AI & Technology

I turn complex business processes into scalable agentic workflows—merging classical software engineering with cutting-edge LLM orchestration.

Current Focus

CAPS (IPG)

Agentic commerce-analytics pipeline transforming raw retail data into actionable briefs.

OakFire.ai

Early-stage SaaS for dataset cleaning & instant insight generation.

LangGraph Extensions

Internal tooling for multi-model orchestration.

Core Specialisations

Agentic workflows

E-commerce analytics

LLM systems

Data-science strategy

Blog

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IPG
Principal Architect
LLM
Orchestration
Agentic
Workflows

Professional Builds

Enterprise-scale systems delivering measurable business impact through automation, analytics, and AI integration.

E-commerce PDP Monitor

CAPS-Trackers • Python, Automated Monitoring

Built an automated monitoring system tracking product optimization rollouts across 83 high-priority ASINs. Features intelligent change detection, multi-time window analysis, and executive-ready HTML reports.

PythonWeb ScrapingAutomation

Impact: 2.5 hours/week saved

AI Content Generation Pipeline

Brief Generation • OpenAI API, AsyncIO, FastAPI

Architected a multi-agent AI system for automated product optimization brief generation. Features parallel processing, structured JSON outputs, automated fact-checking, and cloud storage integration.

OpenAI APIAsyncIOAWS S3

Impact: 80% reduction in brief creation time

ROI Impact Calculator

CAPS-KPI • Next.js 15, TypeScript, PostgreSQL

Developed a full-stack analytics application measuring business impact of e-commerce optimizations. Features real-time dashboards, ML-powered scoring, and statistical confidence analysis.

Next.jsTypeScriptRecharts

Impact: Data-driven decision making

Analytics Data Pipeline

McKinsey Dataset • Python, XGBoost, PostgreSQL

Created a robust data pipeline processing ~400 ASINs with ~2000 search terms. Features ML-based sales interpolation, intelligent caching for 4x performance improvement, and comprehensive validation.

XGBoostData EngineeringCaching

Impact: 4x processing speed improvement

These systems demonstrate expertise in modern AI integration, data engineering at scale, and creating measurable business value through intelligent automation.