a list of stuff based on my stuff
đź’© cat box
Nilky
NILKNARFGonzo
AI & ML interests
i want small fun!
im making a model that fits on 4 floppy disks... which is gonna take multiple months!!!
all of my stuff is made in the eastern us
Recent Activity
reacted to Jiaqi-hkust's post with 🚀 about 7 hours ago
đź§ Remember-R1: Our fix for MLLMs forgetting the image during long reasoning
We noticed a frustrating problem: when multimodal models reason over long chains, they gradually stop looking at the image—and start hallucinating based on their own text.
So we built Remember‑R1, a simple RL framework that directly supervises visual attention on the original reasoning trajectory—no inference overhead, no proxy tasks.
We use three complementary rewards: coverage, persistence, and focus. They encourage the model to keep attending to relevant visual evidence even in later reasoning steps.
Results across 7 benchmarks and 2 model sizes: better reasoning, and—more importantly—visual attention decays much more slowly during generation.
No extra cost at inference, just cleaner supervision where it counts.
đź“„ Paper: https://arxiv.org/abs/2608.01314
đź’» Code: https://github.com/Ch921-cell/Remember-R1
Happy to answer any questions and receive feedback!
#MultimodalAI #RL #MLLM #CoT #VisualReasoning updated a model about 7 hours ago
NILKNARFGonzo/floppyx4-nonsensicalEssential-base repliedto Banaxi-Tech's post about 7 hours ago
We're exited to announce BananaMind OS, our OS specically for running BananaMind models!
Its able to run BananaMind 2 Nano at 4 bit on only 7-8MB of ram, the 2 bit on 6MB of ram and the 8 bit version on 14MB of RAM!
It runs on a 486 or newer!
Check out this video and image running BananaMind 2 Nano 4 Bit on 9
MB of RAM and a emulated 486 in QEMU at ~1TPS!
We asked it: "What is the first letter of the alphabet?"
The response is:
"The first letter of the alphabet is:
- A.
"
And if you're asking because of the video, yes I am a arch btw.
Comment and like this post for a GitHub link and comment for adding other models!