GPU Cloud
Public-safe notes on market structure, architecture tradeoffs, and deployment constraints.
Startup notes
Startup Notes
Technical and market notes from working around startup ecosystems, cloud platforms, AI infrastructure, and applied AI systems.
I use this section to collect observations on AI infrastructure markets, startup architecture, GPU/cloud economics, developer tooling, technical diligence, and the practical path from prototype to production.
This is not investment advice. It is a public record of technical pattern recognition.
AI Infrastructure Markets
Inference Providers
Public-safe notes on market structure, architecture tradeoffs, and deployment constraints.
AI Factories
Public-safe notes on market structure, architecture tradeoffs, and deployment constraints.
Developer Platforms
Public-safe notes on market structure, architecture tradeoffs, and deployment constraints.
Production AI Layers
Public-safe notes on market structure, architecture tradeoffs, and deployment constraints.
Cloud GTM
Public-safe notes on market structure, architecture tradeoffs, and deployment constraints.
Operating Context
AWS Startups Background
Startup ecosystem work provides context for cloud GTM, founder-facing deployment tradeoffs, and early architecture decisions.
AI and Technology Advisory Work
Public notes stay at the pattern level unless exact advisory wording is confirmed as safe to publish.
Founder/Operator Empathy
The focus is practical deployment reality: cost, latency, data access, integration depth, sales motion, and support burden.
Startup Architecture
Patterns from evaluating and building early-stage AI systems: what breaks, what compounds, and what should be measured early.
Technical Diligence Notes
Model Dependency
Data Advantage
Latency/Cost Envelope
Eval Maturity
Deployment Complexity
Margin Structure
Customer Integration Depth
Defensibility
Domain AI Systems
Finance
Records from demos, prototypes, or public-safe technical observations.
Aviation
Records from demos, prototypes, or public-safe technical observations.
Legal/DocOps
Records from demos, prototypes, or public-safe technical observations.
Manufacturing
Records from demos, prototypes, or public-safe technical observations.
Education/Tutoring
Records from demos, prototypes, or public-safe technical observations.
Research Assistants
Records from demos, prototypes, or public-safe technical observations.