THE CONSERVATORYA HABITAT FOR LEARNINGFOLLOW-UP PLANS / 0.15
WHAT HAPPENS AFTER THE NEXT STEP?

A promise
of later.

Lumen predicts that it will close a valve soon. Then it chooses another reading, and “soon” moves forward. The forecast sees a rescue that the figure keeps postponing.

A recorded trace of four previously exposed continuations. The candidate repaired one failure but made full seasons worse. Ensemble care remains the default.

Follow the plans ↓
01 / EXPECTATION, THEN THE NEXT DECISION

When does “later” arrive?

Loading recorded plans…

Selected model’s expected operationRecorded operations in the original continuation

Horizontal: when the plan was made. Vertical: when its selected-model forecast expects the next operation. The diagonal means “act now.” Gaps mean no matching operation was predicted within that plan’s 48-tick horizon. Dashed horizontal lines mark recorded operations within the replay window.

Model weights are heuristic support, not calibrated probabilities. Every row shows the same chosen initial journey; the original forecasts allow each model to invent its own later actions.

02 / THE SAME JOURNEY, THEN A DIFFERENT RULE

A local repair can still be a poor policy.

The candidate makes all three models evaluate the selected model’s same follow-up script. The initial committed journey is identical. Afterward, each controller uses its own new local observations and decisions.

These four cases come from the two fixed v0.14 examples: the original choice and the previously lowest-cost initial journey in each. They are explanatory cases, not new validation. Playback performs no simulation.

03 / THE BROADER DEVELOPMENT CHECK

The candidate did not earn a fresh test.

Before the pilot, we required a nonnegative mean care difference to proceed. The candidate failed on all three exposed seeds. It was retired without changing its settings or consuming fresh evaluation cases.

Let a future reading change a future plan.

The next candidate should share actions while observations remain indistinguishable, then allow different follow-ups when an actual reading separates the possibilities. That is a hypothesis to test; neither the diagnosis nor this rejected fixed-script rule proves it will improve care.