Samadhan-Bharat-Sovereign-Indic-Voice-RVC-Acoustic-Engine

About Model

### Sovereign Indic Voice Model Architecture The **Samadhan-Bharat-Sovereign-Indic-Voice-RVC-Acoustic-Engine** is India's first sovereign multi-head neural network purpose-built for speech-to-order trade dispute adjudication under the MSMED Act 2006. ### Empirical Supercomputing Benchmark (IndiaAI Cloud Pod) * **Verified Training Run:** 1,075,200 synthetic vernacular dispute vectors backpropagated. * **Continuous Execution Time:** 2.83 Hours (10,188 Seconds) uninterrupted CPU SIMD. * **Active Trainable Parameters:** 1,976,327 parameters. * **Sustained Throughput:** ~100 dispute inferences per second across 16 CPU cores. * **Simulated Claims Processed:** ₹26,93,571.06 Crores in principal + statutory interest. * **Optimization:** AdamW optimizer (lr=0.001, weight_decay=1e-4) with combined MSELoss + CrossEntropyLoss. ### Multi-Head Output Architecture: 1. `head_principal`: Inferred default amount in INR. 2. `head_delay_days`: Statutory dispute duration past the 45-day legal mandate. 3. `head_rbi_interest`: Section 16 monthly compounding penal interest calculation. 4. `head_quadrant`: 4-Quadrant statutory disposition (Uncontested, Defective Supply, GST Fake ITC Fraud, Bilateral Dispute).