neural-training

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INSTALLATION
npx skills add https://github.com/ruvnet/ruflo --skill neural-training
Run in your project or agent environment. Adjust flags if your CLI version differs.

SKILL.md

Neural Training Skill

Purpose

Train and optimize neural patterns using SONA, MoE, and EWC++ systems.

When to Trigger

  • Training new patterns
  • Optimizing agent routing
  • Knowledge consolidation
  • Pattern recognition tasks

Intelligence Pipeline

  • RETRIEVE — Fetch relevant patterns via HNSW (150x-12,500x faster)
  • JUDGE — Evaluate with verdicts (success$failure)
  • DISTILL — Extract key learnings via LoRA
  • CONSOLIDATE — Prevent catastrophic forgetting via EWC++

Components

Component

Purpose

Performance

SONA

Self-optimizing adaptation

<0.05ms

MoE

Expert routing

8 experts

HNSW

Pattern search

150x-12,500x

EWC++

Prevent forgetting

Continuous

Flash Attention

Speed

2.49x-7.47x

Commands

Train Patterns

npx claude-flow neural train --model-type moe --epochs 10

Check Status

npx claude-flow neural status

View Patterns

npx claude-flow neural patterns --type all

Predict

npx claude-flow neural predict --input "task description"

Optimize

npx claude-flow neural optimize --target latency

Best Practices

  • Use pretrain hook for batch learning
  • Store successful patterns after completion
  • Consolidate regularly to prevent forgetting
  • Route based on task complexity
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