apurvns
ApurvNS

https://txt.apurvns.xyz

Finding patterns in chaos

Public Key

npub1nd8ker8rzrkkpk5qhs4aqkxxldp2yttgmpy49la6kctknh2ktjesr2alt9

NIP-05 Address

Profile Code

nprofile1qqsfknmv3n33pmtqm2qtc27strr0ks4z945dsj2jl7atv9mfm4t9evcpz3mhxue69uhhyetvv9ujuerpd46hxtnfduqs6amnwvaz7tmwdaejumr0dsq5q5hs

Publishing to

relay.pocketnostr.com

relay.damus.io

nos.lol

Author Public Key

npub1nd8ker8rzrkkpk5qhs4aqkxxldp2yttgmpy49la6kctknh2ktjesr2alt9

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Last Notes

2026-04-19 13:35:25 CEST

Today is Akshay tritiya - auspicious day to begin. Starting something that has been on my mind for a long time.
The first step is - a project around the discourses of my guru, transcribing his video and audio lectures and turning them into a RAG pipeline so this knowledge can be searched, studied, and engaged with through AI. I will also write my learnings during this process.
The second one is - sharpening my writing and content creation skill.
Work on things that preserve, illuminate, and transmit what matters.
Happy Akshay tritiya 🙏

2026-04-15 08:53:39 CEST

"Almost all AI systems are designed to produce highly confident-sounding output, but this fluency does not equate to correctness. Interacting with confident AI can cause users to overestimate their own intelligence and abilities. Studies show human self-confidence often aligns with AI confidence, even when the AI is wrong."

2026-04-15 03:52:58 CEST

Traditional Gujarati bhajans, preserved in my grandmother Virbala Baa’s diary and lovingly handwritten by my mother, are shared in my grandmother’s loving memory.
“મારે મળવું છે પણ શાને તું મળતો નથી ..
ચિતડું તુજમાં ચોંટાડ્યું છે છતાંય તું મળતો નથી.”
https://youtu.be/VO1FiIvRPes?si=9IZefICLyh5rrcVF

2026-04-12 20:31:37 CEST

Hermes Agent - Complete Mental Model
As I dug deeper into LLM context engineering and memory management in practice, I came across the Hermes agent (The agent that grows with you) and became curious about how it manages context and storage.
https://apurvns.substack.com/p/hermes-agent-complete-mental-model

2026-04-12 06:06:40 CEST

खलस्य शक्ति: परपीडनाय ।
For the wicked (khala) power is only for tormenting/harming others.

2026-04-09 08:03:39 CEST

The new meta-skill of this decade : continuous systems thinking + ruthless pragmatism.
We are in this weird, accelerated era where nothing stays calibrated for long. What worked yesterday - a strategy, a tool, a mental model, even a whole system, can quietly become obsolete or even counterproductive by next week.
The skill that actually matters now is knowing when and how to re-calibrate without losing momentum : spotting the limitations early, killing what no longer serves, and adapting before the lag becomes painful.
https://blossom.primal.net/55a1b5c863b610a14bacf0fb2e8c8b85e5d47407f4a0d3b54e5b574b3bb09f09.jpg

2026-04-09 05:49:31 CEST

AI poverty loop :
Need money ? → Need AI agents → Need good PC + subscriptions → Need money !

2026-04-08 08:12:34 CEST

Inference Engineering - The Architecture and Economics.
https://apurvns.substack.com/p/inference-engineering-the-architecture

2026-04-06 06:07:02 CEST

The immediate labor-market impact of frontier AI may be less visible in mass layoffs than in the quiet disappearance of entry-level knowledge-work roles..
https://apurvns.substack.com/p/the-bottom-rung-is-gone

2026-03-31 16:16:35 CEST

React Legend Solved The Web's Oldest Performance Bottleneck
https://open.substack.com/pub/apurvns/p/react-legend-solved-the-webs-oldest

2026-01-29 07:23:35 CET

AI outsourced knowledge. The economy is moving from “can you?” to “will you?”
Knowledge is no longer the bottleneck.
Intent, taste, and judgment are.

