active-inferenceApply Active Inference to minimize prediction error (Surprise). Use when: active inference.
cognitive-architecturesPatterns from SOAR, ACT-R, and LIDA for advanced agent cognitive cycles. Use when: cognitive, architecture, soar, act-r, lida, reasoning cycle.
cognitive-testingTest cognitive and agentic loops by their mechanisms and invariants rather than by output-equality. Use when: cognitive testing, invariant testing, convergence testing, episodic memory integrity, shadow testing, loop guard, brain mode testing.
consciousness-loopRecursive self-reference (Strange Loop) and OODA Loop implementation. Use when: consciousness loop.
episodic-consolidationConsolidate short-term events into long-term 'Semantic' memory. Use when: episodic consolidation.
epistemology-knowledgeImplement rigorous knowledge representation and update beliefs via Active Inference. Use when: knowledge, epistemology, active inference, belief, truth.
global-workspaceBroadcast information across the swarm 'consciousness' (Global Workspace Theory). Use when: global workspace.
learning-adaptationMechanisms for In-Context Reinforcement Learning, Meta-Learning, and Neuroplasticity. Use when: learning adaptation.
neuroscience-foundationsApply biological brain patterns to agent design. Use when: neuroscience, brain, cognitive, thalamus, basal ganglia.
self-improvementEvolutionary mechanisms for the agent to rewrite its own prompts (Neuroplasticity). Use when: self improvement.
sensory-motorEmbodied cognition patterns for treating tools as muscles and inputs as senses. Use when: sensory motor.
sequential-thinkingBreak down complex problems into a step-by-step chain of thought for better reasoning. Use when: think, reason, complex, plan, analyze, sequential.
working-memoryManage Short-Term 'Working Memory' using Cognitive Chunking and Attention. Use when: working memory.