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SMCA: Stud Memory Combat Agents

  • Zenodo (CERN European Organization for Nuclear Research)
  • European Organization for Nuclear Research
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SMCA Phase 3 presents a multi‑agent architecture designed to improve the robustness and traceability of generated responses. It integrates a persistent associative memory (StudSar) with temporal decay and resurrection mechanisms (TMDR and God Protocol), an Arena of 10 competing agents that produce a Champion response, a Red Agent (Ziora) performing adversarial audits, and a meta‑cognitive Judge that combines base confidence with a Champion Resilience Score (CRS). Experimental results highlight the critical role of persistent memory in calibrating trust and reducing hallucinations; limitations include a small dataset and reliance on auto‑resolve instead of human escalation. Future work targets large‑scale validation, human‑in‑the‑loop escalation, and improved robustness metrics.

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Publication details

DOI
10.5281/zenodo.19634557
OpenAlex
W7154727539
Document type
preprint
Language
EN
Source
Zenodo (CERN European Organization for Nuclear Research)
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