38 posts
AI Engineer postings mention fine-tuning more than any other role (26.2% vs 18.2% MLE vs 4.9% DS) — but a deep dive into 6,802 jobs shows the technical fine-tuning toolkit (LoRA, RLHF, distillation, post-training) actually lives in ML Engineer postings.
June 7, 2026
We scored 222 AI/ML/DS skills on four independent difficulty signals — seniority gating, salary premium, academic depth, and prerequisite stack. One library outscores everything else on the combination employers actually pay for.
June 7, 2026
What 3,215 Job Postings Reveal About Skills That Define each role Ask five people the difference between a Data Scientist, ML Engineer, and AI Engineer, and you'll get five different answers. I decided to let the data…
April 8, 2026
The Next Architectural Layer Beyond Agentic AI OpenClaw and its variants have taken the world by storm. In this article I argue that they represent a new architectural layer beyond what has come to be known as “AI…
February 24, 2026
A Solution to the Challenges AI Teams Are Facing Across industries, many AI teams are feeling a similar strain: high expectations, compressed timelines, and uncertainty about how to execute well. I have seen this…
January 25, 2026
AI Engineering was recently named the #1 fastest growing job by LinkedIn, with data science cited as one of the top roles transitioned from. Meanwhile, every data scientist is in the middle of at best an identity crisis…
January 17, 2026
In the 90s everyone talked about the “information superhighway” that was created by the internet and fiber optics. AI has the same potential to become an “intelligence superhighway.” But that potential is unrealized…
December 6, 2025
The world is transitioning from the Information Age to the Intelligence Age. We need a new set of mental models to thrive in this new age. Below are a few of the mental models I've adopted recently to help guide my work…
July 31, 2025
TL;DR — Edition 4 zeroesin on three tectonic shifts for AI founders: 1. Enterprise Agentics – agent frameworks such as Google’s new ADK, CrewAI and AutoGen are finally hardened for production, and AWS just shipped a…
April 30, 2025
