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I build production-grade applications, AI systems, trading infrastructure, and cloud platforms. My work sits at the intersection of app development, machine learning, automation, and operator-grade UX. Current focus: the Nexural ecosystem, a quant trading stack for research, regime detection, backtest validation, live execution support, journaling, and AI-assisted strategy review. I also run Sage Ideas, an AI-native B2B studio shipping full-stack products, internal tools, automation systems, and cloud infrastructure for operators who need software that works under pressure. |
mode founder-engineer
focus AI apps + trading systems
edge ML, automation, cloud, QA gates
markets ES NQ CL GC SI HG ZB RTY
language Python 3.11 / TypeScript
stack Next.js / FastAPI / Supabase / AWS
standard production > prototype |
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AI-native B2B studio for full-stack software, AI automation, internal platforms, SEO systems, and fractional CTO execution. Positioning: App development, AI systems, automation, cloud, delivery infrastructure |
Institutional-style trading cockpit: quant research, regime-aware workflows, overfit checks, execution support, journaling, and AI copilot concepts. Positioning: Trading infrastructure, ML signals, futures research, NinjaTrader automation |
Creative and experimental brand surface for after-hours ideas, sharper design language, media, and product exploration. Positioning: Brand lab, creative systems, experimental launches |
Professional background, work history, public credibility, and direct contact channel. Positioning: Principal engineer, product builder, cloud and automation operator |
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NinjaTrader strategy analysis and development toolkit. Imports trade logs, calculates institutional-grade metrics, runs Monte Carlo simulations, performs overfitting checks, compares strategies, and produces AI-assisted improvement recommendations.
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Production operating system for Sage Ideas: public site, CRM, contracts, e-signature, billing, client portal, audit logs, admin workflows, and delivery operations in one app.
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Public product surface for Nexural: fintech/trading brand, pricing, product education, proof, and trading cockpit positioning.
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AWS multi-account foundation focused on guardrails, auditability, least privilege, cost controls, and CI-gated infrastructure changes.
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Trading systems need clean data, realistic costs, walk-forward validation, regime awareness, and explicit anti-overfit checks before any result deserves attention. |
The work should become a usable product: admin dashboards, portals, APIs, billing, auth, observability, and deployment pipelines. |
Infrastructure should ship with least privilege, CI gates, audit logs, budget awareness, rollback paths, and security scanning from the first commit. |



