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GIC architecture

2 articles · Page 1 of 1
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 2, 2026 · Artificial Intelligence

From Agentic Tools to Agentive Systems: A Review of “Critique of Agent Model”

The paper distinguishes agentic tools that rely on external scaffolding from truly agentive systems whose goals, identity, decision‑making, self‑regulation and learning are internalized, proposes the GIC (Goal‑Identity‑Configurator) architecture, and evaluates its safety, auditability and applicability through a pilot‑training use case.

AI agentsGIC architectureagency
0 likes · 19 min read
From Agentic Tools to Agentive Systems: A Review of “Critique of Agent Model”
Machine Heart
Machine Heart
Jul 1, 2026 · Artificial Intelligence

Why Most AI Agents Fall Short and How the GIC Architecture Offers a Remedy

The paper critiques current AI agents, distinguishing superficial agentic systems from truly agentive ones, outlines five fundamental shortcomings, and proposes the Goal‑Identity‑Configurator (GIC) architecture—illustrated with the PocketOS incident—to achieve genuine autonomy, safety, and auditability.

AI agentsAI safetyGIC architecture
0 likes · 13 min read
Why Most AI Agents Fall Short and How the GIC Architecture Offers a Remedy