Research on why autonomous AI agents don't know when to stop, and three engineered fixes.
A research and education portal focused on semiconductor learning (Edusemi) and the AITL structured AI architecture for system design. （半導体学習 Edusemi と、システム設計のための構造化AIアーキテクチャ AITL を扱う研究・教育ポータル）
AITLの中核理論（推論・制御・物理的制約付きAI）をまとめたリポジトリ。 Core theoretical foundations of AITL: reasoning, control, and physics-informed AI.
AITL構想に基づく国家レベルのAI×制御×物理統合設計に関する戦略提案書（教育・産業・防災対応） National-level strategic proposal for the AITL architecture: AI x Control x Physical integration for education, industry, and disaster resilience in Japan.
Education and training documentation for design engineers based on AITL (Architecture for Integrated Technology Logic), aligned with ISO 9001 competence requirements.
Educational project that explores the AITL control architecture (PID × FSM × LLM) from Python modeling to ASIC implementation using Verilog, OpenLane, Magic, and ngspice.
Physical reference PCB for fixing abstract control logic into real voltage/current behavior.
Design Recovery Control is a control architecture that recovers control design assumptions under system degradation, using layered supervision of PID, FSM, and LLM.
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