VERIFIED EXPERIENCE / 2026

Verified experience AI.
Don’t wait for self-improvement.

Membria records what agents decide and what happened next. Each lesson is traced to its source and checked by rules, not by the model — so agents get better without changing weights or grading themselves.

ANY MODEL · CLOUD OR ON-PREM · A PERSON APPROVES EVERY DECISION

SCOPE

VERTICALS / 6

ONTOLOGY

CORE / 40 CLASSES

EDITION

2026

FIG. 01 — DECISION LOOP / CLICK TO MORPH

MODE 03 / ONTOLOGY GEOMETRY

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03 FORMS · DRAG CURSOR TO DISPLACE

membria — zsh — 80×12