bobotax

Interactive artifact

The Quad Axes of Prevention Leverage

Not a blame chart. Each axis is a lever on the future: how much would a change at this level keep this failure from recurring? Drag a lever out to claim more leverage there — the shaded shape is the failure's leverage fingerprint.


↻ Forward-looking, by construction

The question is never "whose fault was it?" — it's "where is the lever for next time?" A frozen model keeps shipping as-is unless someone changes something. bobotax asks: who has the longest lever?

Drag the four handles, or load a preset. Prefer it full-window? Open the instrument on its own.

The four levers

What each axis holds

Two axes carry a persona and two do not — and the distinction between B and D is the one the instrument exists to force.

C

The model developer 🏛️

The lab's humans — who chose the corpus, the RLHF, the architecture, and shipped the weights.

Lever: a differently-built model.

Made of humans making choices — and the axis no industry taxonomy will name. Adverse-to-deflation by design.

A

The model run / stochasticity 🎲

The dice at runtime — the same prompt resampled.

Lever: re-run, self-consistency, an output gate.

A thing, not a person — no persona. High only for genuinely run-unstable failures.

D

The deployer-org / orchestration 🧩

The team that built the deployment around the model.

Lever: the RAG corpus, system prompt, tool wiring, guardrails, model-version choice.

A team with a persona. Distinct from B. (The "K4" finding that earned this axis.)

B

The human using it 🧑‍💻

The person who prompts and operates it — the doctor typing the query.

Lever: a better-formed request, added context, a user-side check.

A person with a persona. Distinct from D.

How to read a fingerprint

Presets worth trying

  • Run-unstable glitch — A dominates; re-running fixes it.
  • User mis-prompt — B carries the lever.
  • Baked-in bias — C, and only C, moves the needle.
  • Bad RAG / guardrail — a D-shaped failure that looks like a model failure.
  • Solo build → B = D collapse — when the operator is the deployer, the two axes fuse.

Provenance

About this artifact

This is the canonical quad-axes instrument, dated 2026-06-03, embedded unmodified — its axis colors are load-bearing and are preserved exactly as authored.

The site chrome around it is built on the Empowered Teams & Systems design system.

See where the axes sit in the live schema →