AI & NLP Systems Researcher

Mehul Singh.

Founder & CTO at Accukhoj Technologies. Building the world's first Learning-Constrained Model Architecture - AI systems where trust is not optional, it is architectural.

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Trustworthy AI LCMA Architecture Transformer Systems NLP Research Tokenization High Performance Computing Entropy Engineering Logic-Constrained Reasoning Trustworthy AI LCMA Architecture Transformer Systems NLP Research Tokenization High Performance Computing Entropy Engineering Logic-Constrained Reasoning

Background

I am a B.Tech (Computer Science & Engineering) student at Manipal University Jaipur and the Founder & Chief Technology Officer of Accukhoj Technologies Private Limited, an Indian AI company focused on trustworthy, logic-constrained intelligence.

My work centres on building AI architectures where explainability is foundational rather than supplementary. At Accukhoj, I lead the development of MyLCMA (Learning-Constrained Model Architecture) - a framework engineered to eliminate hallucinations, ensure verifiable reasoning, and set a new benchmark for safe, accountable AI systems.

Beyond AI architecture, my research interests span transformer internals, tokenization systems, entropy engineering, NLP dataset curation, and high-performance computing.

CTO
Accukhoj Technologies
LCMA
Architecture Pioneer
B.Tech
CSE, MUJ
NLP
Research Focus
NameMehul Singh
RoleFounder & CTO
CompanyAccukhoj Technologies Pvt. Ltd.
EducationB.Tech CSE, Manipal University Jaipur
LocationJaipur, Rajasthan, India
FocusTrustworthy AI, LCMA, NLP

Technical Proficiencies

Core competencies across languages, AI research domains, systems engineering, and development tooling.

Languages

Python Java C

AI & Machine Learning

Transformer Architectures Machine Learning NLP Tokenization Systems Dataset Engineering

Systems & Foundations

Data Structures Algorithms High Performance Computing Concurrency Entropy Systems

Research & Tools

Git / GitHub Linux

Selected Work

Research systems and tools built from the ground up.

01

MyLCMA CODR

2022-Present

The flagship product of Accukhoj Technologies. A logic-constrained AI system for software development with verifiable reasoning, minimal hallucination, and high first-pass accuracy.LCMA is being actively developed and deployed at Accukhoj Technologies, where I lead architecture and system design.

LCMAPythonNLPTransformer ArchitectureTokenization System
02

BBRES-RNG: Scheduler Based Entropy Engine

2026

A custom random number generator that harvests non-deterministic entropy from OS Thread Scheduler timing. Multi-threaded concurrency with bitwise mixing in Java.

JavaConcurrencyEntropyHigh Performance ComputingOperating Systems
03

Vointhez - I

2023

Developed Vointhez, a rule-based text-to-speech (TTS) system exploring algorithmic approaches to speech generation. Designed character-pattern segmentation and pronunciation rule libraries to convert text into phonetic units

Rule-Based SystemsText-to-SpeechPhoneticsAlgorithm Design

Journey

Academic and professional milestones.

2025 - Present
Founder & Chief Technology Officer
Accukhoj Technologies Private Limited
Leading the design and development of MyLCMA - a proprietary AI architecture built for explainability, verifiable reasoning, and hallucination elimination. Overseeing product engineering for MyLCMA CODR.
2024 - Present
B.Tech, Computer Science & Engineering
Manipal University Jaipur
Pursuing undergraduate studies in CSE with a research focus on AI systems, NLP, and computational linguistics.

Resume

Download my complete resume

Full academic background, technical skills, projects, and professional experience.

For a comprehensive overview of my work, project repositories, and detailed experience, please refer to my resume.


Let's Build Something

Have a research question, collaboration proposal, or an idea worth pursuing? I am always open to meaningful conversations.

Location
Jaipur, Rajasthan, India
Affiliation