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Amico dual-mode prototype (AmicoMio and AmicoTuo)

Product or Programme · All products and programmes
Evidence · 2 claims (2 for) · 1 study (1 design), q2 · 0 of 1 report an effect size · 2 claims rest on one study

Description

A Benedetti-developed AI-mediated educational interaction device, deployable as a digital agent or social robot, that provides either procedural task guidance or reflective dialogue under age-sensitive configuration and governance constraints.

Components

  • Amico dual-mode prototype (AmicoMio and AmicoTuo) with age-sensitive configuration: Amico is an AI-mediated interaction device, developed as a digital agent and where feasible as a social robot, for non-clinical educational contexts, particularly technical and vocational education. AmicoMio emphasizes "precision, step-by-step reasoning, explicit framing of tasks, and concrete suggestions for action," while AmicoTuo prioritizes "maieutic questioning, reformulation, and meaning -making" without a therapeutic stance. The prototype enforces transparency of system identity, bounded sessions, dependency-prevention prompts, and data minimization, and was configured by age band (6–18, 20–40, 40–65 years) via mode-specific instruction sets and fine-tuning of the supportive mode, with per-mode sampling parameters (temperature and top-p) tuned as part of the design surface. (Pier Paolo Benedetti (2026))

Claims

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Key Sources

  • Pier Paolo Benedetti. (2026). Design Principles and Observable Indicators for AI-Enabled Pedagogical Accompaniment: Evidence from the Amico Dual-Mode Prototype in Italy and China. Accepted at the 2026 International Conference on Artificial Intelligence and Education (ICAIE 2026), IEEE.
Page metadata
Field Value
type product
id amico-dual-mode-prototype-amicomio-and-amicotuo
title Amico dual-mode prototype (AmicoMio and AmicoTuo)
description A Benedetti-developed AI-mediated educational interaction device, deployable as a digital agent or social robot, that provides either procedural task guidance or reflective dialogue under age-sensitive configuration and governance constraints.
status review
product_kind software
generated by process:settle-candidates on 2026-10-10
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