Uploaded November 2025 | Updated September 2026, 1 hour ago
Most people still confuse RAG and fine-tuning — and it’s costing them weeks of wasted effort.
Here’s the simple truth:
RAG gives your model better memory. Fine-tuning gives it better judgment.
RAG connects your model to an external brain so it can retrieve up-to-date facts on the fly. Fine-tuning, on the other hand, actually changes how the model thinks, teaching it your tone, logic, and domain expertise.
Use RAG when the world changes fast. Use fine-tuning when your knowledge is stable.
And if you want the best of both? Combine them.
I’m Louis-François, PhD dropout, now CTO & co-founder at Towards AI. Follow me for tomorrow’s no-BS AI roundup 🚀
#ArtificialIntelligence #MachineLearning #RAG #short
Most people still confuse RAG and fine-tuning — and it’s costing them weeks of wasted effort.
Here’s the simple truth:
RAG gives your model better memory. Fine-tuning gives it better judgment.
RAG connects your model to an external brain so it can retrieve up-to-date facts on the fly. Fine-tuning, on the other hand, actually changes how the model thinks, teaching it your tone, logic, and domain expertise.
Use RAG when the world changes fast. Use fine-tuning when your knowledge is stable.
And if you want the best of both? Combine them.
I’m Louis-François, PhD dropout, now CTO & co-founder at Towards AI. Follow me for tomorrow’s no-BS AI roundup 🚀
#ArtificialIntelligence #MachineLearning #RAG #short

![Multi-Image Editing Just Got Way Better with Qwen
🚨 Big update for Qwen-Image-Edit!
The new [2509] version takes things to the next level:
Multi-image consistency boost: keeps facial identity rock-solid across poses and styles (portraits, restorations, memes, cartoons).
Multi-image editing (1–3 inputs): trained with image concatenation → combos like person+product, person+scene… even works with ControlNet maps (pose, depth).
Better single-image edits too:
Stronger identity preservation
Advanced text handling (fonts, colors, content changes)
And yes, it’s an open model.
This isn’t a brand-new model, but the update makes Qwen-Image-Edit way more powerful.
⚠️ Just make sure to switch to version [2509] to unlock all the improvements.
Which AI updates should I break down next? Drop your pick and I’ll tag you.
I’m Louis-François, PhD dropout, now CTO & co-founder at Towards AI. Follow me for tomorrow’s no-BS AI roundup 🚀
#AI #Qwen #ImageEditing #short Multi-Image Editing Just Got Way Better with Qwen](https://i.ytimg.com/vi/VPYEnHtBIOo/mqdefault.jpg)








