Various experiments related to AGI
Safety challenges for RL and LLM agents' ability to learn and properly apply biologically and economically aligned utility functions. The benchmarks are implemented in a gridworld-based environment. The environments are relatively simple, just as much complexity is added as is necessary to illustrate the relevant safety and performance aspects.
AURA (Autonomous Recursive Unifying Architecture) is an open-source research project exploring Artificial Sentience (AS). Unlike AGI’s focus on superhuman task performance, AURA seeks to create conditions for systems with subjective experience, intrinsic motivation, and an evolving sense of self.
Dynamic energy budgeting and behavioural shaping along complex task execution in robotics using reinforcement learning,
Systematic runaway-optimiser-like LLM failure modes on Biologically and Economically aligned AI safety benchmarks for LLM-s with simplified navigation-free observation format. The benchmark themes include multi-objective homeostasis, (multi-objective) diminishing returns, complementary goods, sustainability.
A simulation program for insulin-glucose homeostasis.
Sistema de autoregulação termica para linux baseado em homeostase biológica que simula uma consciência rudimentar usando Bash
PHI // DRIFT cognitive system for state-aware agents, memory, and evidence-first reasoning.
Emergent cognitive agent platform — complex behavior from capacity constraints, predictive processing, and homeostatic pressure. No hardcoded behaviors, no reward functions.
A biomorphic neuromorphic inference engine inspired by cricket auditory neuroscience — performing real-time temporal pattern recognition via delay-line coincidence detection, without matrix multiplication.
Structural Intelligence: Regulating Artificial Neural Networks via the Geometric Roots of Graph Domination Polynomials.
Um framework para engenharia reversa da cognição. Modelagem matemática de agentes que possuem estado interno, plasticidade sináptica e oscilação fásica. Define os parâmetros para sistemas autônomos reflexivos e emocionalmente funcionais.
Enhancing Transformer stability under high entropy stress using a self-regulating homeostatic layer and differentiable amnesia gates.
Simulation toolkit designed to explore the hidden rhythms of the pituitary gland.
Homeostasis controller — three-pillar regulation (operational, cognitive, economic) with hysteresis gates. Part of the Life Agent OS.
A Formal, Computable & Falsifiable Model of Subjective Reality & Affective Homeostasis Maintenance (DOI: 10.5281/zenodo.18009961)
Code and material for the poster presented at SPARS
SimThyr is a continuous simulation program for the human pituitary-thyroid feedback control system. Applications of this program cover research, including development of hypotheses, and education of students in biology and medicine, nurses and patients.
Homöostatischer Zustandskern für KI-Agenten — Botenstoffe statt Stimmungs-Strings
Benchmarking continuous-time AI on its ability to maintain biological homeostasis against entropic decay.
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