Catalog/Classes/Wheeler
CLASS · 06 / 062026Research · 2026

Wheeler

The right call at the wrong moment is still the wrong call.

Named afterJohn Archibald Wheeler (1911 — 2008) — physicist who showed that observation isn't passive measurement. It's participation. The universe doesn't exist in definite states until someone asks it a question.

01 — The science

Why we named it Wheeler.

Commit at the last responsible moment. Not before.

John Wheeler ran the delayed-choice experiment and found something that should have been impossible: you can decide after a photon has passed through the slits whether to observe which slit it went through — and the photon's past behavior changes retroactively to match your decision. Observation doesn't just record what happened. It determines what happened.

He called the universe a participatory universe. Observers aren't passive witnesses to reality — they co-create it. His formulation "it from bit" went further: information, not matter, is the fundamental substrate. Every particle, every field, every physical thing derives its existence from answers to yes-or-no questions — from acts of observation.

Most enterprise agent systems collapse their possibility space too early. They force a decision the moment they have enough signal to make one. But the moment you observe a pipeline too closely, you change it. A forecast that gets reviewed changes the decision it was meant to inform. An agent that knows it's being evaluated overfits to the evaluation. A system under heavy instrumentation behaves differently than one running free.

Our field deployments kept showing this pattern: pipelines with aggressive monitoring underperformed lightly monitored equivalents — not because of latency overhead, but because observation was intervention. We went looking for a physicist who'd already named this problem. Wheeler had.

The Wheeler agent is the one that knows observation is a choice. It holds the probability distribution open rather than collapsing it to a point estimate. It monitors without disturbing, infers without intervening, and chooses the moment of wavefunction collapse deliberately — only forcing a decision when the cost of superposition exceeds the cost of commitment.

It doesn't just observe the system. It knows that how it observes changes what it sees.

Wheeler class
"We are not simply bystanders on a cosmic stage. We are shapers of the universe we inhabit." — John Archibald Wheeler"It from bit. Every particle, every field of force, even the space-time continuum itself, derives its function from answers to yes-or-no questions." — Wheeler, 1989
02 — Agents in this class

Three prototypes.

Every class ships with reference agents, calibrated to operational use cases. Fork them, deploy them, or use them as a template for your own.

Live
BET

Multi-Armed Bandit Optimizer

last run3m ago
cost / run$0.19
confidence96.3%
Preview
OD

Delayed-Choice Intervention Monitor

last run
cost / run$0.06
confidence
Preview
SD

Wavefunction State Holder

last run
cost / run$0.11
confidence
Preview
PR

Participatory Feedback Loop

last run
cost / run$0.31
confidence
03 — Qualification gate

The ALOFT pipeline, applied.

Every agent in this class passes the same five-stage gate. Below: the eval criteria specific to Wheeler agents at each stage.

STAGE
01 · Curation
02 · Staging
03 · Deployment
04 · Operation
05 · Generalisation
A→L→O→F→T
01
Curation
  • Observation-sensitivity assessed
  • Superposition window defined
  • Collapse trigger specified
02
Staging
  • Dark-run vs instrumented A/B validated
  • Distribution output schema tested
  • Interference baseline mapped
03
Deployment
  • Observer-effect contract signed
  • Collapse latency budget set
  • Scope grant ≤ tier-3
04
Operation
  • Superposition window held ≥ target
  • Collapse accuracy > 91%
  • Interference rate < 2%
05
Generalisation
  • Observer pattern reused × 3
  • New decision domain qualified
  • Participatory memo published

Ready to deploy a Wheeler agent?

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