Started Coding as a kid🙇♂️.
For long, worked alongside developers, almost twice my age👨💻.
Built tons of interesting products along the way & sold them💰.
Turned my life around🏆.
My love for Software Development helped me achieve this, at my age🧑💻.
If I could, you can too.
@AnkurSingh Hahaha .... what a chapri :-p
The guy on the left seems to be from some alternate world while one on the right looks uncomfortably embarassed by all this 😂😂
Karpathy found a way to reduce token consumption by 90%
The problem is that the LLM re-reads the same files over and over again, loses context between documents, and provides less accurate answers as a result
The solution is called Wiki Layer the LLM cleans, structures, and links all your data once, after which it never works with raw files again
Three folders `raw/` for originals, `wiki/` for a clean knowledge base in Markdown, and files with rules for the agent
Result up to 90% token savings on repeat queries, automatic links between documents, and a visual knowledge graph in Obsidian
Everything stays on your local machine nothing goes to the cloud
CBSE people didn't configure their AWS bucket properly and now we can paginate & enumerate all their media which has 2026 answersheets & question papers. ListObjectsV2 works without any auth and the bucket root is listable too — anyone on the internet can download any scanned booklet — across institutions. Multiple institutions are using the same bucket, insanely insecure.
I think it is about time that @narendramodi ji needs to give marching orders to Shri Dharmendra Pradhan. The NEET cancellation followed by CBSE fiasco is a major execution disaster. Apart from the disaster on execution front, there is now talk about towards favoritism in appointment of execution agencies.
Involving Armed Forces in NEET execution will not restore the faith of lakhs of children and their parents. Its like using a band-aid to prevent a dam from bursting! There is no guarantee that the disaster will not strike again in one form or the another unless complete overhaul is done.
Probity demands that the Education Minister needs to resign and a complete relook needs to be taken at the NEET execution and the CBSE copy checking system.
What main stream media is expected to do, many individuals in social media are doing it on their own initiative.
Three students have unraveled the whole CBSE OSM mess, which should have been part of investigative journalism by main stream media.
Individuals in the society enjoy better credibility than organisations. All pillars of democracy need to function well for our society to be robust.
I think as a society we need to ensure that these students are not hounded.
Instead of acknowledging the problem, CBSE was sending communication to school principals to create reels saying everything is fine.
Everything is becoming PR and reels.
🇮🇳🇺🇸 Diplomacy is not emotion. It is signalling.
Many questioned India’s “cold protocol” during US Secretary of State Marco Rubio’s visit.
“Why no excessive optics?”
“Why no red-carpet drama?”
“Why such a measured reception?”
A week later, the answer writes itself.
Rubio meets Pakistan’s Foreign Minister Ishaq Dar in Washington DC.
And this is exactly why India handled the visit the way it did.
Nations don’t run on social media excitement. They run on strategic memory.
🇮🇳 India remembers:
• Decades of US-Pak military cooperation
• Weapons supplied in the name of one war being used for another
• Temporary alignments changing with geopolitical convenience
India welcomes partnerships.
But India does not confuse partnership with dependence.
The message from New Delhi was simple:
🤝 We will engage.
🌎 We will cooperate.
🛡️ But we will never outsource our strategic judgement.
Respect is mutual.
Protocol is messaging.
Strategic autonomy is non-negotiable.
The era where global powers dictated terms to India is over.
Today’s India shakes hands confidently…
But stands firmly on its own feet.
— Major Samar Toor
Infantry Combat Veteran 🇮🇳
Another Dog lover came forward to expose this Dog Maf!a nexus.
Swati, a dog lover tried to do something for dogs and she witnessed the Scams and Cru3Ity, which are going on the name of Stray dogs.
She posted about it & exposed our beloved Maneka Gandhi + her scam organization.
👇🏻