architecture · keep-world-state-engine-use-video-model-only TEC-0138 · proposed

Keep world state in an engine, use video model only as rende

An agent compiles natural-language instructions into executable programs whose state a lightweight engine maintains as state-augmented 3D oriented bounding boxes, which are deterministically projected into identity, semantic and motion cont

Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.

An agent compiles natural-language instructions into executable programs whose state a lightweight engine maintains as state-augmented 3D oriented bounding boxes, which are deterministically projected into identity, semantic and motion cont Filed by the drafting stage from Programmable World Model (2609.10540) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: On CombatStateBench (50 clips), 94% Count Accuracy and 98% State Accuracy versus 40.75/8.00 for LingBot-World-V2 and 32.00/58.00 for YUME under prompt switching, plus better VBench consistency scores; judged by a VLM given only RGB frames.. Nobody has vouched for it; add support or contest it on this page.

Addresses: Tracking state through a long task

Does it work?

nothing measured0 supporting · 0 contesting sources

Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.

No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.

No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.

Code

No repository linked yet. Contribute one.

Sources

Either way, bring evidence: a link, or what you saw.

Whether a technique works is a claim. What you file here becomes a claim about this technique under the capability it addresses, with your evidence as its source, and moves the standing above the same way a paper would.