The Gradient Blog
Notes on AI-fluent hiring, upskilling, and building an AI-native company.

The Most Human Part of How We Work With AI
AI is capable of far more than we use it for, and polished outputs all look alike now. What sets people apart is the inputs, the prompts, the context, and the corrections. Here is how we see that process, in hiring and beyond.
MB Samuel
Ashwanth SamuelFollow along with Gradient
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The Most Human Part of How We Work With AI
AI is capable of far more than we use it for, and polished outputs all look alike now. What sets people apart is the inputs, the prompts, the context, and the corrections. Here is how we see that process, in hiring and beyond.
MB Samuel
Ashwanth SamuelAug 9, 2026 · 5 min read

How Our Gradient CRM Improves Itself Overnight Using Claude Code Routines
We built our own CRM for our startup, Gradient, then wired it to collect feedback, open fixes, and keep our contacts current while the team sleeps.
MB SamuelJul 8, 2026 · 6 min read

How Teams Are Assessing AI Skills in Hiring Today
Companies are trying everything from prompt-engineering trivia to live vibe-coding interviews. Here is a tour of how teams assess AI skills today, and what actually gives high signal.
Jul 7, 2026 · 8 min read