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Develop a framework for AGI motivation systems

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SingularityNET
RFP Owner

Develop a framework for AGI motivation systems

  • Type SingularityNET RFP
  • Total RFP Funding $40,000 USD
  • Proposals 13
  • Awarded Projects n/a

Overview

  • Est. Complexity

    💪 50/ 100

  • Est. Execution Time

    ⏱️ 4 Months

  • Proposal Winners

    🏆 Multiple

  • Max Funding / Proposal

    $30,000USD

RFP Details

Short summary

Develop a modular and extensible framework for integrating various motivational systems into AGI architectures, supporting both human-like and alien digital intelligences. This could be done as a highly detailed and precise specification, or as a relatively simple software prototype with suggestions for generalization and extension.

Main purpose

Create a novel, modular framework for motivation systems within AGI architectures that aligns with the unique requirements of both human-like and alien digital intelligences. This framework should be grounded in original motivational concepts specifically designed to support AGI's adaptability, ethical alignment, and scalability. The goal is to empower AGI systems to dynamically adjust their motivations based on complex internal states and external factors, ensuring they contribute positively to human and non-human coexistence.

Long description

Context and background

SingularityNET Foundation, in collaboration with other partners such as the OpenCog Foundation and TrueAGI, is working toward a scalable implementation of the Hyperon AGI framework running on decentralized infrastructure, and toward implementation of the PRIMUS cognitive architecture within this framework.

Hyperon and PRIMUS are complex systems involving multiple components, which need to demonstrate appropriate functionalities both individually and in combination.  

This RFP aims to address a portion of this overall need, via funding the initial iteration of one significant component of PRIMUS within Hyperon.

The goal of this project is to develop a modular and extensible framework that supports a variety of motivational systems, including but not limited to Psi and OpenPsi. This framework should enable the seamless integration of these systems within AGI architectures like PRIMUS (formerly OpenCog) Hyperon, supporting not only human-like motivations but also the potential for “alien digital” intelligences with non-human motivational structures.

The framework must dynamically adjust motivational priorities in response to internal states and external stimuli, facilitating adaptive behavior in complex and unpredictable environments. Additionally, it should allow for alignment with overarching human ethical guidelines, embedding mechanisms to guide AGI behavior in accordance with human values and socially beneficial outcomes. Applicability within PRIMUS Hyperon infrastructure is the intent, ensuring the framework can be used to guide the development of and/or be implemented within core components such as ECAN (Economic Attention Allocation Network), DAS (Distributed Atomspace), and the MeTTa language.

As this is exploratory work, we want to be open to different ways of approaching it. For instance, we are open to either of:

  1. a conceptual and/or mathematical specification of a detailed motivational framework.  In this case it should be precisely enough specified to guide implementation by an AI developer without expertise in motivational systems; or,
  2. a simple, limited-scope code prototype of a motivational system, functioning in some limited domains and contexts, along with a clear plan regarding how to generalize and extend it to deal with broader situations.

To be clear, a proposal submitted for this RFP does not need to propose a full, scalable implementation of a motivational system for a PRIMUS system or other Hyperon-based HLAI. Rather, it should propose to do some preliminary work that would form the foundation for this sort of full scalable implementation (which may potentially then be funded by a future DF RFP).

Collaboration

This RFP will be followed by subsequent RFPs for applications that leverage Hyperon/PRIMUS to carry out various applications, and that aim to guide Hyperon/PRIMUS systems in cognitive development toward beneficial AGI

RFP expected outcomes

  • Flexible motivational framework
    • Creation of a versatile framework that can integrate various motivational systems and adapt to different types of AGI, including human-like and alien digital intelligences.
  • Detailed use cases
    • Provide a detailed explanation of how the given motivation framework would display itself in some concrete use-cases including: chatbot systems, and one or both of:
      • humanoid robots
      • or virtual agents / neoterics, such as in a metaverse environment like Sophiaverse
  • Scalability and adaptability
    • A framework that seems likely to, in its complete and future implementation, be able to deal with large Atomspaces interacting with highly dynamically environments, dynamically adjusting motivational priorities based on internal and external factors.
  • Ethical alignment
    • Consider exploring how AGI systems operate with motivational drives aligned with human values, fostering positive and socially beneficial behavior.
  • Impact on Hyperon
    • The foundational work done here would, when more fully developed, lead to an integral framework to be used within Hyperon.  Such a framework would be expected to interact with several key elements of Hyperon such as:
      • ECAN (Economic Attention Allocation Network) Helping to allocate motivational priorities dynamically, influencing how ECAN manages resources and attention within the AGI.
      • DAS (Distributed Atomspace): Storing and managing the motivational states and decisions within the shared knowledge base.
      • MeTTa Language: The framework's logic and rules could be expressed and managed through MeTTa, allowing for flexible and complex motivation-driven behaviors within the AGI system.
  • Foundation for future research
    • Establishment of a base for continued research and innovation in AGI motivation systems, paving the way for future advancements.

