---
title: MAH Quantum Research Lab
emoji: ๐
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colorTo: indigo
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pinned: false
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# โฃ MAH QUANTUM // COGNITIVE ARCHITECTURES
[](https://catalog.ngc.nvidia.com/orgs/0963318590610147)
[](https://developer.nvidia.com/cuda-toolkit)
[](https://github.com/NVIDIA/TensorRT-LLM)
[](https://www.nvidia.com/en-in/data-center/hopper-architecture/)
[](https://udyamregistration.gov.in)
[](https://workspace.mahquantum.tech)
[](https://research.mahquantum.tech)
---
**MAH Quantum** is a Bengaluru-based deep-tech research organization and accelerated computing node. We architect decentralized cognitive AI pipelines, custom quantization frameworks (PTQ/QAT), and high-fidelity quantum emulation layers engineered to maximize compute density across modern GPU clusters. All enterprise infrastructure maps to NGC Org `0963318590610147` on Hopper and Blackwell silicon, bound natively to a cloud-only production staging mandate.
---
### โฌก RESEARCH VERTICALS
**`[01] Decentralized Cognitive AI`** โ Fault-tolerant, distributed LLM inference pipelines. Multi-node serving architectures with dynamic load balancing across CUDA 12.x cluster topologies. Target: sub-50ms TTFT at 70B+ parameter scale.
**`[02] Quantization Frameworks`** โ Custom PTQ and QAT pipelines with mixed-precision support (INT4/INT8/FP8). TensorRT-LLM integration with layer-wise sensitivity profiling and calibration tooling for Hopper Transformer Engines.
**`[03] Quantum Emulation`** โ High-fidelity NISQ-era quantum circuit simulation on classical GPU backends. State-vector and tensor-network simulators with CUDA-accelerated gate kernels. Targeting 40+ qubit emulation at research scale.
---
### โฌก INFRASTRUCTURE & TOPOGRAPHY REGISTRY
```
HARDWARE_COMPUTE_STREAMS
โโโ NGC_ORG_ID : 0963318590610147
โโโ TargetArch : NVIDIA Hopper (H100) ยท NVIDIA Blackwell (B200)
โโโ CUDA : 12.x
โโโ AccelEngines : TensorRT-LLM ยท DeepStream Pipeline ยท cuDNN
โโโ Deployment : NGC Verified Container Registry (100% Cloud-Native)
ENTERPRISE_NETWORK_TOPOGRAPHY
โโโ RootGateway : https://mahquantum.tech (Governance & Corporate Root)
โโโ ScholarLMSPortal : https://workspace.mahquantum.tech (Internal LMS Node)
โโโ ScholarlyIndex : https://research.mahquantum.tech (CERN/EU Federated Repo)
โโโ CodeSandbox : https://huggingface.co/mah-quantum
INTELLIGENT_GOVERNANCE_POLICIES
โโโ CodeEnvironment : Cloud-First Staging Mandate (No Local Machine Execution)
โโโ Documentation : Manual Faculty-Led AI Audit (<5% Algorithmic Tolerance)
โโโ EvaluationCadence : 1-Year Capstone Pipeline ยท 2-Hour Weekly Architecture Crucible
โโโ AuditTransparency : Shared Master Ledger (Real-time Dean & Director Telemetry)
```
---
### โฌก ACADEMIC PROVENANCE ENGINE
```
SCHOLARLY_INFRASTRUCTURE
โโโ DOIRegistrar : Zenodo Automated Minting API (CERN Infrastructure)
โโโ DiscoveryIndex : OpenAIRE Federated Network / EU Repository Core
โโโ SerialStatus : E-ISSN Board Configuration Phase
```
---
### โฌก REPOSITORY INDEX
| Type | Description |
|---|---|
| `model` | Quantized LLM checkpoints โ INT4/INT8/FP8 variants optimized for Hopper TE |
| `dataset` | Domain-adaptive pretraining corpora and instruction-tuning splits |
| `space` | Inference demos, quantization benchmarks, emulation visualizers |
| `toolkit` | PTQ calibration tools, profiling utilities, cluster benchmarking scripts |
---
### โฌก INSTITUTIONAL COHORT GOVERNANCE
MAH Quantum operates on a strict, non-spoon-fed corporate structure modeled after top-tier global research labs. Candidates are assigned complex system engineering and deep literature tracks monitored via a four-tier validation layer:
**`[A] Production-First Mandate`** โ Local machine development loops are banned. All system architectures must deploy as microservices, exposing functional APIs monitored via centralized infrastructure telemetry.
**`[B] Manual Faculty Vetting`** โ University faculty members manually audit all documentation pipelines to enforce parallel institutional understanding. Hard threshold: `<5%` AI text generation tolerance.
**`[C] Master Ledger Matrix`** โ Every development sprint, system metric, and grading evaluation is logged into a secure Master Spreadsheet, granting direct, transparent auditing access to the university Dean and institutional Directors.
**`[D] Root Admin Veto`** โ MAH Quantum leadership executes random spot-checks on staging repositories, retaining absolute final overwrite and candidate offboarding authority to guarantee prestige integrity and eliminate grade inflation.
---
MAH Quantum Research Institute ยท Bengaluru, India ยท MSME Registered ยท E-ISSN Config Phase ยท mahquantum.tech