Luke Kumar

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upvoted a paper 17 days ago

Do Enterprise Systems Need Learned World Models? The Importance of Context to Infer Dynamics

Paper • 2605.12178 • Published 18 days ago • 61

upvoted a paper about 2 months ago

Terminal Agents Suffice for Enterprise Automation

Paper • 2604.00073 • Published Mar 31 • 96

upvoted a paper 2 months ago

EnterpriseOps-Gym: Environments and Evaluations for Stateful Agentic Planning and Tool Use in Enterprise Settings

Paper • 2603.13594 • Published Mar 13 • 149

upvoted a paper 4 months ago

Your Group-Relative Advantage Is Biased

Paper • 2601.08521 • Published Jan 13 • 158

upvoted 2 papers 6 months ago

The Attacker Moves Second: Stronger Adaptive Attacks Bypass Defenses Against Llm Jailbreaks and Prompt Injections

Paper • 2510.09023 • Published Oct 10, 2025 • 11

Nemotron Elastic: Towards Efficient Many-in-One Reasoning LLMs

Paper • 2511.16664 • Published Nov 20, 2025 • 30

upvoted an article 6 months ago

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Article

Apriel-H1: The Surprising Key to Distilling Efficient Reasoning Models

• 

ServiceNow-AI

•

Nov 19, 2025

• 34

upvoted a collection 7 months ago

Apriel-H1

Collection

Introducing Apriel-H1 hybrids each blending Attention and Mamba State Space layers in varying proportions. • 7 items • Updated Mar 2 • 10

upvoted an article 8 months ago

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Article

🕳️ Attention Sinks in LLMs for endless fluency

• 

tomaarsen

•

Oct 9, 2023

• 37