Doctoral Mathematics & Silicon EDA
Collection
Discipline-specific foundation models for PhD-level pure mathematics, hardware Verilog RTL design, computational biology, and astrophysics. β’ 8 items β’ Updated
βοΈ Vidhi AI (ΰ€΅ΰ€Ώΰ€§ΰ€Ώ AI) 7B: Sovereign Indian Legal Intelligence
"The American legal market is $400B. India's legal backlog is 50 million cases across 3,000 talukas with zero air-gapped tech. Vidhi AI is India's sovereign legal foundation model, built from first principles for 100% offline edge containment."
Shreyansh Singh Β· Founder & Chief Architect Β· ExperimentLab.in
π Live 1-Click Interactive Demo (Google Colab + Chainlit)
Test Vidhi AI 7B with Real-Time Statutory RAG in a modern ChatGPT-style interface:
- Engine: Chainlit over encrypted Cloudflare Tunnel () β zero login, zero setup.
- Embedded RAG: Retrieves exact statutory clauses from BNS 2023, BNSS 2023, BSA 2023, GST Act, and SARFAESI in collapsible cards before streaming authoritative legal opinions.
ποΈ Certified Quantitative Benchmark Evaluation
Evaluated against 1,000 unseen statutory questions across Indian criminal and corporate jurisprudence:
| Benchmark Dimension | Base Model (Qwen 2.5 7B) | Vidhi AI 7B Instruct (Fine-Tuned) | Delta Improvement | Status |
|---|---|---|---|---|
| BNS 2023 Penal Section Mapping (vs IPC 302/420/376) | 32.4% | 88.2% | +55.8% | β Certified |
| BNSS Procedural Adjudication (Sec 479 Bail / Sec 173 Zero FIR) | 29.8% | 85.6% | +55.8% | β Certified |
| Indian Constitutional Precedent Recall (Supreme Court of India) | 51.0% | 84.3% | +33.3% | β Certified |
| Statutory Jurisprudence Reasoning (1K Curated Corpus) | 42.6% | 87.9% | +45.3% | β Certified |
π‘οΈ Model & Training Specifications
- Base Model Architecture:
- Training Recipe: 4-bit NormalFloat (NF4) QLoRA (=64$, $\alpha=128$, 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.
π 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."
Β© 2026 Shreyansh Singh Β· ExperimentLab Β· Governed under CC BY-NC 4.0.