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A metapredictive model of synthetic awareness for enabling tool invention

Descripción del proyecto

Conciencia de la inteligencia artificial

La invención de las primeras herramientas de piedra hace casi dos millones de años fue un hito tecnológico para la civilización humana. La historia de la tecnología es la de la predicción, la metacognición, la abstracción y la creatividad de la mente humana. Las creaciones actuales de inteligencia artificial (IA) carecen de estas características. El equipo del proyecto METATOOL, financiado por el Centro Europeo de Innovación, pretende dar un paso revolucionario al estudiar la conciencia humana y desarrollar una forma de aplicarla en modelos computacionales. Este impulso tecnológico ofrecería a la IA la capacidad de evaluar, mejorar y proporcionar numerosos beneficios, especialmente en términos de automatización.

Objetivo

Around 3.3 million years ago our ancestors made the first tool. They imagined a new utensil and then knapped a stone until it became an efficient tool for cutting. Tool creation was an outstanding technological milestone for humanity providing us with unprecedented control over our environment. This ability required cognitive capabilities, such as prediction, metacognition, abstraction, and creativity—all of which are associated in humans with awareness. Current artificial intelligence systems and robots largely lack these capabilities and cannot even monitor and evaluate the consequence of their actions let alone develop new tools to address environmental challenges.

METATOOL aims to provide a computational model of synthetic awareness to enhance adaptation and achieve tool invention. This will enable a robot to monitor and self-evaluate its performance, ground and reuse this information for adapting to new circumstances, and finally unlock the possibility of creating new tools.
Under the predictive account of awareness, and based on both neuroscientific and archeological evidence, we will: 1) develop a novel computational model of metacognition based on predictive processing (metaprediction) and 2) validate its utility in real robots in two use case scenarios: conditional sequential tasks and tool creation.

METATOOL will provide a blueprint for the next generation of artificial systems and robots that can perform adaptive, and anticipative, control with and without tools (improved technology), self-evaluation (novel explainable AI), and invent new tools (disruptive innovation). Tool-making and tool-invention are outstanding technological milestones in human history. A similar breakthrough can now be envisioned in engineering. We already have algorithms to enable machines to use tools and now it is time to develop robots that create tools.

Régimen de financiación

HORIZON-EIC - HORIZON EIC Grants

Coordinador

UNIVERSIDAD POLITECNICA DE MADRID
Aportación neta de la UEn
€ 555 625,00
Dirección
CALLE RAMIRO DE MAEZTU 7 EDIFICIO RECTORADO
28040 Madrid
España

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Región
Comunidad de Madrid Comunidad de Madrid Madrid
Tipo de actividad
Higher or Secondary Education Establishments
Enlaces
Coste total
€ 555 625,00

Participantes (6)

Socios (1)