What are the four challenge methods used in the spiral?

The skill uses Direct (counter-evidence), Deductive (verifying logical consequences), Falsification (searching for disproof), and Standpoint (analyzing affected parties).

Can this skill help identify biases in AI synthesis?

Yes, by forcing the AI to articulate and support the opposite of its initial synthesis, it exposes 'comfortable' consensus and highlights overlooked data points.

What is the Dialectic Spiral skill for Claude Code?

It is a specialized framework that forces Claude to generate the exact opposite of its current conclusion to test if the original synthesis holds up against rigorous counter-evidence.

How does 'Budget Mode' affect the dialectic process?

Budget Mode caps the analysis at 2 rounds regardless of the topic, providing a faster but less exhaustive adversarial check to save on time and context window.

When should I use recursive adversarial testing?

Use it when research findings feel too easy to reach, when dealing with high-stakes investments, or when analyzing controversial geopolitical and technical claims.

Dialectic Spiral

Name: Dialectic Spiral
Author: bogheorghiu

bybogheorghiu

0•

데이터 과학 및 ML

Stress-tests research findings and syntheses through recursive adversarial testing to uncover hidden biases and overlooked evidence.

The Dialectic Spiral is a sophisticated analytical framework designed to move beyond superficial agreement by systematically generating and testing the exact opposite of any given synthesis. By forcing a recursive loop of thesis, antithesis, and resolution, it ensures that conclusions are not just plausible but robust against rigorous falsification. This skill is particularly valuable for high-stakes research—such as geopolitical analysis, investment evaluations, or safety assessments—where a conclusion must be tested against its most challenging counter-arguments to ensure accuracy.

주요 기능

01Budget Mode: Optimized 2-round dialectic for quick checks when context or time is limited.

02Four-Point Challenge Methods: Employs direct evidence search, deductive logic, falsification, and standpoint analysis.

03Recursive Adversarial Logic: Performs multiple rounds of synthesis and antithesis to ensure analytical depth.

04Depth Calibration: Automatically scales the number of analytical rounds (2 to 4+) based on topic complexity and risk.

05Synthesis Resolution: Produces unique analytical positions that emerge from the dialectic process rather than just summarizing sources.

060 GitHub stars

사용 사례

01Stress-testing investment or safety conclusions to identify hidden risks and cost-bearers.

02Validating geopolitical claims or single-source contrarian data against counter-evidence.

03Refining practitioner methodologies by challenging established best practices through the lens of their opposites.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add bogheorghiu/ex-cog dialectic-spiral

For use in Claude.ai and ChatGPT

주요 기능

01Budget Mode: Optimized 2-round dialectic for quick checks when context or time is limited.

02Four-Point Challenge Methods: Employs direct evidence search, deductive logic, falsification, and standpoint analysis.

03Recursive Adversarial Logic: Performs multiple rounds of synthesis and antithesis to ensure analytical depth.

04Depth Calibration: Automatically scales the number of analytical rounds (2 to 4+) based on topic complexity and risk.

05Synthesis Resolution: Produces unique analytical positions that emerge from the dialectic process rather than just summarizing sources.

060 GitHub stars

사용 사례

01Stress-testing investment or safety conclusions to identify hidden risks and cost-bearers.

02Validating geopolitical claims or single-source contrarian data against counter-evidence.

03Refining practitioner methodologies by challenging established best practices through the lens of their opposites.