The_Interpreter

I interpret Stock Market, Investing, Relationships | Married. Not here to prove anything. Views are personal.

[The_Interpreter @Interpreter_9]

First 25X stock. Bought at Rs 75

#pgel
#investing
#stocks

This is personal investment. No buy/sell recommendation

[The_Interpreter @Interpreter_9]

@gdalmiathinks Lovely ! May god bless him with health and happiness

[The_Interpreter @Interpreter_9]

@jobelov Offer price ?

[The_Interpreter @Interpreter_9]

@Dutta_Souravd Haha… so you believe cost benefit is only reason why people buy home 😂😂

[Pune @PuneEast]

#Pune

Lodha Belmondo, Gahunje. Riverside township of 150 acres! Has a 9 hole golf course! Many of the buyers have listed their flats on Airbnb, so a great spot for a weekend trip!

[CooperBaggs 💰🍞 @edgaralandough]

My favorite line from Atomic Habits has been living in my head rent-free:

“It doesn’t make sense to continue wanting something if you’re not willing to do what it takes to get it. If you don’t want to live the lifestyle, then release yourself from the desire. To crave the result but not the process is to guarantee disappointment.”���

[Trade Brains @TradeBrainsGrp]

India's Biggest Stock Market Crashes 🚨📉

[The_Interpreter @Interpreter_9]

@MahimaJalan2 Which hotel ?

[The_Interpreter @Interpreter_9]

@1shankarsharma Kya baat hai ! Bahut khoob

[Abhishek Singh @ChaiAndMiles]

Helpful for anyone planning a North-East trip soon.

This was our week long family-trip itinieary :
📍 Places to explore
🏨 Stay recommendations
🍽️ Lunch & dinner options
🚗 Route planning insights

🌿North-East remains one of the most beautiful regions of India and deserves far more attention than it gets. We will plan again but in a different season now.

Any questions? Put them in the comments

[The_Interpreter @Interpreter_9]

@MahimaJalan2 Whats with +971 ? Could have said Dubai, no says going to +91. Being different doesn’t mean being complex

[Amazon News @amazonnews]

https://t.co/Urc9aOWAEI

[The Trading Wolf @TheTradingwolf0]

₹60,000 SALARY CAN CREATE
₹2.1 CRORE🤯

[Aarohi @Olivia9086]

How To Use Claude To Start a Business📍

Follow me (@Olivia9086

[Gauri Tripathi @GauriTripa94282]

Stop asking which cloud is "best."
Ask which one fits the problem.

AWS
• Massive ecosystem
• DevOps stack
• Startup-friendly

Azure
• Enterprise-first
• Hybrid cloud
• Microsoft integration

Google Cloud
• AI & ML
• Big Data
• Kubernetes

Tools change. Skills stays.
#AI

[The Deal Trader @TheDealTrader_]

Macroeconomics: The study of the economy as a whole

[Dr Milan Milanović @milan_milanovic]

𝗟𝗮𝘁𝗲𝗻𝗰𝘆 𝘃𝘀 𝗧𝗵𝗿𝗼𝘂𝗴𝗵𝗽𝘂𝘁 𝘃𝘀 𝗕𝗮𝗻𝗱𝘄𝗶𝗱𝘁𝗵: 𝗪𝗵𝗮𝘁'𝘀 𝘁𝗵𝗲 𝗗𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝗰𝗲?

"The network is slow, let's buy more bandwidth." We hear from time to time, but it rarely fixes anything. The three terms measure different things, and confusing them up leads to the wrong fix.

Here is what each one means:

𝟭. 𝗕𝗮𝗻𝗱𝘄𝗶𝗱𝘁𝗵 𝗶𝘀 𝘁𝗵𝗲 𝗰𝗲𝗶𝗹𝗶𝗻𝗴

The maximum amount of data the link can carry. A 100 Mbps connection means the pipe can move 100 megabits per second under ideal conditions. It says nothing about what we actually get (this part is important).

𝟮. 𝗧𝗵𝗿𝗼𝘂𝗴𝗵𝗽𝘂𝘁 𝗶𝘀 𝗿𝗲𝗮𝗹𝗶𝘁𝘆

Data successfully delivered per second. On that same 100 Mbps link, real throughput comes out at 62 Mbps. Packet loss, congestion, protocol overhead, and retransmissions takes the difference. This is the number that matters when we move large amounts of data.

𝟯. 𝗟𝗮𝘁𝗲𝗻𝗰𝘆 𝗶𝘀 𝘁𝗵𝗲 𝘄𝗮𝗶𝘁

How long one packet takes to get from sender to receiver. Part of it is physics, distance and the speed of light. The rest is routing hops and queues under load. A geostationary satellite link can have huge bandwidth and still feel sluggish because every round trip takes 600ms.

