Why the most expensive decision in engineering happens before simulation begins. Thought leadership for CTOs, VPs R&D, and Chief Engineers on concept selection, upstream failure, and what the missing layer in R&D actually costs.

Founder's Desk
Physics & Cross-Domain Discovery
Physics AI
Upstream R&D Intelligence
Fri April, 2026
9 Mins read
Thought Leadership · April 2026 We spent thirty years teaching AI to read. Then to write. Now we're teaching it… See more

Upstream R&D Intelligence
Wed January, 2026
7 Mins read
The $50M Trust Problem: Why Fortune 500 Companies Won't Bet on AI Predictions Every VP of Engineering knows the prototype… See more

Innovation Leadership
Upstream R&D Intelligence
Mon May, 2025
4 Mins read
In a recent article titled "I love electric vehicles – and was an early adopter. But increasingly I feel duped,"… See more

Shilpa Sridhar
Co-founder's Desk

Dr Shankar Venugopal
Chief Mentor

Sridhar DP
Founder's Desk
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