ava-models / README.md
IDEAHQ's picture
docs: expand README with TaliOS context, model purpose, and pipeline role
f423ff9 verified
|
Raw
History Blame Contribute Delete
3.31 kB
---
license: other
license_name: proprietary
license_link: https://augmentalis.com/license
tags:
- tali
- taliOS
- on-device
---
# Tali Models
Production model index for the **Tali on-device AI runtime** that powers TaliOS β€” the voice-first, accessibility-driven operating layer built by Intelligent Devices LLC / Augmentalis Inc.
This repository is a catalogue. The actual model weights live in dedicated sibling repositories under the `IDEAHQ` namespace. Models are downloaded automatically by TaliOS apps via the AssetDelivery module β€” there is no manual installation step for end users.
## Model Families
| Family | Purpose in TaliOS | Repository |
|--------|-------------------|------------|
| **Tali STT** | Converts spoken audio into text. Runs continuously when the user is talking to TaliOS. Tuned for low latency on mobile NPUs so commands feel instantaneous. | [`IDEAHQ/ava-whisper`](https://huggingface.co/IDEAHQ/ava-whisper) |
| **Tali NLU** | Embedding model for **Natural Language Understanding**. Maps a sentence to a fixed-size vector so TaliOS can match what the user said against the catalogue of voice commands and accessibility hints, even when phrasing varies. Runs in milliseconds on CPU. | [`IDEAHQ/ava-nlu`](https://huggingface.co/IDEAHQ/ava-nlu) |
| **Tali Storm** | On-device **LLM** (large language model) family for general dialogue, command interpretation, and tool-use. Sized for phones and tablets β€” small enough to run without the network, large enough to hold a real conversation. | [`IDEAHQ/ava-storm`](https://huggingface.co/IDEAHQ/ava-storm) |
| **Tali Nautilus** | On-device **LLM** family tuned for reasoning-heavy and vision-language workloads. Used when TaliOS needs to plan multi-step actions, reason over screen content, or interpret images. | [`IDEAHQ/ava-nautilus`](https://huggingface.co/IDEAHQ/ava-nautilus) |
## Catalogue (snapshot of shipped variants)
| Variant | Family | Format | Size |
|---------|--------|--------|------|
| Tali STT Tiny | STT | AON-encrypted | ~50 MB |
| Tali STT Base | STT | AON-encrypted | ~150 MB |
| Tali STT Small | STT | AON-encrypted | ~500 MB |
| Tali NLU 384 Base | NLU embedding (English-lite) | AON-encrypted | ~80 MB |
| Tali NLU 384 Multi | NLU embedding (multilingual) | AON-encrypted | ~85 MB |
| Tali NLU 768 Multi | NLU embedding (multilingual, hi-dim) | AON-encrypted | ~140 MB |
| Tali Storm 2B Q4 | LLM (entry-tier phone) | AON-encrypted | ~1.5 GB |
| Tali Storm 4B Q4 | LLM (mid-tier phone) | AON-encrypted | ~2.5 GB |
The full per-family variant list lives in each family's repository README.
## Why on-device
Every model in this catalogue runs on the user's device. TaliOS does not send voice or screen content to a server for inference. This is a privacy-by-architecture decision, not a feature flag β€” there is no cloud fallback path in the production runtime.
## File Format
All shipped weights are wrapped in **AON** β€” Tali's encrypted, signed asset container format. AON files cannot be opened without the runtime; they are decrypted in-process and cached in private app storage. The `.aon` extension is the only format external tooling sees.
## License
Proprietary β€” Intelligent Devices LLC / Augmentalis Inc. See [augmentalis.com/license](https://augmentalis.com/license).