lex-agentic-learning
Domain consolidation gem for learning, adaptation, and knowledge acquisition. Bundles 15 sub-modules into one loadable unit under Legion::Extensions::Agentic::Learning.
Overview
Gem: lex-agentic-learning
Version: 0.1.10
Namespace: Legion::Extensions::Agentic::Learning
Sub-Modules
| Sub-Module | Purpose |
|---|---|
Learning::Curiosity |
Intrinsic curiosity — knowledge gap detection, wonder queue, salience decay |
Learning::EpistemicCuriosity |
Information-gap theory — specific vs. diversive curiosity |
Learning::Hebbian |
Cell assembly formation — neurons that fire together wire together |
Learning::Habit |
Habit formation — action sequence pattern recognition, maturity stages |
Learning::LearningRate |
Dynamic learning rate adaptation based on accuracy and stability |
Learning::MetaLearning |
Learning-to-learn — strategy selection per domain |
Learning::PreferenceLearning |
Learns stable preferences from choices over time |
Learning::Procedural |
Skill acquisition through practice — automatization |
Learning::Anchoring |
Anchoring bias in estimation |
Learning::Plasticity |
Neural-style plasticity — synaptic weight adjustment |
Learning::Scaffolding |
Temporary learning assists that fade as competence grows |
Learning::Fermentation |
Time-based transformation of knowledge |
Learning::Chrysalis |
Metamorphic state change — transformation through withdrawal |
Learning::Catalyst |
Accelerating cognitive transformation |
Learning::OutcomeListener |
Outcome-gated learning — listens for task completions and updates meta-learning, learning rate, and scaffolding models |
Actors
6 actors handle autonomous background processing:
-
Learning::Curiosity::Actor::Decay— every 300s, decays wonder salience -
Learning::EpistemicCuriosity::Actor::Decay— every 300s, decays knowledge gaps -
Learning::Habit::Actor::Decay— every 300s, prunes stale habits -
Learning::Hebbian::Actors::Decay— every 60s, decays Hebbian assembly connection strength -
Learning::PreferenceLearning::Actors::Decay— every 300s, decays older preference observations -
Learning::OutcomeListener::Actor::OutcomeListener— subscription actor, receives task outcome events and triggers cross-model learning updates; writes lessons to Apollo when enabled
Installation
gem 'lex-agentic-learning'Development
bundle install
bundle exec rspec
bundle exec rubocopLicense
MIT