How do I install the Neural Training skill?

Run npx skillmds add thedixitjain/neural-training in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Neural Training safe to use?

This skill has not completed SkillMD's automated safety review yet. Capability flags: makes network calls. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Neural Training?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Neural Training free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Neural Training?

thedixitjain (@thedixitjain) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Neural Training by thedixitjain — Agent Skill

Name: Neural Training
Rating: 4.5 (4 reviews)
Author: thedixitjain

Neural Training

> Neural pattern training with SONA (Self-Optimizing Neural Architecture), MoE (Mixture of Experts), and EWC++ for knowledge consolidation. Use when: pattern learning, model optimization, knowledge transfer, adaptive routing. Skip when: simple tasks, no learning required, one-off operations.

thedixitjain 6aa724e 1.8 KB Updated Sep 8, 2026 2 repo stars

File contents

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

Source: ruvnet/ruflo → .agents/skills/neural-training/SKILL.md

Frequently asked questions