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.