The Slice

Fresh insights for hardware innovators

Essential insights on hardware engineering, manufacturing, and entrepreneurship, served in digestible portions for busy professionals.

Dec 1, 2025

What We're Learning About GPU Infrastructure for Visual Imaging ML in Research Settings

Research teams running visual imaging machine learning—whether analyzing kelp forest imagery, tracking wildlife populations, or processing satellite data—face a problem that's remarkably consistent across domains: the infrastructure they need to run experiments is either inaccessible, unpredictable, or both. We're building Pandoro to address this, and in the process, we're learning a lot about what researchers actually need versus what the market typically offers. This piece is a reflection on

Nov 19, 2025

The $3,000/Month You’re Spending on Project Plans That Don’t Work

The tools designed for planning either don’t exist in your price range or require enterprise implementations you can’t justify. So you’ve settled for tools designed for something else and made them work through brute force. That brute force has a name: your engineering leadership’s time.

Nov 12, 2025

What Micron's $100 Billion Delay Reveals About Hardware Planning

Micron's first New York chip fab just got its fourth delay. On November 7, 2025, the company published revised timelines showing the facility won't open until late 2030—a full eight years after the original 2022 announcement, and 2-3 years later than the mid-2028 date they promised just this summer. Let's let that sink in for a minute. This isn't just another tech project delay. This is Micron—a Fortune 500 company with $25 billion in annual revenue, 49,000 employees, and $6.1 billion in feder

The Slice

May 6, 2025

Build Priority Chaos: How to End the Daily Confusion in Hardware Manufacturing

Manufacturing priority chaos costs hardware teams more than time—it destroys predictability and morale. When engineering, sales, and production can't agree on what to build next, deadlines slip. See how top teams create clarity with a single source of truth.

The Slice

Apr 23, 2025

The 3 Questions Every Hardware Team Needs to Answer Each Morning

Start each morning with three questions that transform chaotic hardware production into strategic execution. Discover how successful teams create clarity across engineering, manufacturing, and supply chain to consistently meet customer deadlines and eliminate the daily guesswork of what to build.

The Slice

Apr 14, 2025

Right-to-Left vs. Bottom-Up: Rethinking How We Plan Hardware Projects

With 91.5% of hardware projects exceeding budget or schedule, traditional planning approaches are failing us. Discover how right-to-left planning—starting with your end goal and working backward—can transform your engineering projects.