jimmc414

# Spec: tmux Agent Panes

> Fork Claude agents into observable tmux panes

## Overview

This skill enables Claude to spawn parallel agents, each working in their own tmux pane. The user can observe all agents working simultaneously in a single terminal window.

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jimmc414

# Claude Code Skills Reference

**Version**: 2.5
**Claude Code Version**: 2.1.7 (fully tested)
**Date**: 2026-01-15
**Methodology**: Systematic testing of 167 skill configurations + diagnostic introspection

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## Executive Summary

jimmc414

# Analysis of "Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity"

## Response 1 (Probability: 0.23)

### 1. Core Claim Contradicting Common Assumptions (Section 3)
The paper argues mode collapse is fundamentally a **data-level problem** rather than an algorithmic one. Existing work attributed mode collapse to inadequate reward models or majority-favoring optimization. The authors prove typicality bias (α = 0.57±0.07, p<10^-14 in HELPSTEER dataset) exists in preference data itself, meaning "even with a perfect reward model and optimization process, inherent bias within preference datasets may still drive mode collapse."

This matters because it implies you can't fix mode collapse by improving RLHF algorithms alone - the preference collection process itself needs reconsideration.

### 2. Magnitude Finding (Section 5, Figure 4)

jimmc414

# 🎨 Complete Visual UI Development Guide for Claude Code

## 🚀 The Game-Changing Discovery

**Claude Code can SEE screenshots!** This completely transforms UI development from blind coding to visual design with real-time feedback.

### The Transform
- **Old Way**: Write code → Hope it looks good → Fix bugs when reported
- **New Way**: Build → **SEE** → Judge → Refine → Repeat until beautiful