Five complex systems. One discipline.

Welcome to the Applied Assessment Notes.

Here, we study models, protocols and algorithms that look convincing at first sight. We reproduce how they work, test their assumptions, explain what breaks and propose a stronger alternative when the initial approach does not hold.

Organizations are reconstructed. Calculations, simulations and charts are real, dated and reproducible.

5studies
33computed charts
FR / ENbilingual reading
PASSreproducibility check

The five assessments

Results that survive the narrative

Finance, infrastructure, microstructure and biology—connected by one way of checking.

02Blockchain & riskNO-GO

Protocol R7

A cross-chain bridge works under normal conditions. The real question is what it loses when its assumptions stop holding.

Read the study
05AI & bioinformaticsCONDITIONAL

HELIX-96

An AI score ranks thousands of mutations. The question is not only what ranks first, but whether its probabilities travel to a new protein.

Read the study

The spine

One method, not five promises

The domain changes. The question does not: what do we truly know, what breaks, and which decision survives the limitations?

Understand the method
  1. 01

    Reproduce

    Make every assumption observable.

  2. 02

    Stress

    Restore costs, tails, latency and uncertainty.

  3. 03

    Correct

    Change the mechanism, not only the narrative.

  4. 04

    Decide

    Conclude as clearly with rejection as with approval.

Study framework

Readable like an investigation. Verifiable like an experiment. Honest enough to conclude NO-GO.

Study framework