Uploaded January 2026 | Updated September 2026, 15 minutes ago
Day 13/42: What Is a Context Window?
Yesterday, we broke down prompts.
Now we talk about memory.
The context window is how much text a model can see at once.
It includes:
your instructions,
the conversation history,
and the answer it’s currently writing.
When the window fills up, something has to go.
Usually, the oldest messages disappear.
That’s why long chats drift.
And why “remember this forever” doesn’t work.
Missed Day 12? Start there.
Tomorrow, we compare zero-shot and few-shot prompting.
I’m Louis-François, PhD dropout, now CTO & co-founder at Towards AI. Follow me for tomorrow’s no-BS AI roundup 🚀
#ContextWindow #LLM #AIExplained #short
Day 13/42: What Is a Context Window?
Yesterday, we broke down prompts.
Now we talk about memory.
The context window is how much text a model can see at once.
It includes:
your instructions,
the conversation history,
and the answer it’s currently writing.
When the window fills up, something has to go.
Usually, the oldest messages disappear.
That’s why long chats drift.
And why “remember this forever” doesn’t work.
Missed Day 12? Start there.
Tomorrow, we compare zero-shot and few-shot prompting.
I’m Louis-François, PhD dropout, now CTO & co-founder at Towards AI. Follow me for tomorrow’s no-BS AI roundup 🚀
#ContextWindow #LLM #AIExplained #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)



