santak

Tinkerer

[santak @santak]

https://t.co/Q2FtjGTJ43

#firefox #fox150

[santak @santak]

11 AI Concepts Explained, Simply https://t.co/hie3xqFFRh

[santak @santak]

@tunarob Very cool, thank you for sharing, will the source be on GitHub 😀

[santak @santak]

@Suryanshti777 book

[Suryansh Tiwari @Suryanshti777]

This AI System Design guide teaches RAG better than most courses.

And I'm giving it away for free (Only for First 4500)

Inside:
• RAG fundamentals & chunking strategies
• Hybrid retrieval (BM25 + vector search)
• Production-level RAG architecture
• Evaluation & RAGAS metrics
• Hallucination reduction techniques
• End-to-end LLM system design

How to get it:
• Follow me (must so I can DM)
• RT + Like
• Comment "book"

I'll dm you

[santak @santak]

In Chess game analogy
Opening Phase – Development & Establishing the “Position”
Middlegame – Tactical Complexity, Sacrifices & Forks (Core of both films)
Endgame – Simplification to Checkmate + King Safety (Part 2 climax & resolution)

@AdityaDharFilms

[santak @santak]

In #Dhurandhar movies, Hamza doesn’t play chess. He is the chess player who turned himself into the ultimate queen on an enemy board, sacrificed everything that wasn’t mission-critical, and delivered checkmate, quietly folded the board and walked off into legend.

contd...

[santak @santak]

#Dhurandhar #Dhurandhar2‌ aren't just movies. It’s ~ 450 minute chess manual with @RanveerOfficial as the grandmaster. Play like Hamza and nothing on your board will ever survive. ♟️ The mission is always about India delivering checkmate to the terror infrastructure.

contd...

[santak @santak]

They’re a visual legend to the rules of chess, hiding in plain sight.

Next time you look closely at a chess set, observe the genius of the game: Even before you make your first move, the pieces are already teaching you how to play. ,

#Chess #Chesspieces

[santak @santak]

The Hidden Geometry of the Set
A standard Staunton set isn’t just aesthetic — it’s instructional.

Flat geometry → straight move (Rook)

Diagonal cut → diagonal move (Bishop)

Radiating crown → multi-directional power (Queen)

Distinct cross → ultimate objective (King)

[santak @santak]

Organic shape → irregular jump (Knight)

Simple sphere → limited but evolving (Pawn)

The board is a battlefield, but the pieces are storytellers.

Next time you set up a game, take a second to look at the tops. They’re not just decoration ...

[santak @santak]

@HiTw93 Thank you 😊

[santak @santak]

@Geetashloks Puri Khaja 🙏🏼

[santak @santak]

@ShivAroor Minimize sugar intake
Maximize water intake

[santak @santak]

@rishibagree Epic level roast 😂

[santak @santak]

it is physics which always wins. There is no appeal, no second chance, no gentle correction.
Only impact. That’s not a tragedy, that’s the price of dancing on the absolute edge with no safety net.

Blue Skies to you Air Warrior

#tejas

[santak @santak]

The truth is brutally simple.
Airshow flying leaves zero margin for error.
Pilots are human—they might fatigue and might misjudge.
Machines have hard physical limits—G-forces, stall speeds, structural tolerances that do not negotiate.

#aeroshow

Cont'd..

[santak @santak]

Hard decks exist but they offer very less room for mistakes when high risk maneuvers are performed with razor thin margins. Then there are environmental factors.
When all these factors collide, those unbreakable limits at 400 mph and 100 feet off the deck,

Cont'd..

[santak @santak]

@aiwithjainam AI