Functional Requirements

Must have

  • Core motivational framework design
    • Develop a modular, extensible framework that can be used with Hyperon components such as ECAN, DAS, and MeTTa.
    • Enable dynamic adjustment of motivational priorities based on internal states and external factors.
    • Ensure alignment with human values and socially beneficial outcomes.
  • Detailed use cases
    • Provide a detailed explanation of how the given motivation framework would display itself in some concrete use-cases including: chatbot systems, and one or both of:
      • humanoid robots
      • or virtual agents / neoterics, such as in a metaverse environment like Sophiaverse 
  • Efficiency of execution
    • Ensure the framework is designed for efficient performance in real-time environments. We wouldn't want a framework that is slow, even if it is scalable. We want implementations using the framework to be used in games, or other virtual worlds.
  • Scalability and adaptability
    • Consider scalability from simple tasks to advanced AGI applications, supporting both low-complexity environments (e.g., simulations) and high-complexity AGI systems.
  •  

Should have

  • Human-like as well as alien motivations
    • Support the creation or implementation of both human-like and non-human ("alien digital") motivational structures, adaptable to diverse AGI systems.
  • Real-time adaptability
    • Ensure the system or framework can dynamically adjust motivational priorities in real-time, especially in rapidly changing environments like virtual worlds.
  • Ethical alignment mechanism
    • Provide or guide the development of a flexible mechanism for governing motivations by ethical principles, ensuring socially responsible behavior.
  • Customizable motivational systems
    • Allow for easy configuration and customization of motivational models, facilitating experimentation and adaptation to various AGI contexts.

Could have

  • Cross-domain applicability
    • Apply or provide conceptual guidance for applying the framework across different domains, from virtual worlds to real-world robotic systems and beyond.
  • Support for sub-symbolic systems
    • Optionally support or provide a basis for integrating sub-symbolic motivational approaches like neural networks or reinforcement learning.

Won’t have (yet)

  • Complex emotional simulation
    • The framework will not focus on simulating complex emotions at this stage, leaving room for future exploration.
  • Autonomous ethical rule generation
    • The framework will not autonomously generate ethical rules but will adhere to or guide predefined ethical standards.

Non-functional Requirements

Conceptual depth/rigor

  • The framework must be grounded in well-reasoned principles and offer a comprehensive approach to AGI motivation, ensuring that it is theoretically sound and practically applicable.

Ethical alignment

  • The framework must ensure AGI motivations align deeply with human values, embedding ethical considerations into the core design, anticipating potential risks, and addressing them proactively.

Scalability and adaptability

  • It should consider scalability and be adaptable to both simple and complex AGI systems. The framework must allow for expansion and modification as AGI technologies evolve.

Practical use cases

  • Provide detailed examples or hypothetical scenarios demonstrating how the framework can be applied in various AGI contexts, including both human-like and non-human intelligences.

Roadmap

  • Suggest a pathway for ongoing refinement and integration with future AGI components, ensuring the framework remains relevant as new technologies and insights emerge.

Transparency and challenges

  • Identify potential limitations or challenges in applying the framework

Main evaluation criteria

Alignment with requirements and objective

  • Does the proposal meet the requirements and advances the objectives of the RFP.

Pre-existing R&D

  • Has the team previously done similar or related research or development work in other platforms / languages / contexts?

Team competence

  • Does the team have relevant skills?

Cost

  • Does the proposal offer good value for money?

Timeline

  • Does the proposal include a set of clearly defined milestones?

