Jyotirmoy Nath

Assamese | AI, PhD @iitdelhi

[Chief Minister Assam @CMOfficeAssam]

People from across Assam are coming forward to contribute online to the Chief Minister's Relief Fund, reflecting a strong spirit of solidarity during the unprecedented flood situation in parts of Upper Assam.

HCM Dr. @himantabiswa expressed his heartfelt gratitude to every individual for standing with the flood-affected people through their generous support.

[Jyotirmoy Nath @JNath25]

@JioCare @jiocare solve the issue asap. You are doing scams . I want a solution in asap , also an human executive to call me back.

[Jyotirmoy Nath @JNath25]

@JioCare @reliancejio @JioFiber
It's been 30+ days since I ordered JioFiber (Order No. NO0001EC69OU). I was promised installation within 7 days. After waiting 15 daysI requested cancellation, but your representative falsely claimed it was cancelled and now doesn't answer my call

[Mrinal Talukdar @mrinaltalukdar8]

This is the personal pen and asthi (sacred relics) of Gurujona Srimanta Sankardev. They are preserved at Madhupur Satra, where they continue to be cared for in a traditional manner. (1/2)

[Jyotirmoy Nath @JNath25]

@JioCare @reliancejio @JioCare @reliancejio Today is day 8 and still NOTHING is working. No engineer has called or visited. You replied here for public show but my issue remains unresolved. My paid Order is NO0001EC69OU. Please give me the Field Manager's phone number or refund my money immediately.

[Jyotirmoy Nath @JNath25]

@JioCare @reliancejio Paid ₹2,222 upfront for new JioFiber connection 7 days ago. Order No: NO0001EC69OU, Landline: [phone]. Local team is ghosting my calls. Helpline says "number not registered." No installation done. Worst service! Please resolve immediately. #JioFiber

[Jyotirmoy Nath @JNath25]

@JioCare @JioCare @reliancejio Nisha, please share the direct contact number or name of the assigned engineer . I have been waiting for 7 days. The local team is not answering my calls and my order number is NO0001EC69OU. Please resolve this today!

[AI With Alina @AlinaAiX]

12 books to master human psychology....

[Maikolll @MZora0419]

Un psicólogo de Harvard afirma:

"Si a los 25 años no has logrado nada, has evitado la ilusión más destructiva de la juventud".

[Dhruv Rathee @dhruv_rathee]

3 Indian civilians mercilessly killed in US Strike

PM Surrender Modi is completely silent on it. Not even a word for the family’s loss.

[Artificial Intelligence Papers @SciFi]

Prompt Codebooks: Discrete Compositional Optimization for Language Model Instruction Refinement

Jyotirmoy Nath, Neeraj Kumar, Brejesh Lall
https://t.co/4dQuzd0LCM [𝚌𝚜.𝙰𝙸]

[Ruben Hassid @rubenhassid]

Stop bookmarking 50 guides you'll never read.

You can skip all of it with these 15 free guides:

Claude 101: https://t.co/jw2qdIcjnh
Claude Code: https://t.co/UgE9xBXVbE
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Stop prompting: https://t.co/j1LATSJiat
Claude in Excel: https://t.co/mfcXYSACWR
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AI Slides (PPT in 2026): https://t.co/L0bPMgXci6
Set up Claude Cowork: https://t.co/uWTpOI3Woc
Claude to sound like you: https://t.co/99RzxXU3p0
Claude interactive charts: https://t.co/ebCHGZqOF1
Claude as your computer: https://t.co/TxYuHPjgbV
Claude Cowork + Project: https://t.co/Q7AN9CZAbO
Set up AI before prompting: https://t.co/pE3OF72A04
___

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3. Subscribe to my free newsletter: https://t.co/psB7XxB2Y4.

[Swapna Kumar Panda @swapnakpanda]

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[Philosophy Monk @PhilosophyMonk]

30 Short Habits With a Massive Return on Life:

[Mustafa @oprydai]

> I don’t understand why people are still paying in dollars to learn LLMs.

> these 9 lectures from Stanford are a pure goldmine for anyone wanting to understand LLMs in depth.

[Alex Veremeyenko @alex_verem]

This paper from Stanford and Harvard explains why most “agentic AI” systems feel impressive in demos and then completely fall apart in real use.

The core argument is simple and uncomfortable: agents don’t fail because they lack intelligence. They fail because they don’t adapt.

The research shows that most agents are built to execute plans, not revise them. They assume the world stays stable. Tools work as expected. Goals remain valid. Once any of that changes, the agent keeps going anyway, confidently making the wrong move over and over.

The authors draw a clear line between execution and adaptation.

Execution is following a plan.

Adaptation is noticing the plan is wrong and changing behavior mid-flight.

Most agents today only do the first.

A few key insights stood out.

Adaptation is not fine-tuning. These agents are not retrained. They adapt by monitoring outcomes, recognizing failure patterns, and updating strategies while the task is still running.

Rigid tool use is a hidden failure mode. Agents that treat tools as fixed options get stuck. Agents that can re-rank, abandon, or switch tools based on feedback perform far better.

Memory beats raw reasoning. Agents that store short, structured lessons from past successes and failures outperform agents that rely on longer chains of reasoning. Remembering what worked matters more than thinking harder.

The takeaway is blunt.

Scaling agentic AI is not about larger models or more complex prompts. It’s about systems that can detect when reality diverges from their assumptions and respond intelligently instead of pushing forward blindly.

Most “autonomous agents” today don’t adapt.
They execute.

And execution without adaptation is just automation with better marketing.

[Jyotirmoy Nath @JNath25]

@ScholarshipfPhd Hi

[Vipul Gupta @vipul_1011]

Going through 74 interviews while finishing my PhD taught me one thing: every small win counts.

Got next round of interview?..A kind reply?.. Applied to few companies?.. Celebrate it. Go to bed with a smile that day.

[Prof. Feynman @ProfFeynman]

Intelligence isn't the ability to remember and repeat, like they teach you in school. It is the ability to learn from experience, solve problems, and use our knowledge to adapt to new situations.