Independent analysis by Gene Dai

AI, work, and hiring.

What companies launch, buy, cut and ask people to do as AI moves into the workplace.

Latest writing

2026-11-03 22 min read

Arjun Karanam Puts Expert Corrections Into the Training Loop

Trajectory's co-founder wants deployed AI agents to learn from expert edits. Its new graders and one-rollout research expose a harder question: who decides which corrections should change a model?

Read the article

An illustrated hand marks a paper answer and arrows carry the correction through a learning loop to a checked result. — AI-generated editorial illustration.

From the archive

SHL Assessments: Practice Tests, Scores and Buyer Checks
Cursor vs GitHub Copilot: Pricing, Privacy and Workflow Fit
Jeff Dean: Google Chief Scientist, Papers and Engineering Work

Research desk

Explore

Source-linked evidence. CSV, JSON and Markdown.

AI hiring procurement evidence 6 records
AI and employment evidence 8 records

About the author

I'm Gene Dai, co-founder of Metix AI. I write about product, technology and work.