DNA INTELLIGENCE

University Innovation & Venture Insights

Research on university startups, research commercialization, talent networks, and venture capital ecosystems.

9 RESEARCH NOTES

01 · INTELLIGENCE
PINNED · Strategy · University Ecosystems

Deals, Talent, and Trust: How DNA Future Helps Venture Find What's Next

How DNA Future helps investment institutions and portfolio companies engage global university innovation ecosystems through deals, talent, and trusted relationships.

15 Min Read↗
02 · INTELLIGENCE
PINNED · Talent & Careers · Column

Venture Capital Careers: 8 Employer Types, 7 Job Functions, and How to Get In

An eight-chapter guide to venture and private-markets careers: employers, roles, internships, resumes, interviews and paths for candidates without prior VC experience.

8 Chapters↗
03 · INTELLIGENCE
Venture Ecosystems · Physical AI · Talent

A Guide to the HongShan Ecosystem for Founders, Operators, and Students

What HongShan’s physical-AI investment strategy reveals—and four routes into its wider ecosystem for founders, operators, and students.

14 Min Read↗
04 · INTELLIGENCE
Venture Ecosystems · Talent & Careers

A Guide to the a16z Ecosystem for Founders, Operators, and Students

Understanding a16z’s platform model, investment priorities, Speedrun, portfolio careers, and university talent network.

6 Min Read↗
05 · INTELLIGENCE
University Venture Signals

Where AI Spinouts Are Emerging Beyond the Usual Campuses

A framework for identifying university AI companies before they enter established venture networks.

Upcoming↗
06 · INTELLIGENCE
Lab to Venture

What Makes a University Spinout Investable?

The technical, team, IP, and market signals that separate research activity from a venture opportunity.

Upcoming↗
07 · INTELLIGENCE
Capital on Campus

How Leading VCs Build Early Founder Access

A look at fellowships, scouts, office hours, and the campus mechanisms that create repeatable deal flow.

Upcoming↗
08 · INTELLIGENCE
Founder Validation

The Signals That Separate Student Projects from Companies

How founder commitment, user evidence, and team formation reveal whether a project can move beyond campus.

Upcoming↗
09 · INTELLIGENCE
Portfolio Talent Signals

Where Technical Teams Are Hardest to Build

What portfolio hiring needs reveal about emerging technical capabilities and constrained talent markets.

Upcoming↗

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