Stop Overthinking Your Tech Stack
Key Takeaways
The video discusses how to decide on a tech stack for AI projects, with a focus on keeping it simple and using what you already know, such as Python and OpenAI's API. The goal is to build and validate projects quickly, rather than prioritizing scalability and efficiency.
Full Transcript
How do you decide on the text stack you should use for each project? Here's the answer from my friend Sha Talibby, a builder and AI engineer, previously data scientist who shipped tons of products and is working super efficiently. And the answer might in fact be simpler than you think. So one thing I'll do which I mentioned earlier is I'll like chat with chatb if it's a big project try to get some clarity and then I'll take that to uh Claude to you know start thinking through how to start implementing this like what to implement first and things like that but as far as like tech stack I try to keep my tech stack very simple and just follow the principle of building with what I know. So I just use Python for everything. Um, I will typically use OpenAI's API just because that's what I what I use uh most often. And really the the place I'm at right now is very much like the zero to one part cuz really the projects that I build other than being like tutorials for the educational stuff is I'm building like little AI SAS products. And so for that really the goal isn't to make like the most efficient and scalable and beautiful piece of software. The goal is to just build something quickly and try to validate it as quickly as possible. So that's why I just try to keep everything super simple, you know, modular, composable, things like that, but also, you know, just kind of optimize for speed just so I can get it out into the real world and start collecting feedback on it. As Sha pointed out, when you want to ship fast, the text stack isn't really a priority. You need to focus on things you are most comfortable with, which usually includes more simple text tax and as important having a modular and composible approach that you can reuse from project to project or further expand on if the project is working. You don't want to just do a proof of concept that isn't scalable.
Original Description
Stuck choosing a tech stack for your next AI project? You might be overthinking it.
My friend Shaw Talebi is an AI engineer who ships a lot of small AI SaaS projects fast. His rule is simple: build with what you already know. For him, that means Python for basically everything, OpenAI’s API by default, and using models like ChatGPT and Claude up front just to clarify the idea and pick what to implement first.
The goal at this stage is not the most scalable or beautiful system. It is to get from 0 to 1 quickly, validate in the real world, then iterate. That is why he keeps his stack simple, modular, and composable so he can reuse pieces across projects and scale the ones that work instead of throwing away a messy proof of concept.
So if you are stuck comparing frameworks and tools, that is your sign to stop Googling and start shipping with the tools you already know best. The stack matters less than your speed to feedback.
I’m Louis-François, PhD dropout, now CTO & co-founder at Towards AI. Follow me for tomorrow’s no-BS AI roundup 🚀
#ai #buildinpublic #python
Watch on YouTube ↗
(saves to browser)
Sign in to unlock AI tutor explanation · ⚡30
Playlist
Uploads from What's AI by Louis-François Bouchard · What's AI by Louis-François Bouchard · 0 of 60
← Previous
Next →
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
What is Artificial intelligence? | Artificial Intelligence terms explained for everyone 1
What's AI by Louis-François Bouchard
What is Machine Learning? | Introduction to ML for beginners in a minute 2
What's AI by Louis-François Bouchard
What is Deep Learning | Introduction to DL for beginners in a minute 3
What's AI by Louis-François Bouchard
What is Supervised Learning | Machine Learning basics explained for beginners 4
What's AI by Louis-François Bouchard
What is Unsupervised Learning | Machine Learning basics explained for beginners 5
What's AI by Louis-François Bouchard
What is Semi-Supervised Learning | Machine Learning basics explained for beginners 6
What's AI by Louis-François Bouchard
What is Reinforcement Learning | Machine Learning basics explained for beginners 7
What's AI by Louis-François Bouchard
What is Classification | Introduction to Machine Learning for beginners | The Most Used Terms 8
What's AI by Louis-François Bouchard
What is Regression | Introduction to Machine Learning for beginners | The Most Used Terms 9
What's AI by Louis-François Bouchard
What is Clustering | Introduction to Machine Learning for beginners | The Most Used Terms 10
What's AI by Louis-François Bouchard
What is Backpropagation | Artificial Intelligence & Machine Learning Basics for Beginners 11
What's AI by Louis-François Bouchard
What is NLP ? | Introduction to Natural Language Processing for Beginners | Machine Learning 12
What's AI by Louis-François Bouchard
Comparing AGI and Traditional AI: Now and Beyond
What's AI by Louis-François Bouchard
Demystifying Neural Network: A Beginner's Guide to Machine Learning Fundamentals
What's AI by Louis-François Bouchard
