AI systems, Toronto data tools, GEO experiments, VR research, and essays on psychology and belief.
I'm Joshua Opolko, a builder and writer in Toronto. I run live experiments and publish the receipts: 0 to 1,800 AI citations in 120 days, the GEO Field Manual, and the Toronto data tools below, all self-hosted and refreshed daily.
Local Tools
Live Toronto datasets I build and run, each rebuilt daily from official sources.
NowServingTO
Daily-fresh directory of newly licensed Toronto restaurants, classified by cuisine.
Kids Events Toronto
Curated daily directory of distinctive Toronto kids and family events, museums, nature, festivals and more.
HomeTurf
Toronto neighbourhood income-stability data for families choosing where to put down roots.
AI & GEO
Case studies and field notes on getting cited by AI, written from systems I actually operate.
GEO: 0 to 1,800 AI Citations
A live case study: three Claude Code audit runs, ten fixes, and Bing data showing the citation ramp.
Optimizing for AI Citation
GEO replaces click optimization with citation optimization, what that means in practice.
Site as AI Infrastructure
How to become a trusted source for ChatGPT and Claude, with real bot traffic data.
LLM-as-ETL Architecture
Building a data pipeline around Claude instead of bolting it on.
Claude Code Spec Workflow
A spec-driven MCP workflow for turning requirements into clean, tested code.
Research
Long-form essays on psychology, trauma, belief, and belonging.
Hypersensitivity
A unified theory of adaptation across marginalized communities, shared mechanisms, two-path model.
Princess & the Pea
When physical restriction from childhood trauma creates symptoms identical to psychological disorders.
Architecture of Belonging
How intra-community trauma shapes three distinct trajectories of adaptation.
Terror Management
How death anxiety drives authoritarian religious belief, TMT applied to high-control groups.
Winter Manifesto
The law of the internalized sol. Rejecting the tyranny of the seasonal cycle.