Initialising intelligent systems

Jacinth Mahanta.

Compiling experience0%
available for opportunities · United Kingdom

hi there, i'm

JacinthMahanta.

> 

I'm a London-based AI/ML Engineer, LLM/NLP Researcher, and Software Developer with an MSc in Artificial Intelligence from Lancaster University. My work spans applied AI, language models, agentic systems, backend APIs, and full-stack development. I recently completed an AI research placement with Lancashire Teaching Hospitals NHS Foundation Trust, where I worked on PEFT-based language models and agentic AI workflows for NHS pathway validation. Previously, I worked as a Junior API Developer with Lancaster University's ITPI team.

4+

Years Experience

30+

Projects Shipped

5+

Open Source

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// 01. about me

The person behind the commits.

AI researcher and software developer focused on applied AI, language models and production software.

PROFILE_RECORD

Jacinth Mahanta

I'm Jacinth Mahanta, an AI/ML Researcher and Software Developer from India, currently based in London, UK.

I completed an MSc in Artificial Intelligence at Lancaster University in 2026, after earning a B.Tech in Electronics and Communication Engineering from NIT Silchar with a CGPA of 8.18/10.

I recently completed an AI research placement with Lancashire Teaching Hospitals NHS Foundation Trust, where I worked on Parameter-Efficient Fine-Tuning and agentic AI for NHS Referral to Treatment pathway validation. My work combined LoRA-adapted language models with clinical NLP, FastMCP, LangChain, and synthetic OMOP healthcare data.

I previously worked as a Junior API Developer with Lancaster University's ITPI team, developing REST APIs, backend integrations, and production-ready software features. My wider technical experience spans full-stack development, machine learning, healthcare NLP, cybersecurity, and UI/UX design.

Beyond development and research, I've served as a Technical Advisor & Outreach Head at GDGC NIT Silchar, mentored developers through open-source programmes, judged hackathons, and volunteered with the British Heart Foundation.

Current focus

What I am learning, building and looking for now.

01Education

MSc Artificial Intelligence · Lancaster University · 2026

02Researching

LLMs, PEFT, Healthcare NLP & Agentic AI

03Recently

AI Researcher with Lancashire Teaching Hospitals NHS Foundation Trust

04Building

AI/ML systems, APIs & full-stack applications

05Open to

Graduate AI/ML, Applied AI & Software Engineering roles

06UK roles

Skilled Worker visa sponsorship required

SYSTEM://PROFILE

Developer dashboard

ACADEMIC

0.00/10

Academic CGPA

CAPABILITY

0+

Core Domains

LANCASTER

MSc AI

Highest Degree

UK

London

Base

Current position

London, United Kingdom

Current track

Applied AI · LLMs · Software

Career trajectory

India → Lancaster → London · Applied AI

NIT Silchar

2021—25

B.Tech · Electronics & Communication Engineering

India

01

Lancaster University

2025—26

MSc · Artificial Intelligence

Lancaster, UK

02

NHS AI Research

2026

PEFT · Healthcare NLP · Agentic AI

Lancashire Teaching Hospitals NHS FT

03

Applied AI / ML

NEXT

Graduate AI/ML & Software Engineering

United Kingdom

04

CAPABILITY_MATRIX

What I bring to a team

Hover or focus a module to inspect the capability profile.

MODULE::AI

PyTorch, Hugging Face Transformers, PEFT/LoRA, LangChain, FastMCP, MLflow, NLP

// 02. tech stack

Tools of the trade.

A focused stack for AI research, production backend systems, modern interfaces and reliable delivery — not just a list of technologies.

stack topology

AI · Backend · Frontend · Delivery

core.runtime

AI + Software

research → systems → product

One stack across model development, backend services, interfaces and deployment — selected for building usable AI systems end to end.

