Forwarded from AI and Machine Learning
If you're building AI agents, you should get familiar with these 3 common agent/workflow patterns.
Let's break it down.
πΉ Reflection
You give the agent an input.
The agent then "reflects" on its output, and based on feedback, improves and refines.
Ideal tools to use:
- Base model (e.g. GPT-4o)
- Fine-tuned model (to give feedback)
- n8n to set up the agent.
πΉ RAG-based
You give the agent a task.
The agent has the ability to query an external knowledge base to retrieve specific information needed.
Ideal tools to use:
- Vector Database (e.g. Pinecone).
- UI-based RAG (Aidbase is the #1 tool).
- API-based RAG (SourceSync is a new player on the market, highly promising).
πΉ AI Workflow
This is a "traditional" automation workflow that uses AI to carry out subtasks as part of the flow.
Ideal tools to use:
- n8n to handle the workflow.
- GPT-4o, Claude, or other models that can be accessed through API (basic HTTP requests).
If you can master these 3 patterns well, you can solve a very broad range of different problems.
Let's break it down.
πΉ Reflection
You give the agent an input.
The agent then "reflects" on its output, and based on feedback, improves and refines.
Ideal tools to use:
- Base model (e.g. GPT-4o)
- Fine-tuned model (to give feedback)
- n8n to set up the agent.
πΉ RAG-based
You give the agent a task.
The agent has the ability to query an external knowledge base to retrieve specific information needed.
Ideal tools to use:
- Vector Database (e.g. Pinecone).
- UI-based RAG (Aidbase is the #1 tool).
- API-based RAG (SourceSync is a new player on the market, highly promising).
πΉ AI Workflow
This is a "traditional" automation workflow that uses AI to carry out subtasks as part of the flow.
Ideal tools to use:
- n8n to handle the workflow.
- GPT-4o, Claude, or other models that can be accessed through API (basic HTTP requests).
If you can master these 3 patterns well, you can solve a very broad range of different problems.
β€4
Forwarded from Kal_X
π6
Dear Algorithmπ€²
Please connect us with engineers who choose curiosity over ego empathy over competition and kindness every time
ππ
π₯2π1
Forwarded from EKD Designs
Introducing Lockd-in
Lockd In is a minimalist productivity web application built to help users manage their time and maintain deep focus.
Built Lockd-in when I was stressing for exit exam & design work overloads back in uni.
After weeks of beta testing, Lockd-in is officially liveπ π π
Thanks to everyone that gave me feedbacks, almost all feedbacks have been reviewed & edited into this versionπ
Features:
π₯ Streaks
πΈ Focus Cards
β³ Pop Out (PiP) Timer
βοΈ Session logs & Productivity Chart
If you've been meaning to build something but keep burning out halfway through, this is definitely for you.
π https://lockd-in.pages.dev/ (PC RECOMMENDED for now)
I'm not a developer, so there may be imperfections. If you find a bug, want a feature added, or wish to express your feelings, my comments and DMs are open.
Lock in. Outwork. Outlast.
@ekddesign
Lockd In is a minimalist productivity web application built to help users manage their time and maintain deep focus.
Built Lockd-in when I was stressing for exit exam & design work overloads back in uni.
After weeks of beta testing, Lockd-in is officially live
Thanks to everyone that gave me feedbacks, almost all feedbacks have been reviewed & edited into this version
Features:
All local, no login or sign up needed
If you've been meaning to build something but keep burning out halfway through, this is definitely for you.
I'm not a developer, so there may be imperfections. If you find a bug, want a feature added, or wish to express your feelings, my comments and DMs are open.
Lock in. Outwork. Outlast.
@ekddesign
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lockd-in.pages.dev
Lockd In β Focus Workspace
Minimalist productivity for builders. Lock in. Outwork. Outlast.
β€βπ₯1
Forwarded from TechVibe
Article of the day
Advanced git
Before pushing to
Before every push, review your changes with
If you've rebased your branch, avoid using
read more advanced git concepts π [ LINK ]
@devwitheyob
#TechVibe #git #ArticleOfTheDay
Advanced git
Before pushing to
main, make it a habit to sync your branch with the latest changes by rebasing on top of main. This helps you resolve conflicts early and keeps your commit history clean. If your branch has a lot of small "fix" or "oops" commits, use an interactive rebase to squash them into a few meaningful commits. A clean history makes reviewing code and debugging much easier later.Before every push, review your changes with
git diff and scan for anything that shouldn't be in the repository, such as API keys, tokens, passwords, or temporary debugging code. Then run your tests locally to make sure nothing is broken. Catching an issue before it reaches the remote repository is always easier than fixing it after deployment.If you've rebased your branch, avoid using
git push --force. Instead, use git push --force-with-lease, which checks whether someone else has updated the remote branch before overwriting it. Finally, tag important releases with versions like v1.0.0 or v2.1.0. Release tags make it easy to identify deployments, track changes between versions, and roll back quickly if something goes wrong in production.read more advanced git concepts π [ LINK ]
@devwitheyob
#TechVibe #git #ArticleOfTheDay
Forwarded from AI Programming
Ready to solve real-world business challenges with innovative tech solutions?
Join the Venture Meda Hackathon 2026 and collaborate with fellow innovators to reimagine the future of e-commerce. Develop impactful solutions, gain hands-on experience, and turn your ideas into real ventures.
