skills/smithery.ai/hypothesis-led-alignment

hypothesis-led-alignment

Installation
SKILL.md

Hypothesis-Led Alignment

Move from adversarial "yes/no" debates to collaborative experimentation by breaking down directives into the underlying assumptions that must be true for a project to succeed. This framework allows you to maintain conviction and "sturdiness" while remaining flexible enough to test reality.

The Core Principles

  • Diagnose with Data, Treat with Design: Use data to identify where the problem or opportunity lies, but use design/creativity to invent the solution.
  • Dimensionality over Identity: Treat feedback and project outcomes as specific "dimensions" of performance, not as a reflection of your worth or the team's worth.
  • The Win-Win Mentality: Assume that the stakeholder wants a great outcome as much as you do. If there is friction, it is usually a disagreement on a specific, hidden assumption.

The Process

1. Identify the Triggering Conviction

When an executive or stakeholder gives a directive you disagree with (e.g., "We must build a lemonade stand on every block"), do not push back on the conclusion. Instead, identify the specific assumptions they are making.

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Apr 17, 2026
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