Show HN: Kuse 2.0 – AI Visual Folder: Chaos In, Genius Out

22 austinxu 15 8/20/2025, 1:44:50 AM app.kuse.ai ↗
Most AI tools create clutter. You’re buried in prompts and long threads. We built Kuse 2.0 as a different take: an AI visual folder that turns messy inputs into structured deliverables.

After 6 months of exploration and user feedback, we completely rewrote our AI whiteboard into a visual folder. Our first demo post is here for context: https://news.ycombinator.com/item?id=40776562

Why the change?

- Users loved dropping in files, videos, links, or spreadsheets → highlighting what matters → prompting → and getting structured, editable results. That was the core success point.

- In Kuse 1.0, everything (prompts + results) lived as cards on the canvas, which quickly became overwhelming.

What’s new in 2.0?

- Doubled down on the “success point”: only your sources + significant AI-generated results live on the canvas now.

- Introduced visual folders to organize context. These also provide spatial cues (“Visual Context Engineering”) that help the AI agent reason more effectively.

We’re seeing it used for study, research, reporting, content generation, and more. Some examples are on our X account. https://x.com/kuseHQ Would love to hear your thoughts, feedback, or critiques!

Comments (15)

Adrian-ooo · 34m ago
In the next wave of AI products, context and memory will definitely be the focus. Super glad to see teams exploring in this direction — Visual Context Engineering and using folders to organize and preserve context sounds really cool.

Right now I’m using AI coding tools + Obsidian to handle some docs and manage my own context, haha — kind of feels like a scrappy MVP version of what you guys are building~

ribincao · 4h ago
This is an interesting evolution — moving from a whiteboard-style canvas to a more structured "visual folder" feels like a natural correction against prompt/result sprawl.

I like the idea of “Visual Context Engineering” — giving AI spatially organized cues instead of dumping everything in a flat thread. It reminds me of how humans use folders, tabs, or even physical desks to manage mental context. The ability to highlight what matters and collapse the rest seems like a real productivity multiplier.

One thought: how does Kuse handle collaboration? The folder metaphor works great for solo workflows, but I wonder if multiple users dropping in files, highlighting, and prompting would cause the same chaos you tried to solve in 1.0. Maybe the "visual folder" could extend into a shared canvas where provenance (who did what, and why) stays transparent.

Overall, this looks like a thoughtful iteration. Curious to see if the visual folder model becomes a general UX pattern for AI tools, the way "chat thread" did in the last wave.

jieyuhuang · 4h ago
I’d love to understand more about how Kuse 2.0 differentiates itself from typical AI-powered tools that also organize content visually. The shift from the clutter of cards in 1.0 to a pared-down canvas focusing only on sources and key AI-generated outputs sounds promising—but how does this work in practice?

Two key questions: 1.When you say “only your sources + significant AI‑generated results live on the canvas now,” what criteria define “significant”? Is this determined by user feedback, an internal model, or do users manually flag outputs? 2.How customizable is the layout or structure of the canvas? Can users group, reorder, or annotate sections to reflect their own workflow or context?

Overall, I’m impressed with the evolution from messy inputs to structured deliverables—but I’d love clarity on how much control users retain over the final presentation.

itsyulia · 4h ago
This perfectly identified a universal pain point and built an elegant solution. The ability to drag-and-drop chaos and have AI return structured genius is a powerful workflow upgrade. This looks like an indispensable tool for creatives and researchers alike.
Alan_63 · 1h ago
Like the visualization function of Kuse :)
katja9999 · 4h ago
Really love the whole Kuse 2.0 concept of leaving a “success point” behind. Also excited to see how this idea of “visual context engineering” plays out. super coooool!
rctstudio2018 · 1h ago
GUI + LUI is the way
thy1207 · 3h ago
Chaotic inputs, structured outputs? That makes it worth digging.
ria1234 · 3h ago
Used KUSE to plan my trip to France. I put all my stuff in Kuse eg. documents, Youtube videos, webpages all in one place. This can directly generate a PDF with a budget for me, saving me a lot of time for my travel plan!
Haoyang_J11 · 3h ago
From chaos to clarity! Messy docs now actually make sense.
yuliangww · 4h ago
Very cool visual context product, looking forward to version 2.0
adadahack · 4h ago
like the folder idea. people should have an AI folder like this...
yuyt_s · 2h ago
sounds amazing! i should cancel my subscription to chatgpt after the release of kuse 2.0 for sure
sfzman · 4h ago
So the tool itself is decent, but who came up with this pricing model? A 50-page PDF costs 50 credits, and a 1000-page novel also costs... 50 credits? That makes zero sense. It feels like I'm being penalized for having normal-sized documents. This is a great deal if you're uploading massive files, but a pretty raw deal for the rest of us. Fix the tiered pricing, please.
throwaway675309 · 3h ago
This entire post reeks of astroturfing - almost every single comment here is from accounts with 1 karma. OP didn't even take the time to remove the em-dashes from the blatantly obvious LLM generated text.