XenoCog: Pioneering Alien & Octopus-inspired AGI

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Gabriel Axel Montes
Project Owner

XenoCog: Pioneering Alien & Octopus-inspired AGI

Status

  • Overall Status

    ⏳ Contract Pending

  • Funding Transfered

    $0 USD

  • Max Funding Amount

    $25,000 USD

Funding Schedule

View Milestones
Milestone Release 1
$6,250 USD Pending TBD
Milestone Release 2
$6,250 USD Pending TBD
Milestone Release 3
$6,250 USD Pending TBD
Milestone Release 4
$6,250 USD Pending TBD

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Overview

Advanced superintelligence could function like a new species, yet AI research lacks concrete studies of genuinely non-human, “alien” minds. Neuroscientist Dr. Gabriel Axel Montes, collaborating with SingularityNET, has been developing a cognitive-neuroscience-based AGI motivation framework that lets developers tune agent personalities for robotics, finance, and metaverse avatars. Partnering with octopus-cognition expert Dr. Sidney Carls-Diamante, this project breaks novel ground with a rigorously specified, open-source motivational framework inspired by cephalopod (octopus) and other non-human intelligence.

RFP Guidelines

Develop a framework for AGI motivation systems

Complete & Awarded
  • Type SingularityNET RFP
  • Total RFP Funding $40,000 USD
  • Proposals 19
  • Awarded Projects 2
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SingularityNET
Apr. 14, 2025

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. Bids are expected to range from $15,000 - $30,000.

Proposal Description

Our Team

An agile, cross‑disciplinary trio unites neuroscience, philosophy, cognitive science and speculative design. Lead scientist‑founder Gabriel Axel Montes, PhD, has shipped bleeding‑edge neuro/AI products & designs; philosopher‑cognitive scientist Sidney Carls‑Diamante, PhD, pioneers octopus cognition; and design futurist Ed Keller (advisory) guides media‑systems vision. Lean size speeds iteration while their 0→1 record de‑risks delivery.

Company Name (if applicable)

Neural Axis LLC

Project details

The goal of the proposed project is to spearhead the first known discovery of “xenocognition [alien cognition] for AGI”—explicitly non-human, alien-like possible values, motivations, and approaches to cognition that may inform and/or forecast the large potential capacities of advanced AGI and ASI systems to come. To our knowledge, xenocognition work with AGI in mind has not been explored yet in earnest in the general AI community. Possible downline implications/consequences of this work are novel forms of problem-solving, creativity, AI/compute algorithms, and cognition that could empower a variety of applications as well as inspire novel forms of beneficial AI capabilities. Furthermore, this work will be crucial to take AI safety efforts to the next level. The lack of existing active exploration of this arena implies AI safety blindspots, e.g. potential AI system breaches and cognitive security vulnerabilities.

Neuroscientist Gabriel Axel Montes, PhD, has been working on using psychological and cognitive neuroscience models/theories to control LLM agent dialogue and behavior, which is slated to be linked to Hyperon and MeTTa in the near future. These models already include those specified in the proposal – e.g. OpenPsi/MicroPsi([1], [2], [3], [4]), Component Process Model (CPM) the Big Five, Maslow’s Hierarchy of Needs, and numerous others – indicating an established understanding of the principles required by the RFP. This motivation systems work can apply across various verticals, from healthcare and robotics (e.g. Hanson Robotics humanoids) to metaverse (e.g. SophiaVerse neoterics) and finance (e.g. crypto and equity stocks). 

More than further contributing to this already in-motion development of a motivational system, the present proposal focuses more specifically on extending these capabilities into non-human territory through analysis, design, and specification grounded in robust theories of alien-like intelligence. This includes octopus-like cognition, theoretical work on potential ASI motivations/values, cognitive capabilities of advanced non-human intelligences, as well as possibly (optionally) those that may arise from advanced capacities of non-ordinary consciousness, to the extent that these may be relevant. A core strength of the proposal is that work has already been undertaken on a motivational framework, allowing progress on alien-like cognition to occur more quickly than otherwise. 

