Uploaded October 2025 | Updated September 2026, 31 minutes ago
Context beats model every time. Everyone obsesses over whether GPT, Claude, or Gemini is “best,” but truth is… they all perform similarly for most tasks. What actually makes or breaks your system is the context you give them: clean data, sharp prompts, and solid evaluation. Without that, even the smartest model is just noise.
I’m Louis-François, PhD dropout, now CTO & co-founder at Towards AI. Follow me for tomorrow’s no-BS AI roundup 🚀
#AIengineering #LLMs #MachineLearning #short
Context beats model every time. Everyone obsesses over whether GPT, Claude, or Gemini is “best,” but truth is… they all perform similarly for most tasks. What actually makes or breaks your system is the context you give them: clean data, sharp prompts, and solid evaluation. Without that, even the smartest model is just noise.
I’m Louis-François, PhD dropout, now CTO & co-founder at Towards AI. Follow me for tomorrow’s no-BS AI roundup 🚀
#AIengineering #LLMs #MachineLearning #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)
