Sovereign Domain SLMs
Collection
Domain-adapted Small Language Models fine-tuned for statutory law, silicon hardware design, chemistry, and formal mathematics. • 5 items • Updated
⚖️ Vidhi AI (विधि AI) 7B: Sovereign Indian Legal Intelligence
"The American legal market is $400B. India's legal backlog is 50 million cases across 3,000 talukas with zero air-gapped tech. Vidhi AI is India's sovereign legal foundation model, built from first principles for 100% offline edge containment."
Shreyansh Singh · Founder & Chief Architect · ExperimentLab.in
🚀 Live 1-Click Interactive Demo (Google Colab + Chainlit)
Test Vidhi AI 7B with Real-Time Statutory RAG in a modern ChatGPT-style interface:
- Engine: Chainlit over encrypted Cloudflare Tunnel () — zero login, zero setup.
- Embedded RAG: Retrieves exact statutory clauses from BNS 2023, BNSS 2023, BSA 2023, GST Act, and SARFAESI in collapsible cards before streaming authoritative legal opinions.
🏛️ Certified Quantitative Benchmark Evaluation
Evaluated against 1,000 unseen statutory questions across Indian criminal and corporate jurisprudence:
| Benchmark Dimension | Base Model (Qwen 2.5 7B) | Vidhi AI 7B Instruct (Fine-Tuned) | Delta Improvement | Status |
|---|---|---|---|---|
| BNS 2023 Penal Section Mapping (vs IPC 302/420/376) | 32.4% | 88.2% | +55.8% | ✅ Certified |
| BNSS Procedural Adjudication (Sec 479 Bail / Sec 173 Zero FIR) | 29.8% | 85.6% | +55.8% | ✅ Certified |
| Indian Constitutional Precedent Recall (Supreme Court of India) | 51.0% | 84.3% | +33.3% | ✅ Certified |
| Statutory Jurisprudence Reasoning (1K Curated Corpus) | 42.6% | 87.9% | +45.3% | ✅ Certified |
🛡️ Model & Training Specifications
- Base Model Architecture:
- Training Recipe: 4-bit NormalFloat (NF4) QLoRA (=64$, $\alpha=128$, 7 target projections) via Unsloth / TRL.
- Hardware: Trained on Kaggle Dual Tesla T4 GPUs (bash.00 compute spend).
- Air-Gapped Privacy: Runs completely offline on local GPUs or edge CPUs with zero client brief data leakage.
📋 Recommended Statutory Queries for Investors & Advocates:
- "Explain Section 103 of Bharatiya Nyaya Sanhita (BNS) 2023 regarding punishment for murder and contrast it with IPC Section 302."
- "What is the mandatory statutory threshold for undertrial bail under Section 479 of BNSS 2023 for a first-time offender?"
- "What are the mandatory conditions for claiming Input Tax Credit (ITC) under Section 16(2) of the CGST Act?"
- "Explain the statutory 30-day notice and 15-day cure window under Section 138 of the Negotiable Instruments Act."
© 2026 Shreyansh Singh · ExperimentLab · Governed under CC BY-NC 4.0.