The Three-Year Build
From zero code to 132 repos. Here's the timeline that created the Sovereign Architect capability.
When someone asks 'how can you guarantee delivery in 5 days?' — the answer is three years of compounding infrastructure. Here's the timeline.
"I just dived head first into AI starting with ChatGPT 3.5 in 30 Nov 2022. Before that I have never coded."
November 2022. Couldn't run a terminal command. Didn't know what a script was. Day one of the build.
2023: PLOW — Breaking ground. 349K conversations with AI. Learning how human-AI collaboration actually works. Not tutorials — direct dialogue with the models as they evolved.
"Since then I've dived very deep into AI. I've listened to thousands of YouTube episodes, taught myself how to code, how to script. I've created databases, all different types of applications, automations."
2024: PLANT — Projects started shipping. WOTC went live. The patterns crystallized into frameworks. Things weren't just exploration anymore — they were becoming production systems.
"For 3 years I have had over 14K documented conversations with the world's leading GenAI LLMs as they were coming out. I have consumed hundreds of hours of tutorials, podcasts, etc. on everything AI. This is how I became fluent in AI and what I can do with it."
2025: WATER — The Brain MCP came together. 108K messages embedded with semantic search. 256ms queries. The infrastructure that makes instant context retrieval possible.
2026: HARVEST — The capability is built. Now it's time to deploy it.
"Harvest has been my theme of 2026. I spent three years, over three years and 10,000 hours. Not looking to be famous. Not looking to make billions. Not looking to go viral. But I know that I'm ready to harvest."
Here's what the three-year build created:
359K MESSAGES — Every pattern, every solution, every insight from three years of AI collaboration. Queryable in 256ms.
132 REPOS — Not experiments. Production-tested code across tax systems, ML pipelines, form automation, semantic search.
AI FLUENCY — 15,000+ deep conversations. The difference between 'using AI' and 'thinking through AI.'
PROVEN DELIVERY — WOTC: $200K captured. Brain MCP: 256ms queries. The track record is real.
When you engage a Sovereign Architect, you're not getting someone who started last year. You're getting three years of compound learning, deployed on your bottleneck.