Method

How KAOS evaluates a thesis without collapsing it into consensus.

The method is simple in principle and demanding in practice: frame the question precisely, run independent analytical traditions in parallel, and preserve disagreement as information instead of resolving it prematurely.

01

Directional claim

The thesis must state what you think will happen. A topic or vague question does not give the council anything to test.

02

Mechanism

The mechanism gives each framework something to challenge. Without it, the output becomes generic commentary.

03

Implication

The financial implication keeps the analysis tied to a real decision rather than an abstract market opinion.

01

Thesis Quality

Thesis Quality

The quality of the run is determined by the precision of the thesis.

A useful submission has three parts: a directional claim, a mechanism, and a financial implication. The council can only pressure-test what is explicitly stated.

Questions such as whether rates will move, whether a country is attractive, or whether inflation matters are too vague. They do not create decision-relevant work for eleven frameworks. They only invite generic answers.

02

Parallel Council

Parallel Council

The eleven frameworks run independently so the dissent is real.

No expert sees what the others produce. That removes hierarchy, seniority, and institutional pressure toward a tidy answer. The point is not to manufacture tension. The point is to avoid contaminating one lens with another before each has finished its own reasoning.

This is what makes the output qualitatively different from a research process that converges socially before it converges analytically.

03

Five Domains

Five Domains

The council spans the dimensions that most single-framework work leaves uncovered.

KAOS draws from five domains: macro and cycle analysis, market behavior and fragility, valuation and narrative, systematic and structural analysis, and cognitive quality. Each domain contributes insight that another domain is poorly positioned to surface.

The cognitive-quality lens is especially important because it does not analyze the market object at all. It examines whether the thesis itself is being distorted by overconfidence, weak causality, or an elegant story that has outrun its evidence.

  • Macro and cycle
  • Market behavior and fragility
  • Valuation and narrative
  • Systematic and structural
  • Cognitive quality

04

Reading Agreement

Reading Agreement

The shape of agreement matters more than the headline direction.

Eleven aligned verdicts with conviction are materially different from broad directional support with a minority warning about fragility. The second pattern can be more valuable because it defines the exposure hidden inside a thesis that otherwise looks strong.

The method is designed so you read dissent first, not last. Minority views are not edge decoration. They are often the reason the council is worth running at all.

05

What To Avoid

What To Avoid

Do not ask KAOS to rescue an imprecise thought.

The system is strongest when the thesis is specific enough to be falsified. It is weaker when the input is generic, non-directional, or framed as a request for recommendation.

KAOS can expose mechanism, fragility, and monitoring conditions. It cannot convert a vague prompt into disciplined judgment if the core claim was never stated in the first place.

Next

Method only matters if the output can change behavior.

The next question is what the council actually returns, how to read it, and which parts should matter most once the run is complete.

Read The Output