2026-01-13 21:25:07 CET

Today one more chapter of my life ends here (or say new one starts)…
A chapter dissolves.
The reader remains.
द्रष्टा एव अवशिष्यते (The seer alone remains.)
https://image.nostr.build/4f207a631570c354cf4e04ad3386077695c3530d1f7698027fc23aaa4b6aeb16.jpg

2026-01-13 20:59:08 CET

Just shipped - CashFlow Pro - Track expenses, split costs with friends, collaborate in real-time.
- I was tired of over complication of available apps and too many ads and restriction on features behind pay wall so this app removes such hurdles for me .
- Perfect for business ledgers & group trips
Try it → https://cashpro.pages.dev https://image.nostr.build/de719fa7f35e7505e5fa3f8540113e030ccbe352a897daf0cd15cf978dd88f78.png https://image.nostr.build/752dd934684a2fe4550d6d9b11318d6214874e403db0680a84d9dcaa78b4cfaf.png https://image.nostr.build/48a5b7890331281bfcd1957a32715868a555dcd70d9d001ec872292d388995b5.png https://image.nostr.build/a29ffa0b7724580e1b3d4af6ee91dfc34effccabb52c21617a9eaeac059a64f8.png

2026-01-10 22:48:03 CET

I Ported the "Situation Monitor" dashboard to track Indian geopolitics just for fun, I think there are many possibilities with this , will explore more.
Check here : https://bharatops.pages.dev https://image.nostr.build/2a086dab37cda5ee75c1b296ffc52393990751b3484cac1c38fa97f2315e5c75.png https://image.nostr.build/a9bff1cccb527b926480c37232a0395e500aeb932b017d0862f19fc41d3217c5.png https://image.nostr.build/bcfd42691a6b32e173fc20760e641d9a9a513d9b6edc00c455194480384faf8b.png https://image.nostr.build/2eb4c14fd2882c0f1471747ba1145f6b5f2fc72c7d014ecb00c37f65a367b213.png

2026-01-08 04:59:15 CET

Anusthan Online (https://anusthan.online) - Ancient practice. Modern interface.
(Anushthan is disciplined, intentional action performed with inner commitment, not just outer ritual. It can be spiritual (japa, meditation, vrat), intellectual (daily study, writing), or even modern (code, research, building) — if done with discipline + meaning + duration.)
- Set goals,
- maintain discipline,
- streaks & statistics,
- see daily, weekly, and monthly practice patterns,
- mobile friendly interface.
https://image.nostr.build/a7957e9f900941e67e6d8d0b6ffc64785c8ebd0f166ef75a926f26dadd88ccc7.png https://image.nostr.build/d426ba8376cf039d28c77afd9099f1a3d0809ba5c73a6291533acf70f03390ed.png https://image.nostr.build/b5671975131d45bda0960233ca6b74dfda1ab29c9fa721fa1631f6e635bd2cbb.png

2026-01-06 21:57:03 CET

Operation Absolute Resolve was not merely a political strike, but a strategic campaign to secure the Guiana Shield’s vast reserves of Tantalum and Coltan-minerals existential to US dominance in AI and defense.
https://blossom.primal.net/1998d8da1a9152ec4a3e8bbca1b301536cb5fb4a5a4eee446fae3c0f379f4969.mp4

2025-04-19 16:37:21 CEST

https://image.nostr.build/819d84c85e4ee089804d815ec04bb02958205fa46df7258e99bcca92c01d2949.jpg

2025-04-10 19:11:48 CEST

- reply

there is no such directory as I freshly installed app and it still crashes .. i submitted git issue with error log

2025-04-05 12:09:32 CEST

Finished Reading P T Barnum's - The Art of Money Getting
My key takeaways : https://apurvns.pages.dev/blog?post=key-takeaways-from-p-t-barnum%27s---the-art-of-money-getting

2025-04-01 18:33:05 CEST

You are an instrument, not a source. play your song.

2025-03-30 09:40:55 CEST

- reply

thanks. any self-hosting solution?

