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Model: bitsydarel/road-freight-voice-assistant-350m
Source: Original Platform

README.md

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+---
+library_name: transformers
+pipeline_tag: text-generation
+base_model: LiquidAI/LFM2.5-350M
+license: other
+license_name: lfm1.0
+license_link: https://huggingface.co/LiquidAI/LFM2.5-350M/blob/main/LICENSE
+language:
+  - en
+tags:
+  - gguf
+  - voice-assistant
+  - tool-calling
+  - road-freight
+  - 350m
+---
+
+# Road Freight Voice Assistant 350M
+
+Fine-tuned 350M model for road-freight voice workflows in mobile apps. It is
+built for app tasks like navigation, load search, quoting, form repair,
+instruction following, and skill selection.
+
+## Intended use
+
+Use this model inside a road-freight app, with the app supplying its tool
+definitions, current screen state, and confirmation rules. It is not a
+standalone assistant, route planner, pricing authority, or live operations
+record.
+
+Give the model live app state: available vehicles, load cards, load details,
+quote state, current location, and whether the driver has confirmed an action.
+The app still validates every tool call and keeps final submission behind its
+own confirmation checks.
+
+## Quick start
+
+For the BDAIAssistant SDK, use the `.small` model family. The SDK defaults
+that family to `Q4_K_M.gguf`, the recommended mobile file.
+
+```swift
+let spec = Lfm25GgufFileSpecification(family: .small, variant: .q4km)
+let path = try await Lfm25LlamaCppLLMDownloader().downloadGgufFile(spec)
+```
+
+To download the GGUF directly:
+
+```bash
+hf download bitsydarel/road-freight-voice-assistant-350m Q4_K_M.gguf
+```
+
+## Files
+
+- `fused/`: Hugging Face-format fused model.
+- `model.gguf`: F16 GGUF exported from the fused model.
+- `Q8_0.gguf`, `Q6_K.gguf`, `Q5_K_M.gguf`, `Q5_K_S.gguf`,
+  `Q4_K_M.gguf`, `Q4_K_S.gguf`: available GGUF quantizations.
+- `quantization.manifest.json`: SHA-256 hashes and tensor-contract validation
+  results for the GGUF files.
+
+For mobile deployments, start with `Q4_K_M.gguf` if the package size works for
+your app. Use `Q4_K_S.gguf` when size matters more. Keep `Q8_0.gguf` for
+comparison checks, and use `model.gguf` if you need to re-export or quantize
+again.
+
+This release does not publish `BF16.gguf` or `Q4_0.gguf`. The BDAIAssistant
+SDK treats those variants as unavailable for the `.small` family and fails
+before trying to download them.
+
+## Validation
+
+The GGUF files listed above were regenerated from the fused model and passed
+the runtime tensor contract checks, including rank-2 shortconv tensors and
+token embedding dimensions.
+
+## License and base model
+
+This release is a fine-tune of `LiquidAI/LFM2.5-350M` and follows the upstream
+`lfm1.0` license linked in the repository metadata.