Understanding Computer Vision: An Entry-Level Introduction to ML-Driven CV
What's AI by Louis-François Bouchard
Chatbots for Beginners: A Comprehensive Intro to Machine Learning Applications
What's AI by Louis-François Bouchard
What is Image Segmentation ? | Computer Vision & ML Techniques Explained for Beginners 17
What's AI by Louis-François Bouchard
Object Detection Clearly Explained for Everyone
What's AI by Louis-François Bouchard
What is a RNN ? | Introduction to Recurrent Neural Network FOR EVERYONE 19
What's AI by Louis-François Bouchard
What is Transfer Learning ? | Deep Learning Basics Explained for Beginners 20
What's AI by Louis-François Bouchard
Data Science Demystified - An Essential Introduction
What's AI by Louis-François Bouchard
Demystifying Data Mining - A Clear and Concise Explanation
What's AI by Louis-François Bouchard
Decoding Logistic Regression - A Simple and Comprehensive Explanation
What's AI by Louis-François Bouchard
What is the YOLO algorithm? | Introduction to You Only Look Once, Real Time Object Detection 24
What's AI by Louis-François Bouchard
AI or Human? What is the Turing Test
What's AI by Louis-François Bouchard
Genetic Algorithms Demystified - How Algorithms Evolve
What's AI by Louis-François Bouchard
What is Data Labeling ? | Prepare Your Data for ML and AI | Attaching meaning to digital data 27
What's AI by Louis-François Bouchard
Human Pose Estimation in Machine Learning Explained (2D & 3D)
What's AI by Louis-François Bouchard
What is Self-Supervised Learning ? | Will machines be able to learn like humans ? 29
What's AI by Louis-François Bouchard
What are GANs ? | Introduction to Generative Adversarial Networks | Face Generation & Editing - 30
What's AI by Louis-François Bouchard
Introduction to Energy-Based Learning | Yann LeCun Paper
What's AI by Louis-François Bouchard
The Science Behind Google Translate: Understanding Transformers
What's AI by Louis-François Bouchard
Mastering CNNs in 5 Minutes | ConvNets Explained
What's AI by Louis-François Bouchard
Discover the Power of YOLOv4 - Real-Time Object Detection Simplified
What's AI by Louis-François Bouchard
Learn to Draw Real People using AI: Unveiling Future of Image-to-Image Translation
What's AI by Louis-François Bouchard
AI Powers PAC-MAN - The Game Engine-Free Revolution
What's AI by Louis-François Bouchard
This AI makes blurry faces look 60 times sharper! Introduction to PULSE: photo upsampling
What's AI by Louis-François Bouchard
Facebook's TransCoder: Converting Programming Languages with AI
What's AI by Louis-François Bouchard
Transforming Images to 3D Models with AI - Discover PIFuHD
What's AI by Louis-François Bouchard
Optimize Your ML Models - Avoid Underfitting and Overfitting
What's AI by Louis-François Bouchard
Behind the Scenes - Disney's Secrets to High-Res Face Swaps
What's AI by Louis-François Bouchard
Linear Regression in Machine Learning Explained in 5 Minutes
What's AI by Louis-François Bouchard
Style Transfer Better Than GANs! Swapping Autoencoder Explained
What's AI by Louis-François Bouchard
Use AI to Remove Objects from Videos
What's AI by Louis-François Bouchard
OpenAI's Language Generator: GPT | The first AI Generating Text, Code, Websites...
What's AI by Louis-François Bouchard
Autocomplete Images With AI: image-GPT explained
What's AI by Louis-François Bouchard
Turning Reality into Art - AI That Cartoonizes Your Pictures and Videos
What's AI by Louis-François Bouchard
From Portrait to Cartoon - Discover the Power of FreezeG
What's AI by Louis-François Bouchard
Transfer clothes between photos using AI. From a single image!
What's AI by Louis-François Bouchard
Precise 3D Human Pose and Mesh Estimation from a Single RGB Image
What's AI by Louis-François Bouchard
Smart Navigation - How AI Robots Understand and Explore Environments
What's AI by Louis-François Bouchard
Techfitlab Breaks Down Tesla Autopilot, AI, ML, and DL Complexities
What's AI by Louis-François Bouchard
ECCV 2020 Best Paper Award | RAFT: A New Deep Network Architecture For Optical Flow | WITH CODE
What's AI by Louis-François Bouchard
Maximize Business Efficiency with AI / GPT Technology!
What's AI by Louis-François Bouchard
AI Transforms Google Photos into Real-Life Scenes
What's AI by Louis-François Bouchard
Old Photo Restoration Using Deep Learning | 2020 Novel Approach Explained & Results
What's AI by Louis-François Bouchard
This computer vision algorithm removes the water from underwater images !
What's AI by Louis-François Bouchard
DeepFakes in 5 minutes | Understand how deepfakes work and create your own!
What's AI by Louis-François Bouchard
A new brain-inspired intelligent system can drive a car using only 19 control neurons!
What's AI by Louis-François Bouchard
Toonify: Turn Real Faces into Animated Disney Characters
What's AI by Louis-François Bouchard
More on: LLM Engineering
View skill →Related AI Lessons
⚡
⚡
⚡
⚡
Debugging Benchmark: DeepSeek V4 Pro vs MiMo V2.5 Pro
Dev.to · Stanislav
How I'm re-discovering computer science with LLM revolution
Dev.to · popiol
I Asked ChatGPT to Fix My Life. It Couldn’t — Until I Changed One Thing
Medium · AI
I Asked ChatGPT to Fix My Life. It Couldn’t — Until I Changed One Thing
Medium · ChatGPT
🎓
Tutor Explanation
DeepCamp AI