calibrate

Coordinate evidence-based calibration rounds to realign plans with the North Star.

44|5|Updated Dec 10, 2025
One-click install
npx skills add https://github.com/Mburdo/knowledge_and_vibes --skill calibrate
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: calibrate
Source: https://github.com/Mburdo/knowledge_and_vibes/tree/main/.claude/skills/calibrate
Command: npx skills add https://github.com/Mburdo/knowledge_and_vibes --skill calibrate

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Calibrate coordinates a structured, evidence-based roundtable to realign the plan with the North Star by addressing disagreements, drift, and phase transitions.

Core Features & Use Cases

  • Orchestrates phased calibration using fresh contexts for each phase
  • Integrates signals from coverage, drift, and challenge reports to produce actionable decisions
  • Produces falsifiable decisions while preserving dissent for user review

Quick Start

Initiate a calibration round by invoking the orchestrator with current phase metadata and North Star reference.

Frequently Asked Questions about calibrate

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

FAQPage Schema
How do I realign plans when multi-agent planning drifts away from the North Star?▼

Evidence-based calibration addresses plan drift by orchestrating a structured roundtable of subagents. They generate coverage, drift, and challenge reports to produce falsifiable decisions that realign multi-phase plans with the North Star.

What is evidence-based calibration in multi-agent planning?▼

Evidence-based calibration is a structured coordination process that uses subagents to generate verifiable reports across planning phases. It produces falsifiable decisions while preserving dissenting opinions for human review to correct plan drift.

How do I start a calibration round to address disagreements during phase transitions?▼

Start a calibration round by invoking the orchestrator with current phase metadata and a North Star reference. This initiates a fresh context for the phase to integrate signals and produce actionable decisions addressing disagreements.

Does calibration preserve dissenting decisions for user review?▼

Yes, calibration produces falsifiable decisions while explicitly preserving dissent for user review. This ensures that disagreements and alternative perspectives from subagents are documented rather than discarded during plan realignment.

Can I use calibration for multi-phase planning orchestration?▼

Yes, calibration applies across multi-phase planning by orchestrating phased calibration using fresh contexts for each phase. It coordinates subagents to generate tests and decisions with verifiable evidence throughout transitions.