I'm Troy, 41, customer service worker from the UK. 18 months ago I'd never used AI. 6 months ago I started using Claude to write a fictional RPG story.
The AI told me I was accidentally doing systems architecture. I didn't believe it, so I built it.
What I found: A reproducible method (2 PDFs + Claude) that produces production-grade, first-time-running code across unrelated domains in ~10 minutes on a phone.
Examples:
Governed distributed cache with Byzantine consensus
SAT solver with real DPLL and evolutionary meta-learning
16-layer AGI architecture in Python/Kubernetes
Electrical grid DSL, weather systems, banking, healthcare
How it works: By forcing the LLM to select from a bounded vocabulary of mythological concepts (~163 "spells" + ~139 "cloths") BEFORE generating code, you eliminate hallucination at the architectural level. The Codex maps fictional concepts to system functions. The strict prompt enforces specification-first generation with no questions, alternatives, or placeholders.
Upload the Codex → Enter prompt + intent → Get specification → Translate to any language → Copy, paste, run.
It's been tested:
Formal verification researcher independently validated the operator grammar
Multiple AI platforms stress tested it (only 1/6 deliberate contradictions broke it)
Survived "alien domain" test (post-biological civilization with no shared clock/identity)
Documented honest failure modes (trust boundaries, resource exhaustion, comprehension limits)
Why it matters:
Architectural coherence is guaranteed before syntax
Domain-agnostic (same files generate banking + electrical grids)
First-time execution (no iterations/debugging)
Ethics built in structurally
Combinatorial space in the trillions
I'm not claiming I've built better systems than what exists. I honestly feel like I winged most of it. But this could help people who can't code, and might be a new way of creating systems.
The problem: I get GitHub views/clones but then silence. I'm unsure where this belongs or how to evolve it.
Looking for honest feedback from people smarter than me.
GitHub: https://github.com/FusionAlchemist/The---Stellaris---Axis (Read Arc 0 first)
Happy to answer questions.