All Posts

Insights on AI, engineering leadership, and technology at scale.

March 17, 202610 min read

SOC 2 for Technical Leaders: What You Need to Own

SOC 2 Type I and Type II aren't just for security and compliance teams. Engineering and platform leaders own critical controls-here's how to prepare and sustain them.

compliance
SOC 2
security
March 16, 202610 min read

Building Compliance into Platform: SOC 2, ISO 27001, and Beyond

How to make SOC 2, ISO 27001, and other frameworks a natural outcome of your platform and engineering practices-not a separate compliance project.

compliance
SOC 2
ISO 27001
March 15, 20269 min read

Scaling AI/ML Platforms at Enterprise Scale

What VP-level technical leaders need to know about building and governing AI/ML platforms that serve thousands of engineers and billions of inferences.

AI
platform
leadership
March 14, 20268 min read

Building an AI-Ready Engineering Culture

Shifting engineering organizations to embrace AI-assisted development, tooling, and new ways of working - without losing rigor or ownership. This post covers upskilling, tooling strategy, and how to preserve ownership and quality while scaling AI adoption.

AI
culture
engineering
March 13, 202610 min read

Agentic AI and the Future of Software Delivery

Autonomous agents are moving from research to production. Here's how technical leaders should think about architecture, safety, and org impact. Learn how to define boundaries, implement guardrails, and scale agent use cases without creating new risk surfaces.

AI
agents
platform
March 12, 20269 min read

Technical Debt in the Age of AI Tooling

AI accelerates both feature delivery and the accumulation of debt. How exec-level technical leaders should balance speed, quality, and long-term health. This post covers debt as a strategic variable, how AI affects debt creation, and metrics that matter for the board and peers.

technical debt
AI
engineering
March 11, 202610 min read

Hiring and Retaining Senior Technical Leaders

Principal engineers, architects, and tech leads are force multipliers. How to attract, assess, and retain them in a competitive AI-era market. This post covers what senior leaders want, how to assess for level, and retention strategies that go beyond compensation.

leadership
hiring
talent
March 10, 202610 min read

LLMs in Production: Reliability and Governance

Running large language models in production requires new patterns for reliability, cost, compliance, and risk. A VP-level playbook.

AI
LLM
reliability
March 9, 202610 min read

From IC to VP: Leading Platform and Infrastructure

The transition from hands-on technical leadership to VP of Platform or Infrastructure: scope, mindset, and where to focus your time.

leadership
platform
career
March 8, 20269 min read

Multimodal AI and Product Strategy

Vision, audio, and language are converging in single models. How technical and product leaders should position roadmaps and partnerships.

AI
multimodal
product
March 7, 202610 min read

Cost and ROI of Generative AI at Scale

Executive perspective on unit economics, ROI frameworks, and when to double down or pull back on gen AI investment.

AI
ROI
cost
March 6, 202610 min read

Engineering Org Design for Platform and AI Teams

How to structure platform, ML, and product engineering for speed, ownership, and alignment. Lessons from high-growth and scaled organizations.

org design
platform
AI
March 5, 20263 min read

Welcome to my blog

A short introduction and what you can expect from this space. This is a place for thoughts on software engineering, leadership, and technology as we build and scale teams and products.

meta
welcome