Work
Here you will find a selection of projects I have worked on — automation systems, agentic AI pipelines, and production-grade workflows.
AI Automation / n8n
n8n pipeline that orchestrates specialised AI agents end-to-end: researches companies, scores against ICP using RAG, generates personalised outreach, and routes qualified leads to HubSpot & Airtable — with a human-in-the-loop approval gate before any CRM write.
Autonomous Security Intelligence
A fully autonomous vulnerability monitoring system built in N8N. Scans a live VPS daily, crosschecks against CVE databases (NVD, CISA KEV, EPSS), uses multi-LLM reasoning to validate whether each CVE is actually exploitable in that specific server context, and alerts with patch instructions — zero manual input required.
AWS Cloud / AI Infrastructure
Production-grade multi-agent RAG system on AWS from scratch. Upload a PDF, ask via REST API, get a synthesised answer from 4 coordinated Bedrock Agents — all traffic private inside a VPC.
Agentic AI
Meta-automation: an AI system that designs and builds other N8N workflows. Uses HITL Q&A via Slack to gather requirements, routes to Claude for JSON generation, and delivers a complete N8N-compatible workflow file.
Workflow Automation
Share a LinkedIn job URL from iOS → Tavily researches the role → AI produces a tailored cover letter, CV match score, keyword gaps, and a customised CV — all auto-saved to Google Drive.
Process Automation
Inbound emails classified into 7 priority categories using OpenAI intent detection. Low-priority messages auto-archived; high-priority emails get AI-drafted replies sent automatically.
AI Processing
Enter topic + slide titles → system validates via live web search → generates PowerPoint, HTML Q&A document, and speaker script automatically. Client-delivered project.
Personal Automation
Dual-trigger pipeline (Telegram or iPhone Shortcut) — capture expenses in natural language → OpenAI parses and categorises → stores structured records to Notion. Zero manual data entry.
Sales Automation
Pre-send quality gate: validates email → analyses quality and deliverability score → rewrites poor emails with OpenAI → reformats to template → delivers final version to Slack.
Content Automation
Fully autonomous content pipeline: scheduled trigger → Gemini generates cybersecurity topic content → formatted for LinkedIn → queued for posting. Zero manual effort required.
Cybersecurity / N8N
Production-grade multi-user auth built entirely in N8N — bcrypt password verification, JWT issuance with 8-hour expiry, and role-based access control enforced at every endpoint via a reusable sub-workflow. MSc Cybersecurity principles applied to real automation engineering.
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