AGI ALPHA

Reusable discovery · Original research

The World as an Output

Constructive Sufficiency for Reusable Discovery

Vincent Boucher · MONTREAL.AI
20 October 2026 · 23 pages · PDF, 0.30 MiB

Build an interface that removes irrelevant uncertainty

Construct a reusable experimental interface that preserves intended work while reducing its dependence on nuisance dynamics. Test repeated use and changed successor demands.

When to reach for this paper. Use when reconstructing hidden conditions is expensive but a designed interface could make those conditions irrelevant to the required outputs.

Use these ideas in practice →

Scope and evidence

The guarantees assume supplied structural bounds and disturbance contracts. Synthetic replay is not unknown-law discovery, physical validation, autonomous business creation or superiority over unrestricted engineering.

This original manuscript is preserved unchanged. Hosting and practical guidance do not independently reproduce its studies or establish a current operational or commercial result.

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Original edition and integrity

20 October 2026 · 23 pages · 313,266 bytes. The dated PDF URL preserves this edition; this reading page is the stable entry point.

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