The anticipated main outcomes of the proposal are:

  1. A specification of an alien-like motivational framework that uses octopus cognition as a springboard to explore non-human nervous systems and morphologies that may influence cognition and behavior of advanced AI systems.

  2. Including in the specification a mapping of alien-like motivations in the context of human-level motivations (to the extent that this may be possible), in order to maximize readiness of the alien motivational framework for porting to OpenPsi (and thereby Hyperon). Suggestions for potential amendments or modifications of OpenPsi (if any) may be offered so as to be able to accommodate the given motivational framework, which would allow it to modulate parameters in an AGI motivational system supported by Hyperon, and thus be adaptable and scalable within Hyperon. For example, an alien-like version of valence that can modulate the valence parameter in OpenPsi.

  3. A detailed explanation of how the motivational framework could display itself in some use-cases, including virtual agent behavior in metaverse-like environments — e.g. the kinds of possible actions and gestures/expressions that an alien-like AI might take, and how it might interactively respond to human-level motivations —, and the (physical) world-interfacing exemplified by robots (humanoid and/or alien-like near-humanoid, e.g. unconventional limbs/sensors), allowing peeks and intimations into potential alien-like ‘physics’, noting that alien-like motivation and cognition may not fit 1:1 with humanoid robotics entirely. The project will propose some potential variations of robot and virtual avatar morphology/forms that may inspire later development of such.

  4. Suggestions on potential ethical factors to note that may arise from the work, e.g. noting where alien-like motivation and cognition may align vs. deviate from human motivation and cognition, and therefore implications for human values.

Based on Dr. Gabriel’s research on human motivational systems, a motivational framework provides psychological parameters and a list of possible actions to OpenPsi, which then uses its proto-AGI algorithms to select among possible actions. Therefore, the proposed project, in explaining how the framework could play out in some use-cases, will specify potential psychological parameters and possible types of behaviors that an alien-like agent may display based on its cognitive/motivational underpinnings. 

The project will include extending some originally-designed-for-humans OpenPsi psychological parameters, such as valence and arousal, into their alien-like versions. This will help provide some parameters that may allow alien-like agents to interact with humans, and for AI safety/ethics efforts to later model such interactions. This also will help with another project that Dr. Gabriel Axel is working on (an awarded DeepFunding project) that connects human brainwaves to a motivational framework, such that at a later stage, a human brain might be able to directly and non-verbally communicate/engage with alien-like intelligence (!).

Example potential use cases:

  • Novel robotic and virtual entity morphologies (shapes) and functions

  • Novel logics, rules, algorithms, behaviors, and/or possible actions of an alien-like AI

  • Energy-saving compute
  • Novel video game character types

  • Discoveries for possible future AI safety considerations and scenarios

  • Discovery of novel potential motivation, cognition, and values that may broaden the possibilities of advanced AI

Alien-like motivations unlock high customizability, letting us test and adapt across AGI domains. Because core motivational parameters cut across verticals, the framework can seed diverse use cases and inform future super-intelligence. Our prior work on a human-centric motivation system gives us a ready scaffold: we extend it into non-human space while preserving interoperability. Deliverables will include both the alien framework and key human components, enabling direct comparison, rapid R&D, and smoother deployment.

Budget: Due to this project’s requirement of rigorous foundational work, we are budgeting accordingly. We will identify credible literature and sources on the topic (with some already in mind due to preexisting familiarity and experience with this topic), filter and refine them for relevance to AGI, organize and structure them for compatibility with OpenPsi/Hyperon. It is hard to overstate that we strongly believe this to be a mission-critical initiative for the future of AGI/ASI possibilities and ethics/safety.

