Ezra Stjärna-Shively

Director-Level TPM · AI/ML Automation · AWS Bedrock · Global Operations

If you need someone who has removed 600,000+ labor hours through AI-enabled automation, redesigned global operations for 3.5x productivity gains, and can still architect technical solutions from AWS cloud infrastructure to physical prototyping - that's the intersection I live in.

At Amazon, I founded AIS (Amazon's first structured frontline-to-executive feedback loop), scaling from a 2-person pilot into a 22-person global engine spanning 5 regions and serving 1M+ Amazon sellers. Over five years, I drove $17M in budget impact, prevented $8.6M in cost leakage, and architected systems now running 386,000 automated cases per year - without human intervention.

I was also the first person in a 2,200-person organization to leverage AWS Bedrock (Claude, Titan) for advanced statistical modeling. Using generative AI, I diagnosed a capacity planning problem that had defeated every prior approach for 5+ years, cutting the forecasting error rate from 29% down to under 5%.

What makes me different: I don't just manage technical programs - I understand the systems underneath them. I can map end-to-end distributed architecture, partner with L7 engineers to scope SDE-weeks and define API integration points, and build proof-of-concepts from scratch to validate feasibility before committing resources. Whether that's a 3-phase routing automation serving 5M contacts or a serverless NFC-enabled product prototype built for $20 in materials.

My career arc is intentional: user-centered design research, then operational transformation, then AI/ML-enabled global programs, then technical leadership. The through-line has always been the same: understand the human system, map the technical system, find the intervention point, measure everything.

Currently exploring Director TPM, VP Technical Operations, and Senior Program Management opportunities in Seattle where AI fluency, systems thinking, and global operational leadership create transformational impact. Let's talk.

Work

A career built on understanding systems, human and technical, and redesigning them for scale.

Technical Skills

AI/ML: AWS Bedrock · Claude · Titan · VertexAI · MLOps · Amazon Q · Prompt Engineering · Kiro

Cloud & Systems: AWS (QuickSight, Lambda, IAM, CloudTrail) · Google Apps Script · Serverless Architecture · API Integration

Automation & Tools: Visual Basic · Google Sheets CMS · Asana · OKR/KPI Frameworks · Office 365

Physical Prototyping: Fusion 360 · OpenSCAD · 3D Printing · Laser Cutting · CNC Machining · NFC/IoT · Embedded Systems

Connect

I'm actively exploring Director TPM, VP Technical Operations, and Senior Program Management roles in Seattle. If you're working on hard operational or AI/ML problems at scale, I'd love to connect.