Most “AI requests” are a symptom. I work until the commercial constraint is named: CAC, jurisdiction, go-live risk, inference economics, or a process that already fails without a model.
Approach
How I work with enterprises.
Name the actual problem. Separate who may decide from what it costs to think. Ship a surface that can be audited.
Studio authority (who may act) is not InfraDOME spend (which model, at what cost). Mixing them produces both unsafe decisions and surprise invoices. 7ARCH keeps the lanes separate.
Quotes, secrets, jurisdiction, and Red-compatibility overrides are Commander gates. If a required fact is missing, we stop. We do not average our way through a guess.
Commercial sends, payments, and go-live stay in draft until a human approves. Reflector gates — including RAG quality, white-label, provision dry-run, sovereignty — return ALLOWED or BLOCKED.
Production glass, APIs, AEO discovery, click-tracking, and observability. Cloudflare Pages/Workers, Cloud Run, and honest health endpoints beat a deck about “transformation.”
Incomplete datasets, in-memory logs, unverified payment flags, protocol listings with no live URL — they belong on the surface. Procurement teams already know when they are being sold theatre.
Cost hierarchy and fallbacks are design, not afterthought. Heuristic-first extraction, RAG-order fallback, LiteLLM as ACCESS/economics only — no offer or jurisdiction logic hiding in the spend layer.
Remote/hybrid from Phuket. Singapore employers preferred. Advisory, architecture, and hands-on build. I will not claim a legal right to work in Singapore on this site.