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Beniskumar
10.1K posts

Beniskumar
@beniskumar
Behaviour Science Consultant. Passionate about Personal Finance & Investment Biases,Strong advocate of Equity Cult. Likes&Retweets are not endorsements of views
参加日 Mart 2014
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Beniskumar がリツイート
Beniskumar がリツイート

🤯BREAKING: Alibaba just proved that AI Coding isn't taking your job, it's just writing the legacy code that will keep you employed fixing it for the next decade. 🤣
Passing a coding test once is easy. Maintaining that code for 8 months without it exploding? Apparently, it’s nearly impossible for AI.
Alibaba tested 18 AI agents on 100 real codebases over 233-day cycles. They didn't just look for "quick fixes"—they looked for long-term survival.
The results were a bloodbath:
75% of models broke previously working code during maintenance.
Only Claude Opus 4.5/4.6 maintained a >50% zero-regression rate.
Every other model accumulated technical debt that compounded until the codebase collapsed.
We’ve been using "snapshot" benchmarks like HumanEval that only ask "Does it work right now?"
The new SWE-CI benchmark asks: "Does it still work after 8 months of evolution?"
Most AI agents are "Quick-Fix Artists." They write brittle code that passes tests today but becomes a maintenance nightmare tomorrow. They aren't building software; they're building a house of cards.
The narrative just got honest: Most models can write code. Almost none can maintain it.

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New research reveals that the act of singing can skyrocket immune-boosting antibodies by up to 240% in just one hour.
Recent scientific studies reveal that singing is a biological powerhouse that significantly strengthens the immune system. Specifically, vocalizing triggers a rapid increase in Immunoglobulin A (sIgA), a crucial antibody that protects the mouth, throat, and gut from infection. Research involving choir members has shown that active singing can cause these immune markers to spike by as much as 240% within a single hour. Crucially, the benefit requires active participation; while listening to music offers emotional perks, the physical act of singing produces a far more immediate and substantial surge in antibody levels.
Beyond the chemical boost, singing functions as physical medicine by activating the vagus nerve to calm the body. This process reduces cortisol, the primary stress hormone, and balances the immune response. These findings are remarkably inclusive, showing measurable improvements in everyone from casual singers to cancer patients and their caregivers. Regardless of technical skill or training, the simple act of raising your voice provides a universal tool for enhancing resilience and health.
source: Kreutz, G., Bongard, S., Rohrmann, S., Hodapp, V., & Grebe, D.. Effects of choir singing or listening on secretory immunoglobulin A, cortisol, and emotional state. Journal of Behavioral Medicine.

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Beniskumar がリツイート

My son is 5 yrs old. I'll make sure that he listen to his podcast before he turns 10. No amount of schooling can teach what this guy has taught in 21 minutes.
True market Leader@TmarketL
Game theory Most people are playing the wrong game. If you want to get rich, there are only 3 games that actually matter. Everything else is a distraction
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🧵 Farming robots are no longer experimental.
They're deployed, profitable, and reshaping agriculture.
In orchards, vineyards, vegetable fields, and beyond, they're tackling labor shortages, precision spraying, and chemical reduction at scale.
This is how robotics is quietly becoming the backbone of next-gen agriculture [Save this thread for later 📌]
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Still can't believe how Dhoni did this 🥶
Ravi@ravimane53
Quote The Greatest Stumping in Cricket History!
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Beniskumar がリツイート
Beniskumar がリツイート

An IAS officer in Chhattisgarh FIXED a maternal health CRISIS that the government couldn't solve with a recipe older than modern medicine.
She did it with a ladoo!
Yes, you read that right 🤯
Okay so here’s what happened:
Koriya district had one of the worst maternal health records in the state:
→ High-risk pregnancies → Underweight babies → Mothers going into labour severely anaemic.
Simply because pregnant women weren't getting enough nutritious food.
So District Collector Chandan Tripathi did something no consultant would pitch.
She turned a grandmother’s ragi modak into a structured maternal health system.
Here’s what they did differently:
→ Created iron-rich ragi modak ladoos (dietician approved)
→ Gave 2 ladoos daily to every pregnant woman
→ Added iron supplementation from the 5th month
→ Paired each woman with a “Poshan Sangwari” to ensure she actually consumed them
They called it the Koriya Modak Ladoo programme.
The most brilliant part about this is that they didn't hire outsiders to make the ladoos.
The same women it was meant to help now make the ladoos, earning ₹10,000–12,000 per month.
And look at the results now:
✅ 57% reduction in low birth weight cases.
✅ 362/398 underweight mothers gained healthy weight
✅ 3,00,000+ ladoos distributed so far.
And all of this was possible not because of a ₹100 crore government tender but because of trust in community knowledge and the will to execute it properly.
Sometimes the most powerful solutions aren’t expensive.

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Beniskumar がリツイート

Little Mateo from Panama was filmed saving the chicken from his school lunch. Instead of eating the meat he hid it in a plastic bag. When his teacher told him to eat it he refused. He explained that he would be happier if his mother ate it instead.
What is the most selfless thing you have seen a child do?
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