PulseExploreJournal ClubDebatesTrendingResearchersJournals
Instagram
HomeExploreJournal ClubTrending
Synapse
⌘+K
Synapse
May 5, 20260 citationsOpen Access

MINERVA: A Production Architecture for Hybrid Agents with Deterministic Decisions in Regulated Domains

View Full Paper
AJAlejandro JaimeMEMarcelo Errecalde

Key Points

  • This research aims to address the determinism-expressiveness gap in AI systems for regulated domains through the introduction of the MINERVA architecture.
  • Developed the HADD paradigm with five architectural invariants.
  • Implemented a polyglot holon structure to support language neutrality.
  • Validated the framework using real regulated-sector documents.
  • Proved compliance with EU AI Act, GDPR, and DORA regulations.
  • Demonstrated the effectiveness of the EMRE application, incorporating reinforcement learning from human feedback with mixture of experts.
  • Outlined governance consequences of cognitive/reactive holon distinctions.

Abstract

Presents MINERVA, a production architecture for AI agents in regulated domains that resolves the determinism-expressiveness gap in LLM-based systems through the HADD (Hybrid Agents with Deterministic Decisions) paradigm. Six contributions: (1) HADD paradigm codified as five architectural invariants; (2) cognitive/reactive holon distinction and governance consequences; (3) polyglot holon implementation with Language Neutrality property; (4) multi-tenant operational-cell formalism; (5) four reusable design patterns; (6) EMRE — first application of RLHF+MoE to the epistemic boundary of a deterministic BDI system. Validated in production with real regulated-sector documents. Compliant with EU AI Act, GDPR, and DORA by construction.

Ask AI
Helpful
Bookmark
Share
View Full Paper

Cite This Study

Jaime et al. (2026) studied this question.

synapsesocial.com/papers/69f988e215588823dae17ce5https://doi.org/10.5281/zenodo.20003407
Ask AI
Helpful
Bookmark
Share
View Full Paper

Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1AQUILES: A Production Architecture for Hybrid Agents with Deterministic Decisions in Regulated Domains — The HADD Paradigm: Closing the Determinism–Expressiveness Gap in LLM-Based Agent Systems2026
  2. 2Extending the BDI Abstract Interpreter for Stochastic Sensors2026
  3. 3HYDRA-Ω: A Deterministic Multi-Agent Architecture with Typed LLM-Sensor, BDI-HTN Cognition, and Episodic Anti-Pattern Learning2026
  4. 4The Hydra Family: A Universal Pattern for Epistemic Agent Correctness2026
  5. 5EMRE: Epistemic Confidence Calibration in BDI Agents via RLHF and Mixture of Experts2026