04

modules

41

technologies

01

system

active.moduleAI

active capability

AI & Machine Learning

LLMs, NLP & applied ML

PythonPyTorchHugging Face TransformersPEFT / LoRALangChainFastMCPscikit-learn+6 more

FE · 08 tools

Frontend

Interfaces & interaction

ready
Next.js 15ReactJSTypeScriptJavaScriptTailwind CSSFramer Motionshadcn/uiHTML / CSS

BE · 10 tools

Backend & Databases

APIs, data & infrastructure

ready
Node.jsExpress.jsREST APIsPostgreSQLMongoDBDynamoDBPrismaSupabaseAWSDocker

AI · 13 tools

AI & Machine Learning

LLMs, NLP & applied ML

active
PythonPyTorchHugging Face TransformersPEFT / LoRALangChainFastMCPscikit-learnMLflowNLPLLMsDuckDBIbisJupyter

DX · 10 tools

Design & Tools

Workflow, delivery & product

ready
FigmaAdobe XDPrototypingDesign SystemsGitGitHubGitHub ActionsCI/CDVercelPostman

also working with

auxiliary toolkit

NextAuthClerkStripeResendInngestArcjetZodZustandReact Query

// 03. projects

Things I've built.

Selected work across clinical AI, LLM systems, machine learning, data engineering and full-stack product development.

✦featured projects

featured
94.7%
held-out accuracy
SYS://clinical
Clinical AI · LLM Systems

NHS RTT Pathway Validation with PEFT & Agentic AI

Built a clinical AI research pipeline for NHS Referral to Treatment pathway validation using synthetic OMOP CDM v5.4 data and outpatient letters. Integrated FastMCP data-access and specialty-guidance servers with a LangChain Deep Agent, and fine-tuned Qwen3.5-9B using LoRA and Hugging Face PEFT for three-class PIFU classification. The fine-tuned model achieved 94.7% accuracy and 0.947 macro F1 on a 150-case held-out evaluation set.

Qwen3.5-9BPEFT / LoRAHugging FaceLangChainFastMCPOMOP CDMMLflowHealthcare NLP
featured
30-day
readmission task
SYS://nlp
Clinical NLP · Transformers

Disease Progression Prediction with Clinical Transformers

A clinical NLP project predicting 30-day hospital readmission from MIMIC-IV EHR narratives, comparing TF-IDF baselines with fine-tuned transformers, and using attention analysis to identify clinically meaningful risk signals.

PythonNLPTransformersPubMedBERTBioBERTMIMIC-IVClinical AIMachine Learning
featured
Hybrid
recommendation stack
SYS://recsys
Big Data · Recommender Systems

Scalable E-Commerce Recommendation Pipeline

A big data analytics pipeline for Amazon Reviews 2023, benchmarking databases, creating embeddings, running similarity search and clustering, and generating personalized recommendations with collaborative, content-based, and hybrid models.

PythonPySparkPostgreSQLMongoDBElasticsearchFAISSQdrantMachine Learning

◇other noteworthy projects

archive
Deep Learning · Climate

Basel Climate DNN Analysis

A deep learning project for analyzing and predicting climate patterns using neural networks, with focus on data processing and visualization.

PythonTensorFlowPandasNumPyMatplotlib
archive
AI Safety · Governance

Societal AI Perspectives on AGI Evaluation

A research project analyzing AGI progress through benchmarks, impact measures, safety thresholds, and governance frameworks, addressing benchmark limits, data contamination, Goodharting, and advanced AI’s economic, ethical, and regulatory implications.

Artificial IntelligenceAGIAI GovernanceAI SafetyBenchmarksEthicsPolicy Research
archive
Full Stack · E-Commerce

BookOwl

A book-selling e-commerce platform where users can browse and purchase their favourite books. Built with Next.js 14, AWS backend hosting, and integrated animations for an engaging experience.

Next.js 14TypeScriptTailwindCSSAWSNode.js

// 04. experience

Where I've worked.

A timeline spanning clinical AI research, backend and full-stack engineering, cybersecurity, technical leadership, mentorship, and community work.

