Peripheral Coherence as an Engineering Problem Not a Shopping Problem
Great parts can still clash, so check fit, power, and heat first.
Marcus Ifeoluwa
The Rig Intelligencer
Build Planning
The Peripheral Layer Problem in Modern Build Configurators
Planning the monitor and peripherals first makes the tower smarter.
Discontinued Hardware and the Long Tail of Parts Database Coverage
Keeping specs for discontinued parts helps builders using older systems find compatible upgrades.
Theo Abara
More From The Rig Intelligencer
Benchmark Ecosystem Capture and the Sponsored Review Problem
Manufacturers shape what gets tested and how results get framed, even without direct payment.
Simone Vachon-Lebel
3D Model Accuracy Standards for PC Hardware Libraries
Builders should check model sources, limits, and corrections before trusting a library render.
Darya Koslowski
SKU Normalization Across PC Hardware Retailers
Shared product names mask hardware differences that price comparisons alone can't catch.
Simone Vachon-Lebel
How Community Hardware Surveys Surface Purchasing Trends Sponsors Miss
Real purchasing data reveals why most PC builders hold mid-range hardware for years.
Simone Vachon-Lebel
Contributor Ecosystems for Open Hardware Data Projects
Shared standards and governance structures sustain open hardware data projects.
Darya Koslowski
The Case for Open-Source PC Parts Databases
Community-governed data lets builders trust what they buy and developers reuse facts freely.
Darya Koslowski
What AI-Assisted Build Recommendation Engines Get Wrong
AI build engines confuse plausible explanations with verified physical and market compatibility.
Simone Vachon-Lebel
Price Comparison Integration in Build Planners and Retailer Data Freshness
Stale prices in build planners can break budgets when components move faster than data refreshes.
Theo Abara
Setup Builders and Desk Aesthetics as Part of the Planning Loop
Visual aesthetics deserve a seat at the table when planning your PC setup.
Darya Koslowski