Production
case studies.
Deep-dives on the systems that mattered — architecture decisions, trade-offs, and outcomes from production AI/LLM, fintech, and cloud-native deliveries.
PROMPTLY SOCRATIC SPECS
An AI product architect that Socratically interviews founders and turns the conversation into an engineering-grade spec — modules, an acyclic dependency graph, a living PRD, a consistency score. 16 AI agents propose; deterministic code decides, behind a four-gate cost guard that makes overspend structurally impossible.
SBA LOANS HQ
Multi-tenant SaaS running the full SBA acquisition-financing lifecycle: four portals from one codebase, a blind-listing deal marketplace with e-sign-gated PII release, a 10-stage enforced pipeline, and AI document intake — $33M+ in loans processed.
QUANTA AI DASHBOARD
Self-hosted AI business intelligence in one command. A six-stage natural-language-to-SQL pipeline across four LLM providers — with SELECT-only safety gating, SSH bastion tunneling, AES-256-GCM credential vaulting, and end-to-end AI trace observability.