AI isn't magic.

But applied right, it works like it.

Cognaptus automates enterprise workflows and incubates AI tools for startups—bridging operational efficiency and product innovation.

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Recent from Cognaptus

No Runtime, No Signal: Java Energy Prediction Beyond Static Metrics

Static code metrics barely predict Java method energy use; lightweight execution timing offers a better signal, but not a production-grade energy meter.

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Search the Graph, Not the Model: RSF-GLLM Separates Traversal from Generation

RSF-GLLM shows how a dedicated graph reasoner can traverse weakly related bridge entities, expose auditable evidence paths, and reduce reliance on repeated LLM calls.

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The Missing Present Is a Distribution: DUPO for Delayed Control

DUPO shows why delayed controllers should evaluate actions across several plausible current states instead of trusting one reconstructed present.

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