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Seeking AI Engineer and Machine Learning Roles

Hi, I'm Abinesh R L

Looking for fast-moving, high-growth environments with a clear path to build production-ready AI applications

Aspiring AI Engineer with ~3 years of software & consulting experience. Deeply interested in intelligent systems, combining a product mindset with hands-on expertise in Machine Learning, Deep Learning, Python, and SQL. Built an MVP cancer-screening tool at IIT Madras, achieving a 400% efficiency gain. Currently building AI agents and RAG applications.

Abinesh R L

B.E

Biomedical Engineer

3+ Years

Professional Experience

IBM PM

Certified Professional

AI & Healthcare

Machine Learning, RAG, NLP

The Journey & Vision

I am an ambitious software professional and aspiring AI Engineer who bridges the gap between complex analytical problems and production-ready technological solutions. With around 3 years of experience in software consulting and data-driven systems, I spend my energy building and optimizing intelligent workflows.

My foundation in Biomedical Engineering underpins my problem-solving strategy: dissecting highly complex, life-or-death systems down to their fundamental algorithms and key parameters. I bring this precise, product-oriented analytical framework into developing scalable software architectures, machine learning models, and enterprise applications.

Whether developing custom Python pipelines for clinical diagnostic modules or exploring the latest in RAG applications and AI agents, my aim is to design intuitive, high-impact ecosystems. I seek to build robust technological solutions with grit, structure, and a relentless focus on efficiency.

"Any product that needs a manual to work is broken"

- Elon Musk

Project Portfolio

Demonstrated capability in developing software solutions, machine learning integrations, and analytical applications.

| jan-arogya-pusthak-prd.docx
Unified Health Record System

Jan Arogya Pusthak (JAP)

A Unified Digital Health Passbook for rural PHCs, clinics, and government hospitals.

README.md Summary

# Jan Arogya Pusthak (JAP) - ABDM Micro-Portal

📌 Problem Space: Fragile paper logs are easily damaged or misplaced by rural patients. Existing portal solutions (like native ABHA applications) demand consistent high-bandwidth 4G networks and expensive smartphone terminals, entirely locking out over 60% of rural clinical demographics.

🚀 The Architecture Solution: JAP introduces an ultra-lightweight browser registry engineered to request patient clinical health records directly via secure Ayushman Bharat Digital Mission (ABDM) Gateway configurations.

Key Product Vectors: • Consent Flow Integration: Requests authorization securely over lightweight data packets.
• Multi-Channel Notifications: Alerts dispatched via SMS or structured WhatsApp text layouts.
• Client Registry Search: Empowers primary healthcare (PHC) clinicians to search historical logs in < 3s.

🛠️ Stack: Tailwind CSS, HTML5 Canvas integration, ES6 Modules, Cryptographic OTP Consent API protocols.

System Console Connected Refer Git Repository
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Work History

Professional Experience

Zifo Logo
Corporate Consulting - Pharma

Analyst (LIMS and Clinical Research)

Zifo Technologies Pvt Ltd

Jun 2023 - Jul 2025 Chennai, Tamil Nadu
  • Headed requirement gathering, ticket prioritization and SLA compliance audits for 5+ top-tier US & European Pharma MNC partners using Jira.
  • Reduced average incident resolution times by 25% by executing deep root-cause analyses and introducing automated standard CAPA workflows.
  • Engineered custom operational dashboards tracking cross-team deliverables, increasing general operational efficiency by 15%.
Consulting Stack
1. SLA Compliance 100%
2. Root-Cause CAPA Resolved
3. Global Systems LIMS
Managed 5 Global Clients
HTIC Logo
MVP Prototyping

Project Engineer Intern

Healthcare Technology Innovation Centre (HTIC) - IIT Madras

Dec 2022 - Mar 2023 IIT Madras Research Park
  • Spearheaded end-to-end development of a Python-based cancer-screening analytical tool, translating highly technical clinical parameters into simple operational metrics.
  • Achieved a massive 400% efficiency boost in clinical data capturing (moving throughput limits from 2-5 records daily to 25+ records).
  • Orchestrated tight weekly qualitative clinical user loops, shipping 5 iteration runs within 12 weeks based directly on clinician pain-points.
Prototype Blueprint
1. Python MVP Tool 100%
2. Clinical User Loops 5 Runs
3. Data Yield +400%
IIT Madras Research Park
Governance Strategy

