BNC (Brahmi Neural Codecs)
PreviewApache 2.0 (Upcoming)Ultra-Low Bitrate Indic Neural Speech & Acoustic Codec
BNC (Brahmi Neural Codecs) Preview is a ultra-low bitrate indic neural speech & acoustic codec. Operates across Architecture: Residual Vector Quantized VAE · Bitrate: <12 kbps High-Fidelity · Target: Indic Phonetics · Low Bandwidth · Latency: <15ms on Edge Hardware · Deployment: C++ · ONNX · Embedded Edge · Status: In Lab / Under Development. License: Apache 2.0 (Upcoming).
Next-generation neural audio and speech codec engineered from first principles for Indian phonetic structures and regional code-switched dialects. Delivers high-fidelity speech synthesis and streaming at sub-12kbps bitrates on edge devices.
- ✓Engineered specifically for Indic phonetic inventories and retroflex consonants
- ✓Sub-12kbps ultra-compact streaming over 2G/3G and constrained IoT networks
- ✓Sub-15ms latency on low-cost ARM/CPU edge hardware
- ✓Directly complements PolyWhisper ASR and Bharat-Tiny-LLM speech pipelines
Cite this Model & Architecture
If you utilize BNC (Brahmi Neural Codecs) in your academic research, benchmarks, or enterprise deployments, please cite our open-weight publication:
@misc{eulogik2026bncbrahmineuralcodec,
title = {BNC (Brahmi Neural Codecs) Preview: Ultra-Low Bitrate Indic Neural Speech & Acoustic Codec},
author = {Kishore, Gautam and Eulogik Systems Engineering},
year = {2026},
publisher = {Eulogik},
howpublished = {\url{https://eulogik.com/models/bnc-brahmi-neural-codec}}
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