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
Polished AI outputs all look alike now. What sets people apart is the inputs: the prompts, the context, and the corrections, in hiring and beyond.
MB Samuel
Ashwanth SamuelFollow along with Gradient
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A Tale of Two Maps: Why Your Prompts Matter
I asked AI for a map twice. Once I got a spinning globe. Once I got a blob where Florida looks like a cow's udder. The blob came from the better model.
MB SamuelOct 2, 2026 · 4 min read
Build a Brand Skill That Actually Works
One of the first things we help teams set up in our trainings is a /brand skill. Here's how ours is designed, part by part, with a downloadable example.
MB SamuelSep 15, 2026 · 15 min read
Build or Buy an AI Skills Assessment
Build your own AI skills assessment at low volume or while you're experimenting. Buy when you need scores you can defend at scale. How to decide.
MB SamuelSep 14, 2026 · 5 min read
Not Every Candidate Has the Same AI
If your take-home allows AI, you're also testing who can afford a subscription. Why that's a fairness problem, and the three ways teams handle it.
MB SamuelSep 14, 2026 · 3 min read
What to Do When AI Can Solve Your Take-Home
AI-written take-homes all look credible, then fall apart in the live review. How teams are reading the session and the prompts, not just the deliverable.
MB SamuelSep 14, 2026 · 5 min read
Gradient as a teaching tool: Lessons from a classroom pilot
We ran Gradient as a pre- and post-test in a three-week graduate course on generative AI. What the numbers, students, and instructors taught us.
MB SamuelSep 10, 2026 · 6 min read
The Most Human Part of How We Work With AI
Polished AI outputs all look alike now. What sets people apart is the inputs: the prompts, the context, and the corrections, in hiring and beyond.
MB SamuelAshwanth 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
Every resume says the candidate uses AI. Here are the seven ways teams test whether that is true, and what each one actually tells you.
MB SamuelJul 7, 2026 · 9 min read