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Experiments & connections Open code, interactive models and the connections between the research threads. Visual demonstrations illustrate ideas; they are not empirical evidence for consciousness.
CRepair: code & replication The benchmark and wrapper study recovery from task-state inconsistencies. Read the methodology and limitations alongside the code.
Archived code & prototypes Software 21 May 2026 Version v0.3
An archived CRepair code release including the runtime intervention study. Earlier releases remain available through the version links.
DOI: 10.5281/zenodo.20324471
Files & other records Software 19 Feb 2026 Version v5_7_10a
A research prototype of a persistent cognitive loop with coherence regulation, attention, memory and predictive dynamics in a simulated environment.
DOI: 10.5281/zenodo.18697547
Files & other records Software 1 Feb 2026 Version 1.0.2
A structural prototype implementing global state, a claim-dependency graph, coherence metrics, regulation and a cognitive tick loop.
DOI: 10.5281/zenodo.18446083
Files & other records Software 28 Jan 2026 Version v1.0.1
Provides a reference implementation and reproducible competitive-cellular-automata experiments investigating a bounded coherence regime.
DOI: 10.5281/zenodo.18407627
Files & other records THE RESEARCH PROGRAMME IN RELATION
Knowledge map Explore the connected concepts, papers and books. Scroll inside the map to view the full network.
All 25 publications and software records. Select a node to trace its connections. Solid arrows follow repository metadata; dashed lines are editorial thematic connections.
Find a work AI reliability Coherent cognition Consciousness & observer studies Meaning & communication Software & experiments Philosophy & ethics Verification-First Self-Repair for LLM Agents: A Detect–Repair–Verify Benchmark, Runtime Wrapper, Cross-Model Replication, and Component Ablation Verification-first self-repair CRepair Wrapper Improves Structural Self-Repair Across Three LLM Families: A Cross-Model Replication Study CRepair: cross-model replication Structured Runtime Intervention Improves Verification Behaviour in LLM Agents: A CRepair Pilot Study Structured runtime intervention kaminovs/crepair: CRepair Benchmark v0.1 - with added Paper2 CRepair code archive Detecting and Repairing Coherence Failures in Long-Horizon AI Agents CRepair benchmark Coherence-per-Watt: Measuring Verified Cognitive Output per Unit Energy in AI Systems Coherence-per-Watt Fractal Agentic Consciousness Framework with Observer Lock Integration (FACF/FOLF) FACF / FOLF CR-SSCP: Coherence-Regulated Self-Sustaining Cognitive Process CR-SSCP prototype Universal Structural Ontology Language (USOL) USOL: structural language Coherent Cognition Framework — Phase I Prototype Coherent cognition prototype Foundations of Coherent Artificial Cognition: A Structural-Dynamical Framework, Global State Architecture, and the A-Test Protocol Foundations of coherent cognition The Coherence Phase Hypothesis: Empirical Evidence From Competitive Cellular Automata Coherence phase experiments Non-Linguistic Semantic Transmission via Vector-Field Images Vector-field semantic transmission The Fractal Coherence Framework Fractal Coherence Framework Structural Coherence and Convergent Externalization: An Experimental Protocol for Testing Coherence-Driven Alignment in Human Cognition Convergent externalization protocol Structural Coherence and State Selection: An Information-Theoretic Continuation of Consciousness-Primary and AI Alignment Research Structural coherence & state selection B-TEST: A Human Baseline Benchmark for Observer Persistence under Self-Referential Suppression B-TEST: human baseline THE MANIFESTO FOR CONTINUITY The Manifesto for Continuity A-TEST V2.0: A Structural Recursion Benchmark for Detecting Proto-Awareness in AI Systems A-Test v2.0 A-Test: Recursive Reflexivity as an Empirical Benchmark for Structural Awareness (A(m)) in Frontier AI Models A-Test: recursive reflexivity Consciousness as a Primary Field: A Fractal Coherence Model of Awareness, Selfhood, and Temporal Construction Consciousness as a Primary Field Experimental Validation of the Fractal Alignment Framework Fractal Alignment: experiments Fractal Alignment- A Mathematical Framework for Stable and Safe AGI Cognition Fractal Alignment THE FRACTAL OBSERVER INTERPRETATION: Time, Measurement, and Consciousness as a Unified Fractal Process Fractal Observer Interpretation THE FRACTAL CONSTITUTION: A Structural Framework for Coherent Intelligence The Fractal Constitution AI reliability · Preprint
Verification-First Self-Repair for LLM Agents: A Detect–Repair–Verify Benchmark, Runtime Wrapper, Cross-Model Replication, and Component Ablation Consolidates four pilot studies of detection, targeted repair and verification in long-horizon LLM workflows. Includes cross-model replication and component ablation.
Connected works Detecting and Repairing Coherence Failures in Long-Horizon AI Agents This work → linked work · isSupplementTo Relationship source ↗ Structured Runtime Intervention Improves Verification Behaviour in LLM Agents: A CRepair Pilot Study This work → linked work · isSupplementTo Relationship source ↗ CRepair Wrapper Improves Structural Self-Repair Across Three LLM Families: A Cross-Model Replication Study This work → linked work · isSupplementTo Relationship source ↗ kaminovs/crepair: CRepair Benchmark v0.1 - with added Paper2 This work → linked work · isSupplementTo Relationship source ↗ Original conceptual map — concepts, books & frameworks Open the standalone map ↗ MATHEMATICAL VISUALISATION
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