Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Gene
As AI code tools become integrated into programming environments, students increasingly describe intended behavior in natural language and rely on these tools to generate code, shifting emphasis from code writing to specification. Yet littl
https://arxiv.org/abs/2607.10674v1 ↗Thesis fit
Good fit
Within your typical scope; diligence still required.
In your usual scope
Idea match
Light
How close the company’s idea is to your thesis statement
Sector
ai
Overlap with sectors you care about
Geography
Unknown
Location unknown — scores 0
Your thesis: “We back exceptional technical founders building AI-first products and infrastructure, deploying $100K checks within 24 hours.”
Founder → stable
Traction → stable
Idea vs market ↑ improving
▸ Add / edit details
Correct facts used on the next screening or memo.
People
N
Nasser Giacaman
1.0
low confidence
V
Valerio Terragni
1.0
low confidence
P
Paul Denny
1.0
low confidence
V
Viraj Kumar
1.0
low confidence
Zach Sims
Alexandra Diracles
Melissa Halfon