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: 0.1.8 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 rubocop

License

MIT