Research framework for adaptive, purposeful agents under uncertainty
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Updated
May 23, 2026 - TeX
Research framework for adaptive, purposeful agents under uncertainty
Preprint paper package — Karna: A Chat-Native, Multi-Channel Architecture for Personal AI Chief-of-Staff Agents (Zenodo DOI 10.5281/zenodo.20074229)
Empirical evidence that agent orchestration layers produce learnable cognitive dynamics in language models. 41.7% prediction improvement over persistence across 5 months of continuous operation. Built on OpenClaw.
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