Ben Kelly PRO
YellowjacketGames
AI & ML interests
None yet
Recent Activity
updated
a collection
about 6 hours ago
[papers] Gameplay Optimization
upvoted
a
collection
about 6 hours ago
[mixed] Chess x AI
upvoted
a
collection
about 6 hours ago
[mixed] ORC_Assist "Work's Done!"
Organizations
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A BERTology View of LLM Orchestrations: Token- and Layer-Selective Probes for Efficient Single-Pass Classification
Paper • 2601.13288 • Published • 12 -
nvidia/Nemotron-Orchestrator-8B
Text Generation • 8B • Updated • 19k • 530 -
OptiMind: Teaching LLMs to Think Like Optimization Experts
Paper • 2509.22979 • Published • 1 -
OpenDevin: An Open Platform for AI Software Developers as Generalist Agents
Paper • 2407.16741 • Published • 75
Research papers that may contribute to a broader approach to teaching machines how to play complex strategy games beyond just Chess.
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OptiMind: Teaching LLMs to Think Like Optimization Experts
Paper • 2509.22979 • Published • 1 -
LFM2 Technical Report
Paper • 2511.23404 • Published • 50 -
Zero-Overhead Introspection for Adaptive Test-Time Compute
Paper • 2512.01457 • Published • 1 -
Confidence Estimation for LLMs in Multi-turn Interactions
Paper • 2601.02179 • Published • 16
The best little card under 100 euros. Full Precision vs Quants not benchmarked. This card is so much better at running inference than you realize.
hey, you gotta try. any precision acceptable here, QA check the actual result quality. at your own risk, fool.
The stuff we actually use, pruned on an ongoing basis.
Research directly related to Chess technology.
Models that run well on a *standalone* RTX a6000's 48gb of VRAM.
Toaster Tier but not iGPU
TPS can be as low as 1.0, seriously. its SLOW.
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unsloth/GLM-4.7-GGUF
Text Generation • 358B • Updated • 130k • 182 -
unsloth/DeepSeek-R1-0528-GGUF
Text Generation • 671B • Updated • 4.6k • 193 -
unsloth/Llama-4-Maverick-17B-128E-Instruct-GGUF
Image-to-Text • 401B • Updated • 6k • 42 -
unsloth/MiniMax-M2.1-GGUF
Text Generation • 229B • Updated • 150k • 154
-
A BERTology View of LLM Orchestrations: Token- and Layer-Selective Probes for Efficient Single-Pass Classification
Paper • 2601.13288 • Published • 12 -
nvidia/Nemotron-Orchestrator-8B
Text Generation • 8B • Updated • 19k • 530 -
OptiMind: Teaching LLMs to Think Like Optimization Experts
Paper • 2509.22979 • Published • 1 -
OpenDevin: An Open Platform for AI Software Developers as Generalist Agents
Paper • 2407.16741 • Published • 75
Research directly related to Chess technology.
Research papers that may contribute to a broader approach to teaching machines how to play complex strategy games beyond just Chess.
-
OptiMind: Teaching LLMs to Think Like Optimization Experts
Paper • 2509.22979 • Published • 1 -
LFM2 Technical Report
Paper • 2511.23404 • Published • 50 -
Zero-Overhead Introspection for Adaptive Test-Time Compute
Paper • 2512.01457 • Published • 1 -
Confidence Estimation for LLMs in Multi-turn Interactions
Paper • 2601.02179 • Published • 16
Models that run well on a *standalone* RTX a6000's 48gb of VRAM.
The best little card under 100 euros. Full Precision vs Quants not benchmarked. This card is so much better at running inference than you realize.
Toaster Tier but not iGPU
hey, you gotta try. any precision acceptable here, QA check the actual result quality. at your own risk, fool.
TPS can be as low as 1.0, seriously. its SLOW.
-
unsloth/GLM-4.7-GGUF
Text Generation • 358B • Updated • 130k • 182 -
unsloth/DeepSeek-R1-0528-GGUF
Text Generation • 671B • Updated • 4.6k • 193 -
unsloth/Llama-4-Maverick-17B-128E-Instruct-GGUF
Image-to-Text • 401B • Updated • 6k • 42 -
unsloth/MiniMax-M2.1-GGUF
Text Generation • 229B • Updated • 150k • 154
The stuff we actually use, pruned on an ongoing basis.