Christopher Rines PRO

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upvoted a paper 12 days ago

KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance

Paper • 2604.12627 • Published 13 days ago • 99

upvoted a paper 19 days ago

Terminal Agents Suffice for Enterprise Automation

Paper • 2604.00073 • Published 27 days ago • 96

upvoted a paper 21 days ago

Signals: Trajectory Sampling and Triage for Agentic Interactions

Paper • 2604.00356 • Published 26 days ago • 8

commented 2 papers 6 months ago

IterResearch: Rethinking Long-Horizon Agents via Markovian State Reconstruction

Paper • 2511.07327 • Published Nov 10, 2025 • 80 •

11

IterResearch: Rethinking Long-Horizon Agents via Markovian State Reconstruction

Paper • 2511.07327 • Published Nov 10, 2025 • 80 •

11