Add v0.3 banner to model card

v0.3-preview: retrieval-tuned flagship

Card: separate model citation (Tonmoy) from paper citation (all authors)

Cite the arXiv paper (2607.18666)

card: link the Ember thermal sense pack

Card: MAEB nine-task section with the v0.2 rescore

config.json: restore the remote-code loading schema

v0.2: fine-tune on the expanded AudioCaps 2.0 pool (86,394 pairs, 1,600 steps)

inference.py: native video preprocessing (no qwen-vl-utils)

embed_video: native preprocessing (frame tensors and torchcodec path decode); drops the qwen-vl-utils dependency; bitwise-equal to the previous implementation and the raw base on identical inputs

inference.py: embed_video (base's own video path, gate-guarded)

Add embed_video: the frozen base's own video path (qwen-vl-utils preprocessing, official defaults), gate-guarded like images; bitwise-verified against the base and the reference loader

Card: AudioCaps T2A R@1 predecessor cell now recorded (0.280)

Card: positioning alt text matches the trained-parameters axis

Positioning figure: trained-parameters axis (matches the technical report)

inference.py: install URL points at the renamed family repo

Card: code links to the renamed family repo (Eximius-Labs/fusion-embedding); Clotho T2A R@1 predecessor cell now recorded (0.136)

AutoModel + trust_remote_code support (remote-code loading; existing loaders unchanged)

Card: precise cell count (8 of 12 release-protocol cells; every recorded text-to-audio direction)

inference.py: gate guard on embed_image (non-audio inputs must run with the gate closed)

model card: positioning chart visible in Evaluation

assets: positioning chart — distinct hues for the two generations

model card: positioning chart in cross-modal section

assets: unified-model positioning chart

assets: overview figure from the unified family generator

assets: overview figure in Eximius Labs palette

assets: overview figure — EOS chip inside pooling box

assets: overview figure — horizontal pooling arrow

assets: model overview figure v2 (layer-stack style)

model card: add model overview figure

assets: model overview figure

model card: overview-first restructure

model card: fix tagline (no PDF claim)

assets: remove old banner

model card: remove old banner (new one to follow)

assets: banner

fusion-embedding-2 v0.1-preview: README.md

fusion-embedding-2 v0.1-preview: inference.py

fusion-embedding-2 v0.1-preview: config.json

fusion-embedding-2 v0.1-preview: model.safetensors

fusion-embedding-2 v0.1-preview: fusion-embedding-2-2b-preview.pt

initial commit