🌌 Mission
Algoplexity is a long-term research initiative dedicated to establishing a new field of study: Algorithmic Cognitive Systems (ACS). We posit that complex adaptive systems—whether financial markets, biological swarms, or social institutions—are not merely stochastic processes. They are Distributed Computational Entities possessing system-level cognition.
Our mission is to develop the Theory, Instrumentation, and Agency required to understand and navigate the "Dancing Landscape" of these systems.
The Grand Synthesis — The Cybernetic Intelligence Protocol
Our work unifies seven foundational theories into a coherent engineering framework (The "Tower" Hypothesis):
Algorithmic Information Dynamics
The physics of causal structure and complexity. (Zenil et al.)
Universal Artificial Intelligence
The mathematics of optimal general intelligence. (Hutter)
Nested Learning Theory
Hierarchical optimization and continuum memory. (Behrouz)
Quantum-Complex-Entropic-Adaptive
The thermodynamics of strategic viability. (Williams)
Entropic Valuation
Value reconstruction based on Epistemic Fragility dH/dτ rather than temporal decay.
Coherence Theory
Rigorous condition for eco-evolutionary stability. Regime collapse as a deterministic threshold. (Williams)
Graph Neural Cellular Automata
The topology of distributed computation. (Grattarola)
🗺️ 10-Year Roadmap (2023–2033)
We execute a "Reduction-Synthesis" cycle: zooming in from the macro-swarm to the atomic unit of cognition (The Agent) to solve Perception, then zooming out to model the distributed network (The Society).
| Horizon | Focus | Cognitive Scale | The Scientific Goal | Artifact |
|---|---|---|---|---|
| Foundation | Ontology | The Swarm | Existence Proof. Genetic Algorithms prove markets are algorithmic, not random. | Master's Thesis |
| Horizon 0 | Sensation | The Nerve | The Somatic Marker. Detecting Coherence Loss (Λ > ηK) via predictive error spikes. | Coherence Meter |
| Horizon 1 | Perception | The Neuron | The Cognitive EEG. Measuring Environmental Drift (Λ) by compressing the computational regime. | Comp. Phase Transitions |
| Horizon 2 Current | Agency | The Agent | The Reflective Mind. Implementing the Coherence Veto (System 0) when Λ ≫ ηK. | QCEA-AIXI Agent |
| Horizon 3 | Society | The Hive Mind | Collective Intelligence. Modeling Systemic Coherence Loss caused by synchronized update rules. | Hive Mind |
📚 Scientific Findings
Foundation — The Existence Proof (2023)
Financial markets contain discoverable algorithmic structures (Rule 131, Pair 35/115) invisible to standard econometrics. Method: Genetic Algorithms + MILS Encoding.
→ Master's ThesisHorizon 0 — The Somatic Marker (2025a)
"Less is More." High-resolution multivariate models (VAR) fail to detect breaks due to parameter explosion. A simple univariate proxy (Predictive Error) works better.
→ SSRN Working PaperHorizon 1 — The Cognitive EEG (2025b)
Taxonomy of Cognitive Failure: Cognitive Saturation (Rule 54 / Colliding Solitons) — the market "thinks itself into a corner"; Cognitive Overload (Rule 60 / Fractal Shattering) — the shock outruns the mixing time.
−29.95% early-warning lead time on out-of-sample dataHorizon 2 — The Reflective Physicist (Current)
Entropic Valuation & Plasticity. An agent adjusting its "Wingspan" (Uncertainty) based on the Physicist's diagnosis outperforms statistical baselines. Implements three nested systems: System 0 (Coherence Veto), System 1 (Iron Dome), System 2 (The Physicist).
+19.0% over statistical baselinesHorizon 3 — The Graph-Theoretic Future
Hypothesis: Systemic Risk is a GNCA. A market crash is the propagation of a specific computational state (Rule 54/Default) across the asset topology. Engineering Deep GNCA Titans — graph nodes that are self-referential learners.
→ Hive Mind Repository📊 Open Datasets
All Horizons operate on immutable scientific benchmarks hosted on Hugging Face for unassailable reproducibility.
Structural Break Benchmark
1D Time Series corpus used across Horizon 0 and Horizon 1 experiments.
View on Hugging Face →QCEA Adaptive Agent Benchmark
2D "Dancing Landscape" corpus for Horizon 2 agent evaluation.
View on Hugging Face →🔧 Repositories
Coherence Meter
Detecting Coherence Loss (Λ > ηK) via predictive error spikes.
Computational Phase Transitions
AID-based Cognitive EEG for financial market regime detection.
QCEA-AIXI Agent
Cybernetic loop with Entropic Valuation and zero-shot policy shifts.
Hive Mind (GNCA)
Graph Neural Cellular Automata modeling collective intelligence collapse.
🔗 Citation
If you use the Algoplexity framework or datasets in your research, please cite the meta-program:
@misc{algoplexity_program,
author = {Mak, Yeu Wen},
title = {The Algoplexity Research Program: Foundations of
Algorithmic Cognitive Systems},
year = {2025},
publisher = {GitHub},
journal = {GitHub repository},
howpublished = {\url{https://github.com/algoplexity/algoplexity}}
}