AI
Exploring artificial intelligence, models, agents and practical applications.
Innovation lab / digital playground
EXPERIMENT/BUILD/BREAK/LEARN/IMPROVE
The Lab is where curiosity gets a terminal. It is where I document experiments, break things safely and turn technical questions into working answers.
Domains
Exploring artificial intelligence, models, agents and practical applications.
Connecting systems and building smarter workflows.
Experimenting with Linux, Docker, VPS environments and self-hosted applications.
Understanding how systems communicate and connect.
Ethical cybersecurity learning, authorised penetration-testing labs and security research.
Building dashboards, databases, integrations and intelligence systems.
Log
Showing 6 of 6 experiments
Testing whether an agent can draft a campaign performance narrative from structured data without inventing conclusions.
VLANs, firewall rules and isolated subnets for lab traffic — learning network design by living with it.
A closed, self-owned range for vulnerability research and defensive learning. Nothing outside the lab, ever.
Database, scheduler and BI layer running as containers with reproducible configuration.
Notes on retries, backoff and designing workflows that fail politely instead of silently.
A small warehouse pattern for combining platform exports into one queryable model.
Authorised, ethical and controlled
All cybersecurity and penetration-testing activity is performed in authorised, ethical and controlled lab environments, on systems I own or have explicit written permission to test.
If something in the log overlaps with what you're building, I'm happy to share what I've learned.