2025-03-30 09:29:17 CEST

- reply

@npub1xts…kk5s

2025-03-30 08:08:37 CEST

notedeck keep crashing on my machine, previously it used to work @npub1xts…kk5s
https://image.nostr.build/201458790e96269cf44d5f76beaeb962a2cce0742934c249857d0adb23dc8d07.jpg

2025-03-30 07:38:09 CEST

any nostr relay available which supports search (NIP-50) on user_metadata_kind ? @npub1qqq…n47m

2025-01-09 11:19:36 CET

Give a man worthy reason and he will fight till his last breath

2025-01-09 11:16:27 CET

Clear political & cultural identity can boost development, like China. No public opinion or interference allowed .. if unlimited freedom meant progress, jungles would have skyscrapers. Balance is the key.

2024-12-13 10:43:23 CET

The biggest perplexity of an intelligent man is his ignorance about himself

2024-11-29 13:27:37 CET

Today's AI boom is - timing meeting readiness. Multi-layer neural network was unlocked when Back-propagation introduced in ML during 80s but stalled without data and compute. The difference between 'impossible' and 'inevitable' is often just time.

2024-11-27 22:04:09 CET

Machine learning moving analytics from descriptive mode to perspective .. a shift from insights to action..

2024-11-27 21:10:47 CET

'Athato Brahma Jigyasa'
Now therefore enquiry into Brahma

2024-11-27 19:16:38 CET

Write to Learn

2024-11-26 17:52:02 CET

Feeling is the only way through which ideas are conveyed to the subconscious mind. That’s why man who doesn’t control his feelings may easily impress subconscious mind with undesirable states.

2024-11-26 17:06:08 CET

Play dumb, but don’t be ignorant

2024-11-25 17:49:53 CET

We consume so much content without truly absorbing or creating from it. Learning techniques very well presented in this video :
https://youtu.be/-IzWIf4dAjg?si=bWsvZSANgCZ_zr9m

2024-11-25 11:43:07 CET

Analog computing maturity signals architectural inflection point. stability and programmability constraints are resolved which enables sub-mW deployments, suggesting fundamental compute paradigm shift. More compute, less power.

2024-11-24 18:06:11 CET

God doesn’t love you. Existence isn’t here to help you. You just need to tune with it and BINGO!

2024-11-24 17:31:32 CET

Words are the code that programs our minds and shapes reality.

2024-11-23 13:20:22 CET

- reply

Pause - Question - Re-Evaluate
Uncover your blind spots - your hidden biases and assumptions .
One way to do this - seek feedback from others. The more you seek, the more you grow.
Remember : Discomfort = Growth Zone

2024-11-23 10:56:14 CET

Journey of critical thinking truly begins with self-awareness

2024-11-21 07:52:46 CET

Karm bounded by discipline swiftly flourishes, yields the fruits of one's deepest aspirations.

2024-11-21 06:42:14 CET

AI can help write code, but it won't create the next Bitcoin. Breakthrough ideas still require human creativity and insight. The tools (including AI) just helps to implement those ideas faster.

2024-11-17 18:58:20 CET

ये दुनिया गोरख धंधा है, सब जग माया में अँधा है

2024-11-05 19:23:58 CET

Internet’s ultimate backbone is the vast, hidden submarine cable network running 1.3 million km under the oceans. this “connected world” is anchored to a physical infrastructur by handfulof companies , thats why gov policies and geopolitics directly impacts global connectivity. https://image.nostr.build/2edc28f90039f0974ba69139dd570983b23dcfc7c9b3f6dec18778ce61f205d8.jpg

2024-11-03 14:44:14 CET

Mount Fuji experienced first snowless october in 130 years #note17vr…20hh

2024-02-28 05:46:03 CET

I was wondered how bitcoin nodes locate each other ? Bitcoin DNS seed servers are the secret sauce. But here's the catch: they're hardcoded - centralized, a potential single point of failure for the whole protocol. Isn’t it ?
https://github.com/bitcoin/bitcoin/blob/1b2460bd5824170ab85757e35f81197199cce9d6/src/chainparams.cpp#L112 https://image.nostr.build/6355364dc14127549c01aad3b925a9777b85956c8fba052aa48dce90a06cf185.jpg