08
roles
05
domains
04+
years
02
countries
Clinical AI Researchlatest

AI Researcher — PEFT for NHS RTT Pathway Validation

Lancashire Teaching Hospitals NHS Foundation Trust

Jun 2026 — Sep 2026

Lancaster, UK · Remote

Developed an agentic clinical AI pipeline for NHS Referral to Treatment pathway validation, integrating synthetic OMOP CDM v5.4 data with FastMCP, DuckDB, Ibis, and LangChain Deep Agents. Fine-tuned Qwen3.5-9B using LoRA and Hugging Face PEFT for outpatient-letter classification, achieving 94.7% accuracy and 0.947 macro F1 on a 150-case held-out evaluation set. Used MLflow for reproducible experiment tracking and evaluation, with emphasis on human review, clinical relevance, responsible AI, and error analysis.

PEFT / LoRAQwen3.5-9BHealthcare NLPAgentic AILangChain & FastMCPOMOP CDMRTT Pathway ValidationMLflow
Community & Fundraising

Volunteer

British Heart Foundation

Dec 2025 — Jul 2026

Lancaster, UK

Supported day-to-day retail operations, donation handling, and fundraising activities while contributing to the British Heart Foundation's community engagement and awareness initiatives.

Retail OperationsCustomer ServiceDonation HandlingFundraisingCommunity Engagement
Backend Engineering

Junior API Developer

ITPI, Lancaster University

Dec 2025 — Mar 2026

Lancaster, UK

Developed and maintained RESTful APIs supporting internal university services and student-facing digital platforms. Integrated backend services, optimised database queries and API performance, and contributed to testing, code review, and deployment of production-ready features.

REST APIsBackend DevelopmentAPI IntegrationPerformance OptimisationAPI Testing
Technical Leadership

Technical Advisor & Outreach Head

GDGC (formerly GDSC), NIT Silchar

Aug 2023 — May 2025

Silchar, India

Led technical outreach initiatives and mentored students across web development, UI/UX design, and cloud technologies. Organised workshops, bootcamps, hackathons, and open-source programmes while advising project teams on product design, development, and deployment workflows.

Technical LeadershipMentorshipUI/UX DesignDeveloper OutreachEvent ManagementFigma

// 05. certifications

Credentials I've earned.

Selected certifications and professional credentials across artificial intelligence, machine learning, software engineering and research.

17 credentials
Cisco logo

Cisco

Data Analytics Essentials

Issued October 2026
Data AnalysisData Visualisation)
view credential
Anthropic logo

Anthropic

Claude Academy: Model Context Protocol: Advanced topics

Issued October 2026
AI AgentsLarge Language Models (LLMs)
view credential
Google logo

Google

Google Analytics Certification

Issued October 2026
Data AnalysisStatistical Data AnalysisData Visualization
view credential
05recommendations

Trusted by people who have worked beside me.

Feedback from collaborators and peers across software engineering, university projects, and AI research.

I worked with Jacinth on the SCC.450 group project, “Benchmarking Frameworks: Statistical and Machine Learning Approaches,” completed in collaboration with AMD. I was the project manager, and he was one of the people I could rely on most. Jacinth took full ownership of transferring our findings from a synthetic environment to real-world data. He handled data selection, preprocessing, and pipeline preparation. He delivered on time and with the research and implementation depth the work required. He then presented the findings to our team and later to the Programme Directors. He is an excellent communicator and a strong team player, always ready to help or advise colleagues. His contribution played a significant part in our project being selected for a celebratory presentation to the Programme Directors, the Module Leader, and the Head of the Data Science and AI Institute (DSAIL) at Lancaster University. I would recommend him highly for AI, Data Science, and Software Engineering roles.
Yulian Shkrum
Yulian Shkrum

Research Associate (Multi-Agent Autonomy) | MSc Artificial Intelligence LU | ex-President LUUASOC | Careers Manager USU · Lancaster University

Studied together at Lancaster University

October 2026

// 06. contact

available

Have something worthbuilding together?

I'm open to AI/ML, LLM/NLP and software engineering opportunities, research collaborations, and technically interesting projects. Send the context and I'll get back to you.

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