Skills Tech Network
Articles
Verified technical talent and community: proof-based hiring signals, technical reputation, mentorship, and staffing in the AI era.
Mapping Your Internal Expert Graph: Who Can Safely Own Which System
When the person who understood a system leaves, the risk is invisible until it is not. How to map who can actually own each part of your stack before that happens.
AI Companies Are Hiding Infrastructure Debt: What That Means for Engineers Whose Careers Depend on Their Platforms
Off-balance-sheet AI debt isn't just a finance story. It's a career risk signal for engineers building on, or interviewing into, these platforms.
Post-Incident Reviews Are a Career Signal Most Engineers Waste
PIRs are one of the richest proof points for senior and staff engineers. Here's why most squander them and how to change that.
What Makes a Technical Community Actually Useful for Career Growth
Most engineering communities are a Slack full of noise. The specific structures, proof, mentorship, accountability, that make a community pay off for a career.
Reference Checks Are a Two-Way Street: What Engineers Should Be Auditing Too
Most engineers treat reference checks as a passive hurdle. Here's why running your own reference check on a hiring manager changes your leverage entirely.
Proof-Based Hiring Signals That Beat the Resume Every Time
A resume is a claim. A worked example, a reviewed decision, a mentor endorsement are proof. The hiring signals that predict on-the-job performance better than a CV.
What Verified Technical Reputation Actually Means in 2026
Reputation used to mean where you worked. Verified reputation means what you can actually prove you did. The shift, and why it favors engineers who document their work.
Mentorship That Actually Moves a Career, Not Just a Coffee Chat
Most mentorship relationships stall at generic advice. The structure that turns a mentorship into measurable career progress within two quarters.