Every ship, decision and lesson — logged. No polishing, no backdating.
Giraffy Reach now speaks Model Context Protocol. AI agents can search jobs, prepare applications and track outcomes directly against the platform.
Contract-to-contract applications now run on autopilot. This is the engine behind 3000+ C2C contracts surfaced per day.
Concierge service providing hands-on & AI job application submitting on behalf of job seekers.
I picked Google Cloud because it was my field and Spendbase brought a $2,000 Google incentive. Azure was ready to put $250K on the table. Learning GCP changed how I think about computing — but the decision log exists so the trade-offs stay visible.
Early on I took application security lightly. Hackers cost me $8,000 in a single weekend — before Google could even flag it. Every product since ships hardened first.