Ethics: This particular project aligns with the proactionary principle, where we feel that AI safety efforts will benefit from proactively advancing an understanding of alien-like intelligence, i.e. of the kinds of potential directions that ASI may take. Mapping out some of these possibilities empowers AI safety and ethics efforts by allowing better anticipation of possible future trajectories. We also feel that this research may enhance human cognitive possibilities, e.g. through supercognitive AI agents or eventually by connection with brain-computer interfaces (BCI), the latter being supported by prominent voices in AI and crypto, including Trent McConaghy[5], Vitalik Buterin[6], and Dan Faggella[7], and being the subject of other work by Dr. Gabriel Axel.

By expanding the possible scope of imaginable and actionable cognition, this project supports what Gabriel Axel Montes has coined as “tao/acc” or “yoga/acc” [8], which is to accelerate the cultivation of deep human capacities of extraordinary consciousness, as espoused in his book co-authored with Ben Goertzel, “The Consciousness Explosion” [9]. This, too, is highly relevant for considerations on AI safety and ethics, as well as for cognitive security in the technological Singularity, e.g. mind uploads.

Alien intelligences: As suggested in the aforementioned book and other academic writing[10], [11], [12], human intelligence is strongly conditioned by physical human morphology, e.g. brain, anatomical, and biological structures. One starting point for conceptualizing alien intelligences may be to explore cognition outside of these constraints. The project will make suggestions for framing motivation systems in terms amenable alien intelligence. Note that in the proposed project, we will adhere to robust research on non-human intelligence and avoid work that is completely speculative and ungrounded, and at the same time, we will be bold in traversing uncharted territory in the AI field.

Scalability and adaptability: “Attention”, at both conscious and neural levels, is arguably the currency of cognition[13], [14], [15]. By providing specifications on motivations/cognition and possible actions, this project will set the stage for scaling beyond the classical cognitive features of OpenPsi (e.g. valence and arousal) into more complex variables [16], [17].

Impact on Hyperon: The project’s framework specification would be designed for compatibility with Hyperon, based on prior and ongoing understanding and experience with developing motivational frameworks for Hyperon. The alien-like framework would create new possibilities for ECAN’s attention management and allocation, invite new approaches to DAS (distributed Atomspace), and invite new formulations of logic/rules through MeTTa.

Foundations for Future Research: The proposed project, by its very nature, would score maximally in terms of opening a novel line of investigation and innovation for AGI for years to come.

Open Source Licensing

Custom

The proposed license model is as follows:

  • For SingularityNET Foundation: MIT License with Commons Clause:

    • The work will be provided to SingularityNET Foundation under the terms of the MIT License, with the following modification:
      - The entity may not sell the work (or a modified aspect/version of it), or offer it for sale, unless the entity has a separate commercial license from the copyright holder.

  • For all other non-SingularityNET entities: Proprietary

    This is not a strict criterion of the proposal, but is the proposed license model for the time being.

Background & Experience

Gabriel Axel Montes, in SingularityNET founding crew, leads Neural Axis neuro‑AI ventures, and co‑authored The Consciousness Explosion. He brings 0→1 execution across neurotech, robotics & VR plus 10k hours consciousness research; current work ports motivation models to Hyperon/OpenPsi.

Sidney Carls‑Diamante’s prize‑winning work on decentralized octopus cognition (“Octopus and the Unity of Consciousness”, Werner Callebaut 2019) provides peer‑reviewed frameworks for alien cognition. Publications: https://shorturl.at/wReaT

Ed Keller, creative director of the Venice Virtual Pavilion ’23 and RPI design faculty, contributes systems design, media craft and speculative futures. Portfolio: https://aum.aumstudio.org/ 

Together we’ve secured multimillion venture & grant funding, run 20+ global conferences, delivered commercial/research software‑hardware, and featured in Volume, Leonardo, Wired, etc. GitHub samples: https://github.com/gabrielaxel (motivation‑agents).

