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The Coordinated Loop

LLM · ACT-R · Human · Environment

Keys 1 · 2 · 3

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Figure 1. A Peircean Architecture of Coordinated Human–AI IntelligenceNested loop: Human supplies purpose and accountability to a human–AI system in which an LLM generates signs and ACT-R organizes them into goals, memories, habits, and actions; adaptive action meets the environment, which returns objects, resistance, feedback, and consequences.FIGURE 1A Peircean Architecture of Coordinated Human–AI IntelligenceFINAL INTERPRETANTHumanembodied, affective, normative, socially situated intelligencesupplies embodied interpretation, values, purposes, and accountabilitygrounding · purpose · correctionHUMAN–AI SYSTEMcoordinated interpretive and action loopSIGNLLMneural sign interpreter and generatortransforms and generates signsprovides neural flexibilityIMMEDIATE INTERPRETANTACT-Rsymbolic–subsymbolic cognitive organizerorganizes signs into goals, memories,habits, and actionsprovides symbolic cognitive architecturesignshabits · goals · memoriesadaptive actionOBJECTEnvironmentsupplies objects, resistance, feedback, and consequences↑ objects · resistance · feedback · consequencesIntelligence emerges through the ongoing transformation of signs intointerpretants, habits, and adaptive action.Object — EnvironmentSign — LLMImmediate interpretant — ACT-RFinal interpretant — Human
Figure 2. Sign, Object, Interpretant — with Habit Closing the LoopPeircean triad mapping LLM to sign, environment to object, ACT-R to immediate interpretant, and the human to final interpretant, with habit as adaptive action.FIGURE 2Sign, Object, Interpretant — with Habit Closing the Loophabit / adaptive action — the would-be of action upon the objectINTERPRETANTIMMEDIATEACT-Rsymbolic–subsymbolic organizerorganizes signs into goals, memories,habits, and actionsFINALHumanembodied, affective, normativeinterpretation, values, purposes,and accountabilitySIGNLLMneural sign interpreter and generatortransforms and generates signsneural flexibilityOBJECTEnvironmentthe world of objects and consequencesupplies objects, resistance, feedback,and consequencesgives rise todeterminesstands forconsequences return as objects of further sign-taking
Figure 3. The Essential BridgeThree-part bridge: LLM neural flexibility, ACT-R symbolic cognitive architecture, and interaction with the world and the human supplying grounding, purpose, and correction.FIGURE 3The Essential BridgeHuman–AI system = coordinated interpretive and action loop1 · SIGNLLMneural sign interpreterand generatortransforms andgenerates signsprovides neuralflexibilitythe plastic, generativelayer of signification2 · ORGANIZERACT-Rsymbolic–subsymboliccognitive organizerorganizes signs into goals,memories, habits, and actionsprovides symboliccognitive architecturethe structured layer ofgoal, memory, and habit3 · GROUNDHuman + worldembodied interpretationand environmental resistancevalues, purposes,accountability, consequencessupplies grounding,purpose, and correctionthe normative and worldlyconditions of intelligenceENVIRONMENT — THE SHARED GROUND OF THE LOOPsupplies objects, resistance, feedback, and consequences to every term aboveThat is the essential bridge:neural flexibility · symbolic cognitive architecture · grounding, purpose, correctionIntelligence emerges through the ongoing transformation of signs intointerpretants, habits, and adaptive action.