sancai-di

Build a confidence-scored execution plan from ambiguous user intent and project context.

Updated Mar 29, 2026
One-click install
npx skills add https://github.com/songlairui/agent-monad --skill sancai-di
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: sancai-di
Source: https://github.com/songlairui/agent-monad/tree/main/skills/sancai-zhen/di
Command: npx skills add https://github.com/songlairui/agent-monad --skill sancai-di

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill turns vague or complex work requests into a structured consensus page so the AI can decide what it can execute immediately, what needs clarification, and what must be confirmed.

Core Features & Use Cases

  • Builds a confidence-scored page with intent, target state, current state, boundary, and risk.
  • Routes work into autonomous execution when confidence is high, and into targeted follow-up questions when it is not.
  • Supports progress reporting, exception handling, and end-state resolution for refactors, bug fixes, and multi-step development tasks.

Quick Start

Use the sancai-di skill to evaluate this request, build the consensus page, and carry out the task with confidence-based autonomy.

Frequently Asked Questions about sancai-di

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I build a confidence-scored execution plan from ambiguous software change requests?

This Skill turns vague work requests into a structured consensus page by capturing intent, current state, boundary, and risk, enabling AI to decide what to execute immediately, clarify, or confirm during multi-step development workflows.

How does confidence scoring route autonomous execution for multi-step development workflows?

Confidence scoring applies thresholds to intent, done-state, current-state, boundary, and risk assessments, routing work into autonomous execution when confidence is high and triggering targeted follow-up questions when it is not.

Can I use this Skill for bug fixes and refactors that need adaptive questioning?

Yes, this Skill supports bug fixes and refactors by building a confidence-scored consensus page that defines target state, current state, boundary, and risk, enabling adaptive questioning and autonomous progress reporting.

What is a consensus page in autonomous agent workflows and task planning?

A consensus page in autonomous agent workflows is a structured artifact capturing intent, target state, current state, boundary, and risk, used to drive high-confidence autonomous execution and manage task handoffs safely.

When should I use confidence thresholds for safe interruption in agent task handoffs?

You should use confidence thresholds for safe interruption when an agent workflow encounters ambiguous user intent or elevated risk, requiring confirmation or clarification before proceeding with autonomous execution.

Does this approach work without external dependencies for software change requests?

Yes, this approach works without external dependencies for software change requests. It internally evaluates intent and project context to build a consensus page, managing execution, clarification, and confirmation autonomously.