Why participate?
πWin seed funding to accelerate your startup journey.
π€ Gain invaluable mentorship from industry leaders and successful entrepreneurs.
π Graduating (final-year) students are highly encouraged to apply, though all eligible students are welcome to participate.
Application Deadline: July 31, 2026
Event Date π : August 21β22, 2026
Register here : https://forms.gle/aPizDkZagKboyFKC8
#VentureMedaHackathon #ECommerce #Hackathon #StudentInnovation #Entrepreneurship #TechForImpact #FutureBuilders
Join the Venture Meda Hackathon 2026 and collaborate with fellow innovators to reimagine the future of e-commerce. Develop impactful solutions, gain hands-on experience, and turn your ideas into real ventures.
Why participate?
πWin seed funding to accelerate your startup journey.
π€ Gain invaluable mentorship from industry leaders and successful entrepreneurs.
π Graduating (final-year) students are highly encouraged to apply, though all eligible students are welcome to participate.
Application Deadline: July 31, 2026
Event Date π : August 21β22, 2026
Register here : https://forms.gle/aPizDkZagKboyFKC8
#VentureMedaHackathon #ECommerce #Hackathon #StudentInnovation #Entrepreneurship #TechForImpact #FutureBuilders
Bytephilosopher
The summer we all planned for is halfway through. How many of us are sticking to the plan? How many of us succeeded in the journey?
Remember the day you begged for this summer, for having no classes and to lock in. Are you just sleeping and watching movies, or are you really working hard to acquire at least one skill?
Just a reminder: today is July 25!
Remember the day you begged for this summer, for having no classes and to lock in. Are you just sleeping and watching movies, or are you really working hard to acquire at least one skill?
Just a reminder: today is July 25!
Good Reminder Let's ask ourselves π§π§ ?
β€2
Forwarded from TechVibe
Article of the day
LLM Integrations
Everyone gets excited when their AI feature finally works, but making one successful API call is the easiest part. What actually matters is everything around it before it reaches production. If you don't plan for failures, retries, rate limits, token budgets, or cost tracking, your application will eventually fail when real users start using it.
A production-ready LLM integration should be built with resilience in mind from day one. Abstract your provider so switching models is painless, retry only transient failures with exponential backoff, stream responses instead of making users wait, validate every tool call, and count tokens before every request to avoid expensive errors. None of these features make your demo look cooler, but they'll save you countless hours in production.
The biggest lesson is that reliability is a feature. Add observability, track your LLM costs, enforce sensible timeouts, and always have a fallback model ready. Production isn't about proving your AI worksβit's about making sure it keeps working when everything around it doesn't.
Read full article π [LINK]
@devwitheyob
#ArticleOfTheDay #AIEngineering #LLM
LLM Integrations
Everyone gets excited when their AI feature finally works, but making one successful API call is the easiest part. What actually matters is everything around it before it reaches production. If you don't plan for failures, retries, rate limits, token budgets, or cost tracking, your application will eventually fail when real users start using it.
A production-ready LLM integration should be built with resilience in mind from day one. Abstract your provider so switching models is painless, retry only transient failures with exponential backoff, stream responses instead of making users wait, validate every tool call, and count tokens before every request to avoid expensive errors. None of these features make your demo look cooler, but they'll save you countless hours in production.
The biggest lesson is that reliability is a feature. Add observability, track your LLM costs, enforce sensible timeouts, and always have a fallback model ready. Production isn't about proving your AI worksβit's about making sure it keeps working when everything around it doesn't.
Read full article π [LINK]
@devwitheyob
#ArticleOfTheDay #AIEngineering #LLM
ααα¬ α³αα΅ - Zemare Dawit
ααα¬ α³αα΅ On Telegram β α°αα ααͺ α₯α«α
β€οΈβπ©Ήβ€οΈβπ©Ήβ€οΈβπ©ΉTomorrow
β€4
Forwarded from Sambee π (Samri)
Gooood moring folks
It's Sunday β¨οΈ β¨οΈ β¨οΈ β¨οΈ
α₯αα³α αα«αα α₯α αα α₯α³αͺα ααα α αα³α αα₯α¨ α£α α α₯α°α¨α°αππ
α αα α₯αα° α°αα α΅ ααααα!
#MorningBuzz
It's Sunday β¨οΈ β¨οΈ β¨οΈ β¨οΈ
α₯αα³α αα«αα α₯α αα α₯α³αͺα ααα α αα³α αα₯α¨ α£α α α₯α°α¨α°αππ
α αα α₯αα° α°αα α΅ ααααα!
#MorningBuzz
β€4
Forwarded from GTB
αααα΅ α₯α¨αα£α α«αα£ α¨α³α΅
α₯ααα α α΅αα α α΅αα αα ααα₯αα΅
α₯ααα α α΅αα α α΅αα αα₯αα€α αα ααα₯αα΅
α₯ααα α α΅αα α α΅αα αα ααα₯αα΅
α₯ααα α α΅αα α α΅αα αα₯αα€α αα ααα₯αα΅
β€2
I just heard someone online say , no matter how old you are , you will always wish you started younger, but today is the youngest you will ever be !!
#simruthoughts
#simruthoughts
β3