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#omni-model
2 articles
01
2026-09-28
·
★ MEMBER
·
PAPER
·
7 min read
Paper Explained: Realtime-Venus — A Voice-and-Video Assistant That Keeps Talking While Work Runs in the Background
Listening, speaking, and background delegation all share one clock ticking once per second. We walk through the 9B models and the harness that let an assistant hand off tool calls without pausing the conversation, from analogy to equations to pseudocode.
02
2026-09-28
·
★ MEMBER
·
PAPER
·
8 min read
Paper Explained: Can MiniMax-H3 Reason About the Physical World? Testing an Omni-Modal Generator on What the Prompt Leaves Out
An evaluation paper that gives MiniMax-H3 — a generator that takes text, images, audio and video together — 517 tasks where the answer is never in the prompt and can only be worked out by combining the inputs. Overall success is 41.97%, and telling events apart by sound manages just 27.40%.