Coscientist
GitHub

Graph-Based Spaced Repetition

Using claim age or rebuttal-age to trigger re-verification

Graph-based spaced repetition applies spaced repetition principles to knowledge maintenance: claims that have not been verified recently, or whose supporting evidence has not been challenged in a while, are surfaced for re-examination.

The insight is that knowledge, like memory, decays without active engagement. A claim verified three years ago may no longer hold if the world has changed, if definitions have shifted, or if new counterexamples have emerged.

In a Dialectical Graph, this can be implemented by tracking the last verification timestamp for each claim and its supporting paths. The Operator is prompted to re-verify claims on a schedule, with intervals expanding for robust claims and contracting for contested ones.

Edit on GitHub (Opens in a New Tab)

All Notes

147 Notes

  • -Across the Sprachraums
  • -Active Recall
  • -AI
  • -AI Slop
  • -AI-Induced Illusions of Competence
  • -Argumentative Act
  • -Argumentative Relations
  • -As We May Think
  • -Assumption
  • -Attack
  • -Bilingual Cognition
  • -Branched Resolution Map
  • -Claim
  • -Claim Lifecycle
  • -Claim Status Taxonomy
  • -Cognitive Agency Preservation
  • -Cognitive Exoskeleton
  • -Cognitive Sovereignty
  • -Confidence
  • -Contemplation Labor
  • -Contention
  • -Contention as Memorable Anchor
  • -Correction vs Drift
  • -Coscientist
  • -Counterexample
  • -Counterexample-First Search
  • -Creating Next-gen Digital Brains
  • -Cross-Linguistic Synthesis
  • -Dark Night of the Soul
  • -Definition Drift
  • -Desirable Difficulty in Verification
  • -Deskilling Through AI Delegation
  • -Dialectical Graph
  • -Dialectical Graph Edges
  • -Dialectical Graph Nodes
  • -Dialectical Interleaving
  • -Digital Brain
  • -Digital Garden
  • -Digital Jungle
  • -Document Collision
  • -Drift Phenomena
  • -Encyclopedia Galactica
  • -Encyclopedia Meltdown
  • -Environmental Drift
  • -Epistemic Protocol Layer
  • -Evidence Independence
  • -Evidence Span
  • -Exploration Mechanisms
  • -Exploration Strategies
  • -Extracranial
  • -Federated Knowledge Network
  • -Fluency Trap
  • -Forgetting Curve
  • -Foundation Fiction
  • -Friction as Enemy
  • -From Memex to Dialectical Graph
  • -From Preservation to Capability
  • -Galactic Empire
  • -GitHub for Scientists
  • -Graph as Meltdown Defense
  • -Graph Components
  • 01Graph-Based Spaced Repetition (Currently Open at Position 1)
  • -Hallucination
  • -Hari Seldon
  • -Human Agency in AI
  • -Illusions of Competence
  • -Incompatibility Taxonomy
  • -Inference Layer
  • -Institutional Brain Rot
  • -Intellectual Companion
  • -Inter-Sprachraum Communication
  • -Interleaving
  • -Isaac Asimov
  • -Issue Node
  • -Knowledge Ark
  • -Knowledge Constitution
  • -Knowledge Failure Modes
  • -Knowledge Synthesis
  • -Knowledge System Layers
  • -Language-Agnostic Indexing
  • -Learning Science Principles
  • -LLM
  • -Low-Background Steel
  • -Meaning Loss
  • -Memex
  • -Meta-learning
  • -Method
  • -Method-Conclusion Coupling
  • -Minimum Contradiction Set
  • -Minimum Cut
  • -Model Collapse
  • -Monolith as Interface Metaphor
  • -Multi-AI Consensus Protocol
  • -Multilingual Knowledge Mesh
  • -Multilingual Memex
  • -Mystery and Minimalism
  • -Narrative Layer
  • -Natural Science Engineer
  • -Nonstationarity
  • -Normalized Proposition
  • -Operator
  • -Personal Knowledge Evolution
  • -Personal to Institutional Knowledge
  • -Pre-Contamination Resource
  • -Pre-LLM Text
  • -Project Aldehyde
  • -Project PIRI
  • -Provenance
  • -Psychohistory
  • -RAG
  • -RAG Limitations
  • -Rebuttal-First Search
  • -Relation Typing vs Similarity
  • -Replication Path Separation
  • -Responsibility Line
  • -Retrieval Practice
  • -Scapa Flow
  • -ScienceOps
  • -Scope
  • -Second Brain
  • -Seldon Plan
  • -Semantic Drift
  • -Signal Without Explanation
  • -Source
  • -Spaced Repetition
  • -Spacing Effect
  • -Sprachraum
  • -Status Transition Rules
  • -Sunghyun Cho
  • -Superbrain
  • -Synthesis Mechanisms
  • -System Drift
  • -The Monolith
  • -Tokens ≠ Knowledge
  • -Traceability
  • -Training Data Contamination
  • -Translation Fidelity
  • -Translation Nuance Loss
  • -Triple Separation
  • -Un-Brain-Rotting
  • -Unanimity Requirement
  • -Undercut
  • -Vannevar Bush
  • -Verification
  • -Verification as Retrieval Practice
  • -Verification System
  • -Zero-Trust Ingestion