Decide Live
A browser-based multimodal classification and decision tool that runs the EmbeddingGemma 2 model. It supports camera, microphone, image, and text inputs, performing local inference without uploading any data to external servers.
Timeline (last 90 days)
Decide Live is a static webpage that transforms camera feeds, microphone windows, images, or text into typed decisions, entirely within the browser.
Decide Live runs a fine-tuned EmbeddingGemma 2 under the Apache-2.0 license.
Decide Live executes on WebGPU via transformers.js, generates zero tokens, and uploads no data.
The author calls this local form ZTC (Zero-Token Confidence).
Decide Live performs average pooling over the attention mask and then L2 normalization to produce a single 768-dimensional unit vector.
Decide Live's scoring formula is P(option_i) = softmax_i(19.96 * cos(e_query, e_option_i)), where the scaling factor 19.96 is learned and corresponds to a temperature of approximately 0.05.
When the browser does not support WebGPU, Decide Live automatically falls back to running on WASM (CPU).
Decide Live's real-time mode embeds camera frames, scores up to four decision cards each with an independent question, and displays probability bars, the current decision, and confidence gating.
Decide Live's audio mode operates on a 16kHz mono 2-second window, with quiet windows below -55 dBFS being skipped.
Decide Live is built by VIDRAFT / FINAL-Bench and is open-sourced under the Apache-2.0 license.
All Facts (10)
Decide Live is a static webpage that transforms camera feeds, microphone windows, images, or text into typed decisions, entirely within the browser.
50%UnverifiedDecide Live runs a fine-tuned EmbeddingGemma 2 under the Apache-2.0 license.
50%UnverifiedDecide Live executes on WebGPU via transformers.js, generates zero tokens, and uploads no data.
50%UnverifiedThe author calls this local form ZTC (Zero-Token Confidence).
50%UnverifiedDecide Live performs average pooling over the attention mask and then L2 normalization to produce a single 768-dimensional unit vector.
50%UnverifiedDecide Live's scoring formula is P(option_i) = softmax_i(19.96 * cos(e_query, e_option_i)), where the scaling factor 19.96 is learned and corresponds to a temperature of approximately 0.05.
50%UnverifiedWhen the browser does not support WebGPU, Decide Live automatically falls back to running on WASM (CPU).
50%UnverifiedDecide Live's real-time mode embeds camera frames, scores up to four decision cards each with an independent question, and displays probability bars, the current decision, and confidence gating.
50%UnverifiedDecide Live's audio mode operates on a 16kHz mono 2-second window, with quiet windows below -55 dBFS being skipped.
50%UnverifiedDecide Live is built by VIDRAFT / FINAL-Bench and is open-sourced under the Apache-2.0 license.
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