Beyond Prompts is a community series on building, fine-tuning, and deploying real-world AI and LLM applications through hands-on sessions and expert insights.
My son asked for an iPad for Christmas
I said no
“Son, tablets are closed-source walled gardens controlled by centralized corporations”
Instead I gave him a Ledger
He opened it with visible disgust
Then something utterly shocking happened
My wife’s CrossFit trainer Luca got him the iPad my son wanted
“Games should be fun,” he said
“Thank you Uncle Luca” my son hugged him for almost a minute
I pulled my wife aside and explained that Luca is promoting platform-dependent consumption
She mumbled “at least he got him a real gift”
That night, while my son was asleep, I took the iPad and went to the store
Thanks to a generous holiday return policy, I was able to get a full cash refund of $549
Then I bought a gift for my son that he truly deserves
$549 worth of ETH
When I came home my son was crying looking for his iPad
I explained to my son that centralized hardware is temporary
Self-custody is forever
I showed him the receipt for the refund
Then I took him to Etherscan to see the ETH on his Ledger
He started crying and asked when he could play games
I said “when the protocol matures”
He started shaking and cried even more
I smiled
“Decentralization takes patience”
That's a wrap on our first Sandbox by Lightspeed session. Great to see AI founders, engineers, and researchers connect, showcase their work and share feedback to conquer challenges, accelerate their work, and push boundaries of what's possible!
We also had an insightful workshop with @anil_d93 (CTO, Revise Network) on Diagnostic Frameworks for AI Agents.
Here are some key takeaways from the session:
Loss Curves Can Be Misleading: Don’t stop at training and validation loss curves - track gradient norms, weight updates, and activations. They’re your early warning system for vanishing gradients, dead neurons, and stalled learning.
Debug Smarter, Not Harder: Set up a tight feedback loop: Monitor → Alert → Diagnose → Adjust → Validate.
Catch Failures Early: Spot issues like dead neurons or exploding gradients before they derail your run and save weeks of compute and team energy.
Thank you to everyone who joined us. Stay tuned for Session #2!
@Beyond_Prompts@RaunaqVaisoha@AbhiramTarimala
#SandboxbyLightspeed
🚀 Ready to move beyond basic prompts?
Join the Beyond Prompts community—a series of hands-on sessions and expert insights on building, fine-tuning, and deploying real-world AI and LLM applications.