Gratitude brings happiness | Software Developer | Father | https://xitter.cf/t.co/hVjXGW3o8l | Tweets are my own.

Bangalore
Joined October 2009
A 67-model study measured how often multiple AI models fail on the same task β€” standard stats underestimated this by 2.25x. More models β‰  more safety net. Sometimes one strong model beats a complex routing system. Simple > stacked. marketingprofs.com/opinions/…
16
Nobody talks about the boring part of AI systems: idempotency, retries, and what happens when your β€œsmart” pipeline gets the same webhook twice. LLMs don’t remove the need for engineering discipline. They raise the cost of skipping it. #SoftwareArchitecture #LLM #AIEngineering
1
1
33
Most β€œAI architecture” problems aren’t AI problems. They’re the same distributed systems problems we’ve had for 20 years β€” just with a nondeterministic component bolted on. Fix your data contracts before you fix your prompts. #SoftwareArchitecture #LLM #AIEngineering #SystemDes
1
1
31
"You wander from room to room hunting for the diamond necklace that is already around your neck." – Rumi ✨ #Chintadhara Episode 1 Where is God? | ΰ€­ΰ€—ΰ€΅ΰ€Ύΰ€¨ ΰ€•ΰ€Ήΰ€Ύΰ€ ΰ€Ήΰ₯ˆΰ€‚? | ଭଗବାନ କେଉଁଠି ଅଛନ୍଀ି? πŸŽ₯ WATCH NOW: youtube.com/watch?v=Qzr6u0q3… #HumanValues #ModernLife @NotebookLM
33
The #doing part is getting easier. The real value now isn't creationβ€”it's #verification. The most important #skill isn't speed. It’s judgment. The ability to look at a result and know if it’s actually right. How is this changing what you learn next? #AI #genai #ML
21
The greatness of humanity is not in being human, but in being humane. ~Mahatma Gandhi #quoteoftheday
21