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suayptalha  authored a paper 14 days ago
Selectivity and Shape in the Design of Forward-Forward Goodness Functions
Q-bert  authored a paper 14 days ago
Selectivity and Shape in the Design of Forward-Forward Goodness Functions
fuzzy-mittenz  updated a collection 28 days ago
SotA-GGUF
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Sri-Vigneshwar-DJ 
posted an update 3 days ago
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74
![Feather DB LongMemEval Results]( Hawky-ai/longmemeval-results)

We ran Feather DB v0.8.0 on LongMemEval (ICLR 2025) — 500 questions across real multi-session conversations, up to 115K tokens each.

**Score: 0.693** · GPT-4o full-context baseline: 0.640
Full 500-question run with Gemini-Flash: **$2.40**

Per-axis breakdown:
→ Info-extraction: **0.942**
→ Knowledge-update: **0.714**
→ Multi-session: **0.606**
→ Temporal: **0.477** ← the hard one, Phase 9 addresses this

Architecture: Hybrid BM25+dense · adaptive temporal decay · embedded (no server) · p50 = 0.19ms · MIT

pip install feather-db

Raw results + audit JSONs: Hawky-ai/longmemeval-results
Tonic 
posted an update 7 days ago
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3996
🙋🏻‍♂️ Hey there folks,

since everyone liked my previous announcement post ( https://huggingface.co/posts/Tonic/338509028435394 ) so much , i'm back with more high quality proceedural datasets in the Geospacial domain for SFT training !

Check this one out :
NuTonic/sat-bbox-metadata-sft-v1

the goal is to be able to train vision models on multiple images for remote sensing analysis with one shot .

hope you like it ! 🚀
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Tonic 
posted an update 12 days ago
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3499
🙋🏻‍♂️ Hey there folks ,

I'm sharing huggingface's largest dataset of annotated statelite images today.

check it out here : NuTonic/sat-image-boundingbox-sft-full

I hope you like it , the idea is to be able to use this with small vision models 🚀
suayptalha 
authored a paper 14 days ago
Q-bert 
authored a paper 14 days ago
darkc0de 
posted an update 17 days ago
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926
For the 1 year anniversary of the public release of darkc0de/XortronCriminalComputingConfig I present "XortronOS"

Something I've been tinkering with on and off for a while. It's a simi-functional desktop environment in your browser. You can chat with Xortron, view Xortron's personal bookmarks, view the Xortron Model Spec.

Still very much a work-in-progress, just a fun toy I thought I'd share...

Open to ideas for improvement

You can visit directly, quickly, and full screen at www.xortron.tech
Or via HF at darkc0de/XortronOS

  • 4 replies
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fblgit 
posted an update 26 days ago
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169
I recently built https://github.com/fblgit/eLLMulator
A software emulator for Claude Code.

eLLMulator approach:

LLM agents become your software components. Each agent deeply studies its assigned source file, then interacts with other agents via synchronous MCP tool calls that mirror real function calls. The call graph emerges naturally from code control flow, producing traces that capture not just what happened, but why each component behaved as it did.

The Claude Agent SDK provides sessions, MCP provides the bus. The code itself is the routing layer.

https://github.com/fblgit/eLLMulator
fuzzy-mittenz 
updated 2 collections 28 days ago
fuzzy-mittenz 
updated a collection 29 days ago
Q-bert 
submitted a paper to Daily Papers about 1 month ago
Q-bert 
authored a paper about 1 month ago
suayptalha 
authored a paper about 1 month ago
Goekdeniz-Guelmez 
submitted a paper to Daily Papers 2 months ago
Goekdeniz-Guelmez 
authored a paper 2 months ago
darkc0de 
posted an update 2 months ago
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10505
1440GB of VRAM is incredibly satisfying 😁
  • 17 replies
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mitkox 
posted an update 2 months ago
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5583
My USB charger has a Blackwell GPU and 128GB RAM.
What. A. Time. To. Be. Alive.
People in Sofia: “It’s freezing.”
Me: sitting next to 3kW of space AI heaters on my desk 👀
1x GLM-5, 2x MiniMax-M2.5, 1x Qwen3 Coder Next; all on single Aibrix/K8s cluster
  • 6 replies
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Tonic 
posted an update 2 months ago
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3695
🤔 Who would win ?

- a fully subsidized ai lab
OR
- 3 random students named
kurakurai ?

demo : Tonic/fr-on-device

if you like it give the demo a little star and send a shoutout to : @MaxLSB @jddqd and @GAD-cell for absolutely obliterating the pareto frontier of the french language understanding .
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mitkox 
posted an update 3 months ago
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479
134,614 tok/sec input prefil max
1031 tokens/sec out gen max

At these local AI speeds, there is no User Interface for humans. My human UI is the Radicle distributed Git issues queue

On my GPU workstation:
- Z8 Fury G5 4x A6000
- MiniMax-M2.5
- Claude Code to localhost:8000
  • 1 reply
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Tonic 
posted an update 3 months ago
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3419
🙋🏻‍♂️hello my lovelies ,

it is with great pleasure i present to you my working one-click deploy 16GB ram completely free huggingface spaces deployment.

repo : Tonic/hugging-claw (use git clone to inspect)
literally the one-click link : Tonic/hugging-claw

you can also run it locally and see for yourself :

docker run -it -p 7860:7860 --platform=linux/amd64 \
-e HF_TOKEN="YOUR_VALUE_HERE" \
-e OPENCLAW_GATEWAY_TRUSTED_PROXIES="YOUR_VALUE_HERE" \
-e OPENCLAW_GATEWAY_PASSWORD="YOUR_VALUE_HERE" \
-e OPENCLAW_CONTROL_UI_ALLOWED_ORIGINS="YOUR_VALUE_HERE" \
registry.hf.space/tonic-hugging-claw:latest


just a few quite minor details i'll take care of but i wanted to share here first
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