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Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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From Fragile Glue to Governed Cognition: A Controlled Study of Blackboard Kernels for Modular AI Systems

Authors: Uzelac, Emil;

From Fragile Glue to Governed Cognition: A Controlled Study of Blackboard Kernels for Modular AI Systems

Abstract

As AI systems transition from isolated language models to autonomous and semi-autonomous agents, dominant failure modes shift from reasoning errors to orchestration failures. This study introduces the Blackboard Kernel (BK), a governed cognitive substrate that enforces typed internal state, evidence-based belief commitment, and constraint-gated action execution. In a controlled evaluation of 1,200 episodes, the deterministic BK agent achieves 100.0% task success with zero unsafe actions, and the LLM-backed BK agent achieves 99.0% task success with zero unsafe actions — while baseline architectures produce unsafe actions in 38.7–43.0% of episodes.

Keywords

cognitive substrate, agent governance, blackboard architecture, orchestration failure, LLM safety

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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