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Frozen Model Weights

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Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Sep 24, 2026 · Artificial Intelligence

Frozen Model Weights, Evolving Agents: ModularRSI Enables Harness Self-Improvement

ModularRSI freezes base model weights and evolves the agent's harness — system mechanisms like loop control, observation handling, tool use, context management, and task completion detection — through execution experience, achieving a 4.86-point gain on Terminal-Bench 2.0 that transfers across tasks, domains, and different base models.

Agent ArchitectureAgent Self-ImprovementFrozen Model Weights
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Frozen Model Weights, Evolving Agents: ModularRSI Enables Harness Self-Improvement