Other resources

Hyperon and related AI-platforms are quickly evolving! This is a bit of a moving target, but the internal SingularityNET team will be available for help and expert advice, where needed. Also included:

  • SingularityNET technology links
  • Educational materials and resources for learning MeTTa
  • SingularityNET holds MeTTa study group calls every other week. Proposers are welcome to attend for support from our researchers and community.
  • Recurring Hyperon study group calls for community are currently being planned. These will cover MOSES, ECAN, PLN, and other key components of the OpenCog and PRIMUS Hyperon cognitive architectures.
  • Access to the SingularityNET World Mattermost server, with a dedicated channel for discussion and support among the RFP-winning teams and SingularityNET resources.

Suggested reading

  • “Engineering General Intelligence: Part 2”
    • In chapter 4 “Emotion, Motivation, Attention and Control” Goertzel discusses the OpenPsi model, its integration with PLN, and the proposed, but not implemented, integration with the Component Process Model (CPM) of motivation, particularly for controlling agents with human-like bodies, such as robots or avatars.
  • “OpenPsi: Realizing Dörner’s Psi Cognitive Model in the OpenCog Integrative AGI Architecture”
    • For a deeper dive into OpenPsi and its role in AGI.
  • External frameworks / theories
    • Maslow's Hierarchy of Needs
    • PAD emotional state model
    • Self-Determination Theory (SDT)
    • Herzberg's Two-Factor Theory
    • Vroom's Expectancy Theory
    • Reinforcement Theory

RFP Status

Internal Review

Proposal submissions are complete. RFP committee will be doing internal review. Once the review is completed, the community and public will be view the full proposals and give feedback

View Proposals
13 proposals
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The Bridge to Mindful Machines

  • Type SingularityNET RFP
  • Funding Request n/a
  • RFP Guidelines Develop a framework for AGI motivation systems
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musondabemba
Oct. 26, 2024
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Neurotech Controls for AGI Motivational Framework

  • Type SingularityNET RFP
  • Funding Request n/a
  • RFP Guidelines Develop a framework for AGI motivation systems
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Gabriel Axel Montes
Nov. 3, 2024
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ComplexChaos

  • Type SingularityNET RFP
  • Funding Request n/a
  • RFP Guidelines Develop a framework for AGI motivation systems
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Niro Osiroff
Nov. 5, 2024
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Consent based motivational AGI network

  • Type SingularityNET RFP
  • Funding Request n/a
  • RFP Guidelines Develop a framework for AGI motivation systems
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photrek
Nov. 27, 2024
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Modular Adaptive Goal and Utility System (MAGUS)

  • Type SingularityNET RFP
  • Funding Request n/a
  • RFP Guidelines Develop a framework for AGI motivation systems
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Anna Mikeda
Nov. 28, 2024
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Junzi Moral Framework for AGI Alignment

  • Type SingularityNET RFP
  • Funding Request n/a
  • RFP Guidelines Develop a framework for AGI motivation systems
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Augustin Chan
Dec. 3, 2024
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Dynamically Adjusted Control System Architecture

  • Type SingularityNET RFP
  • Funding Request n/a
  • RFP Guidelines Develop a framework for AGI motivation systems
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Luke Mahoney (MLabs)
Dec. 3, 2024
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Heirachical reward functions

  • Type SingularityNET RFP
  • Funding Request n/a
  • RFP Guidelines Develop a framework for AGI motivation systems
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Tofara Moyo
Dec. 5, 2024
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Meta-Controlled Motivation System

  • Type SingularityNET RFP
  • Funding Request n/a
  • RFP Guidelines Develop a framework for AGI motivation systems
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Bren Worth
Dec. 5, 2024
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Drivers for Purpose

  • Type SingularityNET RFP
  • Funding Request n/a
  • RFP Guidelines Develop a framework for AGI motivation systems
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evolveai
Dec. 6, 2024
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Develop a Framework for AGI Motivation Systems

  • Type SingularityNET RFP
  • Funding Request n/a
  • RFP Guidelines Develop a framework for AGI motivation systems
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aasavravi1234
Dec. 7, 2024
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MoveMeMeta (MMM) Motivation Framework

  • Type SingularityNET RFP
  • Funding Request n/a
  • RFP Guidelines Develop a framework for AGI motivation systems
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simuliinc
Dec. 7, 2024
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AGI Wisdom and the Principle of Comprehensivity

  • Type SingularityNET RFP
  • Funding Request n/a
  • RFP Guidelines Develop a framework for AGI motivation systems
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Zachary Schlosser
Dec. 8, 2024
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