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Case Studies
Case Studies
In the world of power tools, innovation is the key to staying ahead of the competition and meeting the evolving…See more
Editors pick
- The story of Corning’s Gorilla Glass is a fascinating example.
- For decades, the potential of this toughened glass remained largely untapped.
- The turning point came when Steve Jobs, the co-founder of Apple Inc.
- The collaboration between Apple and Corning proved to be a monumental success. See all articals
Watch and Listen
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Founder's Desk
Founder's Desk
I tested GPT-4, Claude, and Gemini on the same battery design challenge. All three violated the second law of thermodynamics.…See more
Sridhar DP
Founder's Desk
Editors pick
- The story of Corning’s Gorilla Glass is a fascinating example.
- For decades, the potential of this toughened glass remained largely untapped.
- The turning point came when Steve Jobs, the co-founder of Apple Inc.
- The collaboration between Apple and Corning proved to be a monumental success. See all articals
Watch and Listen
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Innovation Leadership
Innovation Leadership
Shaping the Future with Heartificial Intelligence: My Vision from the 2018 Innovation 4.0 ConferenceRead
Originally written in sris.blog In 2018, alongside my colleague Dr. Kiran BS, I presented a visionary concept at the prestigious…See more
Editors pick
- The story of Corning’s Gorilla Glass is a fascinating example.
- For decades, the potential of this toughened glass remained largely untapped.
- The turning point came when Steve Jobs, the co-founder of Apple Inc.
- The collaboration between Apple and Corning proved to be a monumental success. See all articals
Watch and Listen
-
Physics & Cross-Domain Discovery
Physics & Cross-Domain Discovery
I tested GPT-4, Claude, and Gemini on the same battery design challenge. All three violated the second law of thermodynamics.…See more
Sridhar DP
Founder's Desk
Editors pick
- The story of Corning’s Gorilla Glass is a fascinating example.
- For decades, the potential of this toughened glass remained largely untapped.
- The turning point came when Steve Jobs, the co-founder of Apple Inc.
- The collaboration between Apple and Corning proved to be a monumental success. See all articals
Watch and Listen
-
Podcasts
Podcasts
Collection series - 2021 Want more innovation? Sridhar, Founder & Chief Integrator of Innovation Enabler, discusses creativity and innovation. He…See more
Sridhar DP
Founder's Desk
Editors pick
- The story of Corning’s Gorilla Glass is a fascinating example.
- For decades, the potential of this toughened glass remained largely untapped.
- The turning point came when Steve Jobs, the co-founder of Apple Inc.
- The collaboration between Apple and Corning proved to be a monumental success. See all articals
Watch and Listen
-
Upstream R&D Intelligence
Upstream R&D Intelligence
The $50M Trust Problem: Why Fortune 500 Companies Won't Bet on AI Predictions Every VP of Engineering knows the prototype…See more
Editors pick
- The story of Corning’s Gorilla Glass is a fascinating example.
- For decades, the potential of this toughened glass remained largely untapped.
- The turning point came when Steve Jobs, the co-founder of Apple Inc.
- The collaboration between Apple and Corning proved to be a monumental success. See all articals
Watch and Listen
Quantum leaps : Latest innovation breakthroughs and stratagies , delivered to your inbox .
I Asked GPT-4, Claude & Gemini to Design a Battery. All Violated Physics.
Tue March, 2026
1 Mins read
Sridhar DP
Founder's Desk
Founder's Desk
Physics & Cross-Domain Discovery
Sridhar DP
Founder's Desk
Embracing Nature’s Wisdom: Resolving the Office Temperature Debate through Biomimicry
4 Mins read
I tested GPT-4, Claude, and Gemini on the same battery design challenge.
All three violated the second law of thermodynamics.
They gave me detailed specs, proper citations, professional language—everything sounded perfect.
Except the systems they proposed would extract more heat than the battery generates. Physically impossible.
Cost to discover this with a prototype? $8-12M and 18 months.
This isn’t a bug. It’s the architecture.
LLMs learn what engineering sounds like from text. They don’t learn that energy is conserved.
More parameters won’t fix this—they just make the physics hallucinations more convincing.
Ask Dyson ($600M EV that was economically impossible)
Ask Apple ($10B+ Project Titan killed after a decade)
Ask Lilium ($1B+ before physics caught up)
Traditional R&D failed to catch these upstream. LLMs would too.
What actually works?
Hybrid architecture: LLM discovery + Physics-AI validation + Knowledge graphs.
We’re running this in production with Fortune 500 teams. 10X better performance, zero wasted prototypes, 10 weeks vs 24 months.
The future of AI isn’t about parameter count.
It’s about who builds AI that doesn’t violate thermodynamics.
📄 Full breakdown: “I Asked 3 Leading LLMs to Design a Battery. All Failed Physics.”
https://www.linkedin.com/pulse/i-asked-gpt-4-claude-gemini-design-battery-all-violated-sridhar-dp-xpnic/
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Quantum leaps - : Latest innovation breakthroughs and stratagies , delivered to your inbox .
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