𝟰. 𝗪𝗵𝘆 𝘁𝗵𝗲 𝗱𝗶𝘀𝘁𝗶𝗻𝗰𝘁𝗶𝗼𝗻 𝗺𝗮𝘁𝘁𝗲𝗿𝘀

Different workloads care about different metrics. Gaming and trading need low latency, backups and streaming need throughput, and bandwidth matters only when the pipe itself is the limit. When users say an app feels slow, the first job is finding which of the three is the bottleneck.

𝟱. 𝗛𝗼𝘄 𝘁𝗵𝗲𝘆 𝗶𝗻𝘁𝗲𝗿𝗮𝗰𝘁

High latency also caps throughput. TCP waits for acknowledgments, so on a high-latency link the sender sits idle instead of pushing data. This is why a transatlantic transfer on a 1 Gbps link can be slow at a fraction of capacity.

Quick check: ping tells us latency, iperf tells us throughput, and the provider contract tells us bandwidth.

Which one do you measure first when debugging a slow system?

[Wise Mentor | Leadership @thewisementor]

https://t.co/nqJNJyyt2d

[Igor Buinevici @Igor_Buinevici]

Most people talk about AI like it appeared overnight.

It didn’t.

What we call “AI” today is the result of decades of stacked breakthroughs,

With each layer building on the limitations of the one before it.

Sharing great insights from Luís Rodrigues.

Here’s the breakdown of the AI layers:

1. Classical AI

Rule-based systems. “If this, then that.”

No learning involved. No flexibility.

Just predefined instructions executed exactly as written.

2. Machine Learning

Shift from rules to data.

Feed enough examples, and the system identifies patterns on its own.

It uses past data to predict outcomes. Data over hard coding.

3. Neural Networks

Inspired by how the brain works.

Connected layers of artificial neurons process complex inputs like images, audio, and text.

This is where machines start handling real-world ambiguity.

4. Deep Learning

Neural networks at scale.

Deeper architectures unlocked real performance in language and vision.

This is the backbone behind modern AI breakthroughs.

5. Generative AI

From understanding to creating.

Models now generate content - text, images, code.

Not just analyzing inputs, but producing entirely new outputs.

6. Agentic AI

Where things are heading.

Beyond responses. These systems plan, take actions, and use tools with context.

They don’t just assist. They execute.

You can’t appreciate the top layer without understanding what supports it.

We’re moving past the Generative phase into the Agentic era.

AI is evolving into something that doesn’t just respond but operates.

Those who master it will lead.

P.S. Are you still learning prompts, or starting to build systems?

♻️ Repost to help more people understand what AI actually is.

——

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[Sofia khatun @sofia3973]

50 Websites that feel illegal to know:

DOWNLOADS & MEDIA
1. cobalt. tools — download any video from socials
2. photopea. com — Photoshop but completely free
3. temp-mail. org — disposable email in one click
4. tinywow. com — 100+ free tools in one site
5. archive. org — access any old webpage ever
6. libgen. li — millions of free textbooks
7. sci-hub. al — free research papers
8. alternativeto. net — find free app alternatives
9. justwatch. com — find where to stream anything
10. gutenberg. org — 70K free classic books

RESEARCH & LEARNING
11. pdfdrive. com — free PDF downloads
12. openculture. com — free courses from top unis
13. wolframalpha. com — solve any math instantly
14. remove. bg — remove backgrounds in one click
15. cleanup. pictures — erase objects from photos
16. unscreen. com — remove video backgrounds free
17. squoosh. app — compress any image free
18. excalidraw. com — hand draw diagrams free
19. carbon. now. sh — turn code into beautiful art
20. ray. so — stunning code screenshots

TRAVEL, SHOPPING & SAFETY
21. flightradar24. com — track any flight in real time
22. camelcamelcamel. com — track Amazon price history
23. haveibeenpwned. com — check if you were hacked
24. virustotal. com — scan any file for malware
25. privnote. com — send self destructing messages
26. file. io — share files that auto delete
27. archive. ph — save any webpage forever
28. accountkiller. com — delete yourself from any site
29. radio. garden — listen to any radio worldwide
30. tunefind. com — find songs from any show

ENTERTAINMENT & DISCOVERY
31. musicforprogramming. net — music to focus with
32. mynoise. net — custom focus soundscapes
33. annasarchive. org — search every book ever written
34. elicit. com — AI research paper assistant
35. consensus. app — search what science agrees on
36. connectedpapers. com — map research visually
37. semanticscholar. org — free academic search
38. scispace. com — understand any research paper
39. summarize. tech — summarize any YouTube video
40. phind. com — AI search for developers

DEVELOPER & PRODUCTIVITY
41. regex101. com — test any regex instantly
42. codebeautify. org — format any code cleanly
43. explainshell. com — understand terminal commands
44. tldraw. com — infinite whiteboard in browser
45. downdetector. com — check if any site is down
46. tineye. com — reverse image search
47. fast. com — check your internet speed
48. smallpdf. com — edit PDFs free
49. ilovepdf. com ��� merge and split PDFs
50. 10minutemail. com — temp email in seconds

Follow me @sofia3973 for more AI IDEA.

[Tochukwu UI/UX @Habibat456]

😚