Rahul Srivastava

Poet | Composite Sketch artist | A Biker | An ardent music lover

[Rahul Srivastava @host1rahul]

@RichKettle07 No

[Rahul Srivastava @host1rahul]

Indian cricket is paying the price for zero transition planning. Dhoni had a ready next-gen core. Gambhir inherited chaos, but has only added to it with poor selections, unclear vision, and no stability. India deserves better. #IndianCricket #BCCI #TimeForChange

[Rahul Srivastava @host1rahul]

@instagram
Feedback for version 405.1.0
The new UI feels unintuitive and inconvenient. Basic mobile UX principles suggest that essential actions should be within easy reach of a user’s thumb but the latest design has moved Likes to the top right corner & Messages to the bottom.

[Kosuke @kosuke_agos]

LLMの時代は終了かもしれません。

Samsungが開発した、小型モデル「TRM」が、DeepSeek-R1やGemini 2.5 Proなど1万倍以上も巨大なLLMを、主要な推論テストで打ち破りました。

AIの賢さはモデルのサイズだけでは決まりません。

論文で示されたTRMと重要性を8つのポイントにまとめました。

1. なぜ、これほど小さなモデルが巨大モデルを凌駕できたのか？
その秘密は、答えを出す前に何度も「考え直す」独自の再帰的思考プロセスにあります。 TRMが驚異的な答えを導き出す、5つのステップを紹介します。

2. ステップ1（まず仮説となる答えを素早く下書き）
一般的なLLMが単語を一つずつ生成するのとは異なり、TRMはまず全体的な回答のドラフトを素早く作成します。これは初期仮説として機能します。

3. ステップ2（思考するための「下書き用紙」を作成）
次に、モデルは内部に「スクラッチパッド」と呼ばれる思考専用のスペースを確保します。ここが、本格的な分析プロセスが展開される場所です。

4. ステップ3（徹底的な自己批判を繰り返す）
モデルは最初の答えと元の問題を比較し、最大6回連続で自問自答を繰り返します。「自分のロジックは正しいか？」と問い続け、エラーを特定し、思考を洗練させていきます。

4. ステップ4（洗練された思考を元に答えを修正）
この集中的な内部思考プロセスの後、TRMはスクラッチパッドで洗練されたロジックを利用して、大幅に改善された新しい最終回答案を構築します。

5. ステップ5（自信が持てるまでプロセスを繰り返す）
「下書き→思考→修正」というサイクル全体が、最大16回繰り返されます。各サイクルを経るごとに、モデルはより正確で論理的な結論に近づき、回答に対する高い信頼性を確保します。

6. このTRMの登場は、なぜこれほど重要なのでしょうか？

ビジネスリーダーにとって
競合他社が巨大モデルの莫大な運用コストに苦しむ中、TRMはわずかなコストで優れた性能を提供します。これは、 brute-force（力任せ）なスケール競争からの脱却を意味し、圧倒的なアルゴリズム的優位性を示します。

7. 研究者にとって
「行動する前によく考える」というTRMの能力は、神経科学と記号論理学を組み合わせたAIアプローチの強力な証明です。AIの高度な推論能力は、モデルの規模だけでなく、優れたアーキテクチャ設計によってもたらされることを示しました。

8. 開発者にとって
最先端の推論能力は、もはや数十億ドル規模のGPUクラスターを持つ巨大企業だけの専有物ではなくなりました。TRMは、誰もが手頃なコストで専門的な推論AIを構築・展開できる、効率的な設計図を提供します。

[Gautam Gambhir @GautamGambhir]

India is my identity and serving my country has been the greatest privilege of my life. I’m honoured to be back, albeit wearing a different hat. But my goal is the same as it has always been, to make every Indian proud. The men in blue shoulder the dreams of 1.4 billion Indians and I will do everything in my power to make these dreams come true! 🇮🇳

[Ducati Corse @ducaticorse]

You asked? He delivered! Here’s your souvenir from @PeccoBagnaia! 🫶🏻 #GermanGP

[Rahul Srivastava @host1rahul]

I just had to pause and take a moment to express my heartfelt appreciation for the timeless masterpiece that is "You've Got Mail."
Though I may have discovered this cinematic gem a tad later than most, its beauty and charm have not dimmed in the slightest. Your performances, @tomhanks and @RealMegRyan, were nothing short of exquisite. The way you both brought to life the characters of Joe Fox and Kathleen Kelly was not just acting, it was a symphony of emotions, a delicate dance of wit and warmth. Thank you for sharing your talents, your passion, and your hearts with the world.

Extending the "Dear Void" mail as a token of appreciation from a fan-

"In a city's bustling heart,
Two strangers played a different part.
From rival stores on streets they knew,
To secret friends where love first grew

Through bytes and bits, we came to see,
The beauty in your mystery.
From "Shopgirl" and "NY152,"
A story of a love so true."

[Rahul Srivastava @host1rahul]

Does anyone have an extra 2 tickets available for the CSK vs RCB match on the 18th? #RCBvsCSK #IPLTickets

[Rahul Srivastava @host1rahul]

@msdhoni bhai..It would be a dream come true if I could meet you, even just once. That moment would mean the world to me as a fan.

[Vipin Tiwari @Vipintiwari952]

After 36 runs off 174 balls, Sunil Gavaskar remarked, "It might seem like I'm slow, but that could be because our bowlers have given away too many runs."

- Legend saab, you were slow…and it’s a fact!!

[Rahul Srivastava @host1rahul]

Well the ordinary player here is talking about the game, while the extraordinary (MS Dhoni) is giving performances on the field ! #MSDian

[Rahul Srivastava @host1rahul]

This IPL season, all I crave is to see him walk onto the pitch, that familiar swagger, the glint in his eye.

This is a farewell we cherish, a legend's final victory lap. Let's soak it in, celebrate every roar of the crowd, every helicopter shot. #MSDian #IPL2024 #CSK

[Team Sora: teamsora.bsky.social @Sora_Kishino]

#Toonami
Before we begin: tonight's broadcast is dedicated to the memory of the legendary Akira Toriyama, without whom many of us would not be here.

On some level, we can ALL trace our love of *something* to him.

[Brolo @Brolo_]

Thank you very much Akira Toriyama

[DramaAlert @DramaAlert]

The Dragon Ball Xenoverse 2 community pays tribute and respects to Akira Toriyama. 🕊️❤️

[Rahul Srivastava @host1rahul]

He made his debut with long hairs, and as this IPL marks his final appearance, we fans are rallying in support by also sporting long hairs in tribute "Once a CSKian, always a CSKian" @msdhoni #CSK #IPL2024

[Rahul Srivastava @host1rahul]

@AnuvJain Thank you for sharing this
exquisite track "Husn" that beautifully complements the end of this year. If I were to add a few lines to the song "Husn", I'd probably express something like this. I hope
these lines add a bit of love to an alreadyperfect song! #husn

[Rahul Srivastava @host1rahul]

@msdhoni Mahi bhai, will you come for my birthday too? PLEASE (It's on 31st Aug)

[Rahul Srivastava @host1rahul]

https://t.co/9PdCHCXVkt

[Rahul Srivastava @host1rahul]

Nano and Giraftaar thought they were slick, but Desikalakaar had them doing the "curry shuffle" in no time! 😂 #kalaastar 🔥 #YoYoHoneySingh