompt chain involves executing a prompt, checking for correctness, and self-correcting if necessary, proving useful for coding, executing, and reviewing tasks.* 21:21 *🛠️ Seven prompt chains offer diverse workflows for building powerful AI agents and agentic systems, paving the way for innovative product development beyond conventional chat interfaces.* Made with HARPA AI

[@indydevdan]

Shout out HARPA AI devs.

[@tshuqwud1693]

Just found your channel a few days ago. I can't code (yet) but this gave me the motivation to finally start learning. Been developing my own system of nested specialized Claude projects for a while. The philosophy looks very similar to what you are teaching here, except I need to copy paste manually every output to the next prompt/project and it takes just waaay too long. Was looking for a way to go faster and now I feel like I saw the light.

[@tuaitituaiti1565]

+1 and Team

[@agenticmark]

having spent years espousing the benefits of functional programming, being able to use that same model for my agents is priceless. Great job on this video Dan!

[@JakeWoken]

Exactly!!! Me too. Always loved functional programming and applying the same concepts here (just functions branching and piping) is very refreshing.

[@aaronoquendo]

Keep going bro! Love your content. You are a pioneer in this space. No one else that I know on youtube is providing the value that you are providing to the development community.

[@implexedone]

Great video. Love to hear about your AI assistant.

[@databasemadness]

Omg Dan! This was pure gold. Thank you.

[@gileneusz]

bro, this video is pure gold

[@zkiyyeller3525]

Thank you Dan. Really appreciate the energy you thought you put into this!

[@dcmumby]

loving your videos dan , super excited to see your ai development

[@YossiDahan-]

An absolute banger, thank you Dan for sharing these incredible insights ❤

[@julius_chun]

i love your work!

[@AleemAhmed]

The first 10 seconds, total wisdom 👍

[@vincentjean6756]

Dan... AI MASTER! Thanks for your ideas.

[@TheEarlVix]

Brilliant. Run the cheaper, faster models first! Good stuff, Dan.

[@teriannet7163]

Very good Video! Thanks for laying this out so well. Its been interesting to see what happens when you start combining system prompts into this as well.

[@BossAIBiz]

This is super awesome. We built a voice AI software intertwined with ghl on a ton of other AI. Trying to figure out a self-updating method. Can review certain number of transcripts figure out corrections and way to smooth out the bot double triple check that. Then update.

[@ModernCentrist]

This is such good information! Thanks for making this, I've really been struggling with the design of my agent tasks.

[@mlg4035]

Superb information! Thank you!!

[@paraconscious790]

As usual great Stuff Dan!!! Please create the further videos in this series like Talk to your DB.

[@free_thinker4958]

Pure quality content ❤💯

[@wellbishop]

Really awesome, man! tks 4 sharing

[@vroep6529]

subprocess module looking nice lately

[@mariusorani]

Great! Keep up the good work. Btw which Theme are you using? The transparency and colors... love it

[@christopherhyatt7229]

Thanks Dan great work man!

[@jindrichsirucek]

Definitely interested in the AI assistant🎉❤ I'm building my own too

[@lakergreat1]

Yes please, let's see the AI assistant you are building

[@DARKSXIDE]

Great job dan u should contribute to big agi they have a beam feature that integrates output from multiple llms and i think ur prompt structure would be a great addition to it

[@DARKSXIDE]

I will put a link to ur vid in their discord dope work

[@indydevdan]

big thanks, I have my eyes on big-AGI. Development looks solid.

[@Lousircus]

Great info. Subbed

[@loryo80]

thank you so much, very high quality content as usuel

[@dsm1573]

awesome tutorial! thank you!!

[@Mephmt]

Congrats on 10k! I'm extremely interested in a personal AI assistant. I've been eyeballing OpenInterpreter and their 01OS for a bit, but haven't taken the plunge. I'd be interested in seeing what you're ideas for an assistant. OI is using STT/TTS for the 01 project using Arduino. However, I'd rather use a smart phone app as it can be installed on multiple phones easily and the phones already have the necessary, and additional, hardware for this part of the job.

[@riiis3058]

I'm also on a quest for a personal AI Assistant. I'll bet there's a way to use the resources on a smartphone, one could easily use Devon or SWE to replace the Arduino code or convert. Connecting to OpenInterpreter could be done over wirelessIP or bluetooth.

[@indydevdan]

huge thanks - we will 100% cover, design, build and discuss personal AI assistants on the channel. It is one of the most important Agentic applications any of us can build/use.

[@Mephmt]

@@indydevdanI totally agree! I can't wait! Really looking forward to it!

[@zatoichi1]

Man, just thinking about all these different solutions makes me realize that all OS as we know it are just near future trash.

[@wwalsh0351]

Your content is wonderful. Up your audio game soon tho.

[@errorbat]

Great video. I really like your content because there is no sh*tty general hype talk or "pay me to join our unique community" stuff. Anyways the content is solid and concrete

[@xxxxxx89xxxx30]

Bro... you just gave us patterns!

[@flight5056]

@indydevdan cool stuff, question; any partiicular reason for using Martin's LLM? it is nice but half plugins dont work anymore, it¨s maintained by a singel person, Could LLM be substituted with another package like ollama?

[@indydevdan]

100% use any LLM package you prefer. I'm a fan of Simonw and his LLM package so I use it from time to time.

[@Dragon_Rider777]

Thank you this is gold!! Anyone has compared CrewAI to snow ball?

[@malikrumi1206]

"The right sequence of prompts combined with your unique domain knowledge is an entire five six or seven figure product in itself." This powerful and seductive statement may well be true, but, just to make sure neither you nor your audience is hallucinating, **How do you know this? Where is your citation to the source for this statement? How can we verify it?** Academic studies, something from arXiv, Entrepreneur, Inc. Mag, The US Dept of Labor, anything? Thanks.

[@SHIVAMSHARMA-sj2yw]

if we have to choose between Agentic framework and prompt chaining which should we prefer ?

[@TheVideoMarshall]

Been trying to get AG studio to run a workflow but the final stage agent keeps interrupting. Have you successfully got chaining and snowballing working on Autogen Studio?

[@GuidedBreathing]

Great !

[@zoranProCode]

very nice

[@FranAbenza]

When are you gonna try instructor 1.0.0? Game changer with pydantic

[@indydevdan]

Great call out - it's worth a whole video. Several cons and many pros to a tool like that but overall I agree with you. It's a total game changer with pydantic.

[@chrisfish71]

You should have called it Design Patterns for AI prompting. You'll be the new gang of 1. Or maybe Gang of 10k+

[@sanjaygupta4]

gold

[@ExSpoonman]

Hey, Dan, did you read what your snowball wrote, bud? You're a smart man, Dan, so I know you've heard about Dead Internet Theory. And yet you thought this video was a responsible decision to create. Are you that hard up for money, Dan? Are you?

[@re_styles]

"software now is"..., Welcome everyone to my vision into the future. 11 yrs earlier...🤷

[@JoSeph-cu2sr]

i have programing background, started in 94. I cant undertand most of what you say because you removed all natural respiration and ponctuation and smashed all words. its unintellegible. rubbish

[@kylebecker5083]

I’m not going to subscribe until you Google upspeak.

[@indydevdan]

solid feedback ty. Let's make a deal: Subscribe next video if I ship it with zero upspeak. Deal?

[@kylebecker5083]

Deal. Sorry for being a jerk. I was grumpy. Want me to remove the comment?

[@iseverynametakenwtf1]

the hand movement is so distracting and the thump thump.