Hi, I'm Leigh Anne Miller - AI / ML Solution Architect and Sales Engineering at Miller Strategic Design
I engineer AI/ML systems that tackle complex economic and governmental challenges, particularly focusing on resilience and sustainability. I thrive in fast-paced, innovative environments where I can build 0 to 1 solutions and drive tangible global impact.
At a glance
Curated signals on strengths, focus areas, and how they can help.
Led impactful innovation at Fortune 50 companies like Apple and Google, including work in post-conflict environments.
Currently building Project Pythia, an AI-driven economic decision support tool at X (Google), focusing on nature-positive interventions.
Can provide expertise in developing AI/ML solutions for complex financial or governmental challenges and guide 0 to 1 product builds.
🚀 Career trajectory
Building AI for High-Stakes Decisions
Lead AI Engineer at a stealth startup specializing in Hybrid Intelligence — multi-agent AI systems that act as precise decision-support for multi-billion-dollar real-asset investments, where a technical failure carries direct human and economic consequences. Previously AI Solution Architect at X, the Moonshot Factory (Google), building agentic decision-support for PE and government investors.Tags: Multi-Agent Systems · Agentic AI · Hybrid Intelligence
✦ Hybrid Intelligence
✦ Multi-Agent Systems
✦ Agentic AI
Defense-Industrial Base & Treaty-Allied Capital
Fund Partner at a stealth asset-management firm running three closed-end funds — critical minerals, maritime, and energy — focused on rebuilding America's defense-industrial base with treaty-allied capital. Leads AI tooling, financial modeling, and technical infrastructure across all three funds.
✦ defense tech
✦ private equity
✦ dual-use
Public Service & Global Impact
Senior Fellow at the Institute for State Effectiveness and advisor to the International Security and Foreign Policy Program at the Smith Richardson Foundation. Government engagements in post-conflict environments including Afghanistan and Haiti. Founded and ran a school in India that has operated continuously for 20+ years.
✦ State Effectiveness
✦ Foreign Policy
✦ Global Development
💪🏻 Superpowers
Pioneering AI for Economic Resilience
Leveraging advanced machine learning for capital markets and governments.
✦ Pioneering AI for Economic Resilience
✦ Building agentic decision-support systems for PE and government investors
✦ Modeling nature-based mitigation (NBS) as a driver of asset value and exit forecasting
✦ Applying multi-agent AI to financial services and government decision-making
✦ Bridging Tech and Global Impact
✦ Technical-lead roles at Google (X, the Moonshot Factory), Apple, HP, Nielsen
✦ Government engagements in post-conflict environments, including Afghanistan and Haiti Founded and ran a school in India that has operated continuously for 20+ years
✦ Production stack: Python, FastAPI, GCP / Vertex AI, LangGraph, ADK, A2A, MCP MLOps, model evaluation, and human-in-the-loop AI for high-stakes decisions
✦ Building Production AI for Regulated Industries
✦ 0-to-1 builds of multi-agent systems for finance, defense, and government
Bridging Tech and Global Impact
Applying technical leadership in diverse and challenging environments.
✦ Technical lead roles at Fortune 50 companies like Apple and Google.
✦ Experience in government projects, including post-conflict regions like Afghanistan.
✦ Building and sustaining community initiatives, like a school in India.
Architecting Data-Driven Futures
Expertise in data strategy, machine learning operations, and scalable solutions.
✦ Specializing in multi-agent systems and 0 to 1 builds.
✦ Proficient in deep learning, Python, PyTorch, and cloud platforms (AWS, GCP).
✦ Driving innovation in data architecture, MLOps, and enterprise software.
I'm excited about
✦ Multi-agent and agentic AI for high-stakes, regulated decisions (PE, banking, government)
✦ Rebuilding America's defense-industrial base — critical minerals, maritime, energy
✦ AI systems that work in the world's hardest edge cases, not just the demo
I can help with
✦ Share insights on building resilient systems and supporting indigenous data sovereignty.
✦ Offer guidance on navigating 0 to 1 product builds and strategic market entry.
I would love your help on
✦ Warm intros to LPs and family offices interested in defense-aligned, treaty-allied capital strategies.
✦ Connections to operators and engineers in critical minerals, maritime industrial base, or grid hardening.