AgentSkillsCN

auto-continue

Claude Code 会话中的智能自动续写技能。适用于需要长时间持续工作、避免频繁中断的复杂任务，或采用 Ralph Loop 式迭代开发的工作流程。

SKILL.md
--- frontmatter
name: auto-continue
description: Intelligent auto-continuation skill for Claude Code sessions. Use when working on extended tasks requiring minimal interruption, continuous development workflows, or Ralph Loop style iterations.
allowed-tools: Read, Write, Edit, Bash, Glob, Grep, TodoWrite
user-invocable: true

Auto-Continue Skill

This skill enables intelligent auto-continuation for Claude Code sessions based on confidence scoring. It's designed to work seamlessly with Ralph Loop and extended development workflows.

How It Works

  1. •Confidence Scoring: Each response is evaluated for continuation confidence
  2. •Threshold Comparison: Score compared against user's threshold (default: 80%)
  3. •Auto-Proceed: If confidence >= threshold, automatically selects "Yes"
  4. •Safety Guards: Dangerous operations always prompt the user

Confidence Factors

Positive Signals (Increase Confidence)

  • •Completed tasks and milestones
  • •Passing tests
  • •Successful builds
  • •Progress indicators
  • •Todo items marked complete

Negative Signals (Decrease Confidence)

  • •Errors or failures
  • •Ambiguous requirements
  • •Multiple choice decisions
  • •Destructive operations
  • •Security-sensitive changes

Usage Patterns

Extended Development Sessions

Perfect for long coding sessions where you want Claude to continue working with minimal interruption.

Ralph Loop Integration

Works naturally with Ralph Loop for infinite iteration cycles with intelligent stopping.

Farm Monitoring (MaiFarm)

Ideal for autonomous farm agents that need to continue processing without manual intervention.

Safety Features

  • •Never auto-approves destructive commands
  • •Respects excluded patterns
  • •Always logs decisions for audit
  • •User can override via settings

Configuration

Set threshold via environment variable:

bash
export INFERENCE_CONTINUEZ_THRESHOLD=85

Or via settings file in plugin root.