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May 17, 20260 citationsOpen Access

Computational State Primitives, Universal Data Pathing, and Session Management: The Runtime Layer for VDR-LLM-Prolog

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GHGeoffrey Howland

Key Points

  • The aim is to define a runtime layer that enhances the functionality of language models by managing memory and session states.
  • Specified integrated capabilities: runtime data primitives, universal dotted-path addressing, and session management.
  • Described how these elements interact to optimize knowledge storage and accessibility.
  • Focused on live state capturing and cloning for session control.
  • Implemented bounded working memory through data primitives, improving state management.
  • Achieved O(1) access time for knowledge elements using structured namespaces with dotted-path addressing.
  • Enabled session snapshots and cloning, significantly enhancing operational stability and flexibility.

Abstract

VDR-5 specified the knowledge architecture for an exact-arithmetic language model: scoped knowledge bases, constraints, provenance, and first-class data surfacing. VDR-6 specified the execution layer: 255 computational primitives, command tokens, operational environments, and credential gating. VDR-7 specified the complete lifecycle: training, feedback, evaluation, deployment, monitoring, and retirement as KB operations. All three papers describe systems that store knowledge and execute operations. None of them address the LLM's own runtime working memory, the addressing system that connects the growing KB tree, or the ability to capture and restore the live state of a session. This paper specifies three tightly integrated capabilities. Runtime data primitives — LRU caches, counters, locks, queues, stacks, ring buffers, and bitsets — give the LLM bounded, named, scoped working memory inside the KB struct, accessible through command tokens. Universal dotted-path addressing with integer ID acceleration gives every KB, every data primitive, and every fact a structured namespace with O(1) runtime access. Session snapshots, cloning, and disposable operational clones give the system the ability to capture complete live state atomically, fork sessions for experimentation, and maintain stability through controlled recycling of drift-prone clones. The paper also specifies how command tokens use dotted-path references to minimize the LLM's generative burden — command construction becomes reference selection from a known vocabulary, not freeform text generation. The three capabilities depend on each other. Data primitives create state worth snapshotting. Dotted paths give snapshots efficient references to that state. Session management provides the lifecycle for data primitives that would otherwise accumulate drift indefinitely. Together they complete the runtime layer that sits between the knowledge architecture (VDR-5) and the execution layer (VDR-6).

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Cite This Study

Geoffrey Howland (2026) studied this question.

synapsesocial.com/papers/6a095b5d7880e6d24efe10d9https://doi.org/10.5281/zenodo.20215702
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Computational Primitives and Operational Environments: The Execution Layer for VDR-LLM-Prolog2026
  2. 2Operational Deployment: From Seed to Autonomous Knowledge System2026
  3. 3Complete Lifecycle Technical Specification: Training, Feedback, Data Sourcing, and Continuous Operation2026
  4. 4VDR-LLM-Prolog: Self-Extending Architecture: From Seed to Self-Compacting Knowledge System2026
  5. 5Exact Arithmetic Meets Logical Provenance: A Specification for Constraint-Grounded Language Models With Full Data Lineage2026