Tag

adaptive reasoning

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Object-Centric Adaptive Reasoning: ASRA Phase 2 — From Pixel Transitions to Symbolic Structure

Phase 1 established interactive intelligence from transition evidence alone; Phase 2 adds the Observation Engine—segmentation, object alignment, transform events, and rule candidates over ARC demonstration pairs, with compact object-scene hints feeding back into the interactive agent. This article presents the theory, architecture, and design principles for object-centric structure between Phase 1 logging and later memory, causality, and planning.

Repeated-Run Learning Evaluation for ARC-AGI-3 — Protocol and ASRA Mapping

Evaluation protocol for measuring genuine learning across repeated ARC-AGI-3 episodes: full-game and single-level setups, primary metrics (action count, dead-end rate, visit redundancy), cross-run persistence requirements, and mapping to ASRA Phase 1–3 transition logging, semantics inference, and episodic memory.

Understanding Action Semantics Inference Through State Transitions in ASRA

A step-by-step guide to how adaptive systems discover what actions mean from state transitions alone—without predefined action labels—using the ASRA transition-centric reasoning framework.