Concept ecology and attractor lifecycle
Studies how fragments, concepts, composed structures, and abstractions emerge, stabilize, decay, and reorganize under open-world experience.
Observable Cognition Beyond Hidden Weights
Cognitive Runtime
A research program for AI systems whose concepts, memory, goals, prediction, and consolidation can be measured as runtime state rather than inferred only from hidden model weights.
Definition
A cognitive runtime is not another model.
It is an external cognitive layer: a place where semantic input, attractors, concepts, goals, prediction traces, and memory consolidation can exist as inspectable objects with histories. The model may provide language capability; the runtime is the object being studied.
First Research System
ADAM is the testbed.
Goal-directed cognitive loop
Adds persistent goals, subgoals, planning, ASK/ingest behavior, causal probes, episodic prediction, and ecological governor diagnostics.
Consolidation substrate
Prototypes a long-term memory layer that can receive mature runtime artifacts and return consolidated evidence to the cognitive loop.
Runtime Surface
Cognition as inspectable state.
Fragments
Short-lived structures appear from repeated semantic activation.
Concepts
Durable attractors collect evidence and can be inspected as concept objects.
Strategies
Higher-level control structures may persist, collapse, or be pruned by ecology.
Abstractions
Runtime structures bridge patterns across domains and can dominate open-world learning.
Consolidation
Mature artifacts can move into a substrate for long-term memory and later retrieval.
Research Arc
From runtime discipline to cognitive ecology.
Runtime architecture and bounded dynamics
Defines externally observable runtime state, field dynamics, replay, and audit boundaries.
Lifecycle regulation of attractor populations
Studies formation, pruning, boundary conditions, and causal ablation in attractor ecology.
Concept emergence from attractor dynamics
Tests whether runtime attractors can support inspectable concept formation.
Open-world learning and wiki ecology
Extends the system into larger knowledge streams and cross-version ecological findings.
Evidence Standard
Every claim should leave a trace.
Project Map
A public entry point for a growing research system.
cognitive-runtime.org
A place to study cognition as something a system does in public.
This site hosts the public thesis, architecture notes, research roadmap, and reproducibility standards for ADAM and the Cognitive Runtime Project.