dln
Installation
SKILL.md
DLN Learn — Domain-Agnostic Learning Orchestrator
A meta-learning skill that accelerates cold-start learning in any new domain using the Dot-Linear-Network (DLN) cognitive topology framework. This skill routes learners to the appropriate phase skill based on their tracked progress.
1. The DLN Framework
Learning follows three cognitive phases, each requiring a different teaching strategy:
| Phase | Mental State | Teaching Ratio | Goal |
|---|---|---|---|
| Dot | Isolated facts, no connections | 70% delivery / 30% elicitation | Build concept nodes and basic causal chains |
| Linear | Procedural chains, domain-specific | 50% delivery / 50% elicitation | Discover shared factors across chains, build transferable understanding |
| Network | Compressed model, cross-domain links | 20% delivery / 80% elicitation | Stress-test, refine, and compress the learner's mental model |
The framework is domain-agnostic — it works for options pricing, compiler design, immunology, or any domain where the learner starts from zero.