Policy Consulting & Fellowship

PPGF Logo
Mukherjee Fellowship

Mukherjee Fellow

The Policy, Politics and Governance Foundation (PPGF)

Aug 2025 - Jul 2026 New Delhi, India
  • Performed quantitative, data-driven assessments of federal policy compliance—specifically examining street hawker regulations and fertilizer consumption analytics.
  • Conducted impact audits of strategic industrial closures and delivered comprehensive risk mitigation reports directly to high-tier stakeholders.
  • Drafted 15+ high-impact parliamentary questionnaires based on robust citizen-first requirement pipelines and localized constituency priorities.
  • Authored an Assembly-level Constituency Manifesto (framed closely as a Product Requirements Document) outlining localized metrics and strategic priorities.
Constituency Flow
1. Local Audit 100%
2. Policy Metric Passed
3. Manifestos Active
15+ Parliamentary Briefs

Skills and Expertise

Using empirical metrics and competence to make real-world impact.

Product Management

Subsystem loop [PM-01]
Problem Discovery & Loops ACTIVE LOOP

Synthesized 5 rapid quantitative & clinical user feedback iterations at IITM into single-pane MVP screening tool.

PRD & Story Spec Drafting COMPILED

Drafted localized constituency briefs and complex digital passbook specifications (JAP) mapped to user targets.

Agile Frameworks & Scrum SLA CONTROL

Headed ticket prioritize, sprint boards, and compliance loops with global partners under rigid SLAs at Zifo.

Prioritization Figma Layouts A/B Experiments

Tech, Data & ML

Analytics Stack [TECH-02]
Python, ML & Deep Learning PIPELINE ON

Built predictive MVP applications and data pipelines. Experienced in Data Preparation, Machine Learning, and Deep Learning.

Software Eng. & Databases DEPLOYED

Proficient in SQL, C#, Git, and Docker. Handled advanced SQL queries, REST APIs, and enterprise clinical applications.

RAG, AI Agents & NLP INTEGRATED

Developing AI agents and RAG applications utilizing LangChain, CrewAI, Hugging Face, and advanced Prompt Engineering.

LangChain CrewAI Hugging Face Docker & AWS

Policy & Strategy

Governance layer [GOV-03]
Federal Policy Audit ENFORCED

Analyzed fertilizer consumption metrics and evaluated municipal implementation patterns of Street Hawker Acts.

Stakeholder Management STEERED

Interfaced directly with government agencies, public representatives, and global pharma structures on SLA targets.

Constituency Mapping ALIGNED

Drafted 15+ Parliamentary legislative inquiries linking key localized regional parameters to federal strategy loops.

Languages Spoken
Tamil English Malayalam Hindi
Academic Base

Education & Credentials

Score: CGPA 8.03
SREC Logo

Bachelor of Engineering in Biomedical Engineering

Sri Ramakrishna Engineering College, Coimbatore

July 2019 - May 2023 | Accredited to Anna University, Chennai

Problem Solving Medical Data Analysis Instrumentation
Validated Credentials

Industry & Domain Certifications

Click "See Certificate" to view the verified credential register.

IBM Logo

IBM Product Manager Professional Certificate

IBM via Coursera | Cred ID: QPUCE9JDMQLE

Issued Jun 2026
See Certificate
Python Logo

Machine Learning with Python

IBM via Coursera | Cred ID: 5MC77EC2EZD5

Issued Jan 2026
See Certificate
MRU Logo

Macroeconomics Principles

Marginal Revolution University (MRU), Virginia

Issued Aug 2025
See Certificate
All licenses registered and verifiable on official university or platform registrar records.

Contact Me

Feel free to connect or copy details for professional alignments and product strategy opportunities.

Email Address abineshrlofficial2001@gmail.com
Mobile Phone 🇮🇳 +91-63830 31277

Also reach out via LinkedIn for professional networking!