Proposal Video

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  • Total Milestones

    4

  • Total Budget

    $25,000 USD

  • Last Updated

    10 Sep 2025

Milestone 1 - Detailed research plan & human-level anchoring

Status
😐 Not Started
Description

detailed research plan will be produced with a projected timeline. Optionally existing work to date on the human-level motivational framework will be reviewed and analyzed for existing “levers” for alien motivational control. Neurocognitive/psychological theories will be examined to collect a list of potential functions that may be most proximal to alien-like and octopus cognition.

Deliverables

1. A document containing a detailed research plan and proposed/anticipated timeline. 2. A list of potential functions/features of the existing motivational framework (work already undertaken by the main proposer) that can be used as preliminary links to the alien-like framework with a brief explanation of why each function may be relevant. Additional motivational functions/features not yet explored may be listed if relevant. If human factors are better left to a later milestone due to the early stage then this deliverable is optional.

Budget

$6,250 USD

Link URL

Milestone 2 - Research progress: octopus & alien-like cognition

Status
😐 Not Started
Description

Relevant cognitive literature will be examined to identify properties features architectures and functions of the octopus nervous system and behavior that would be used as a foundation for developing a framework. Existing credible research on non-human intelligence will be examined to gather and begin inferring their properties of cognition intelligence and consciousness. Preliminary ideas on possible morphologies e.g. robotics and virtual avatars based on the research progress will be offered (to be refined in subsequent milestones).

Deliverables

1. Early-stage version of conceptual outline and schema demonstrating how the octopus nervous system’s properties map to observed and inferred/theoretical motivational and cognitive capacities. 2. Early-stage version of conceptual outline and schema that lists properties of non-human intelligences (as covered by and inferrable/derivable from credible research literature) and correlates them with motivational and cognitive properties.

Budget

$6,250 USD

Link URL

Milestone 3 - Research maturation & specification

Status
😐 Not Started
Description

Research continues to progress toward maturity. Links to human-level cognitive/motivational elements become more clear. Alien-like morphologies for robotics/avatars also become clearer. Novel alien OpenPsi-like motivational functions are created. Optionally at this stage potential ethical factors are considered (otherwise completed in a later milestone). Specifications for motivational framework have taken shape and are making substantial progress.

Deliverables

1. 75%-complete conceptual outline and schema demonstrating how the octopus nervous system’s properties map to observed and inferred/theoretical motivational and cognitive capacities. 2. 75%-complete conceptual outline and schema that lists properties of non-human intelligences (as covered by and inferred from credible research literature) and specifies motivational and cognitive properties and potential behaviors/affordances. 3. Partial work completed on possible actions/gestures/expressions that may be exhibited by a non-human intelligence. 3. (Optional) Any initial ethical observations/considerations noted thus far based on the work are included in the document. (Otherwise this can be reserved for the final milestone.)

Budget

$6,250 USD

Link URL

Milestone 4 - Motivational framework specification complete

Status
😐 Not Started
Description

This stage will encompass the finalization of the framework specification complete with cognitive parameters that allow modulation motivational framework features and action-selection by an AGI system including Hyperon. The specification will be ready for OpenPsi/Hyperon.

Deliverables

1. Finished specification document complete with alien-like motivational architecture and motivational/cognitive/’psychological’ parameters 2. Portion of specification document that details list of possible actions/behaviors and gestures/expressions and examples of such behavior by an avatar or robot with alien-like motivational structures. If any new potential robotic morphologies/forms were discovered in the research they may be disclosed here as well. 3. Portion of document with complete ethical considerations that have arisen from the work. Backend code that directly links BCI signal(s)/feature(s) to motivational feature(s) allowing for modulation of the latter by the former. This will allow use of representative neurotech signals e.g. EEG to modulate parameters in a motivational system. 4. Optional: Inclusion of motivational system in a functioning user interface which has been separately under development for human-level motivation frameworks. This will depend on readiness of the UI and its backend system to accommodate the alien-like motivational system; however barring any unexpected changes we anticipate decent chances of this happening as this UI is work that has been managed by Dr. Gabriel Axel to date and can optimally be maneuvered accordingly.

Budget

$6,250 USD

Link URL

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