Self-Routing: Parameter-Free Expert Routing for MoE Models

Discover Self-Routing, a parameter-free expert routing method that boosts MoE model efficiency by using hidden states without a learned router.

Decision-Centric Design to Enhance LLM System Reliability

Discover how decision-centric design improves control, reliability, and diagnostics in large language model (LLM) systems for better task success.

Independent Reproduction of OpenAI GPT-OSS-20B Scores

Successfully reproduced OpenAI GPT-OSS-20B scores using reverse-engineered tools and a native harmony agent harness for accurate AI evaluation.

Signal-Based Trajectory Sampling for Efficient Agent Interaction

Optimize agentic interactions with signal-based trajectory sampling and triage for improved efficiency and post-deployment performance.

Collaborative AI for Fault Detection in Network Telemetry

Discover how collaborative AI agents and critics enhance fault detection, cause analysis, and severity assessment in network telemetry systems.

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