AbHra

I have survived the rain, the storm, now the sun is shining so beautiful in my life once again.

[AbHra @_abHra_]

@insanekrishnaa link

[AbHra @_abHra_]

@piyushgarg_dev 🤣

[AbHra @_abHra_]

@TechByTaraa Brave

[AbHra @_abHra_]

@TechByTaraa Architecture x86 vs ARM

[Nav Toor @heynavtoor]

10 piracy repos you should NEVER use

SAVE IT

This is NOT a recommendation list. This is a do-not-touch list.

1. Awesome Piracy
A giant index of piracy tools, sites, and “free” content. One click and you’re deep in DMCA territory, not productivity heaven.
Repo → https://t.co/2pfwK86eOH

2. Seedbox‑Lite
A Netflix‑style UI on top of torrents. Streams straight from your seedbox. Also a perfect way to put your IP in every rightsholder’s crosshairs.
Repo → https://t.co/xLqt7rdp34

3. Webtor Self‑Hosted
Pick a torrent, stream it instantly in the browser. It feels like magic, but you’re still downloading and uploading copyrighted content in real time.
Repo → https://t.co/xLqt7rdp34

4. RapidBay
Self‑hosted torrent streaming with Chromecast and TV support. Clean UI, ugly risk. It turns your box into a 24/7 movie piracy hub.
Repo → https://t.co/KzAQmgTowX

5. Cloud‑Torrent
Remote torrent client with a web UI. Great dev work, terrible idea on a paid VPS tied to your real name and card.
Repo → https://t.co/8YCvqsjKuf

6. Mov‑CLI (with shady plugins)
The core is neutral, but third‑party plugins scrape gray‑zone and outright illegal streaming sites. One bad plugin choice, and you’re over the line.
Repo → https://t.co/Lj6zfKXB0V

7. Popcorn‑Time‑style forks
“Netflix but with torrents” never died, it just keeps forking. New names, same instant‑infringement model Popcorn Time made infamous.
Repo → https://t.co/56R7fRppYS

8. Anime streaming scrapers
Anime “APIs” and scrapers targeting free streaming sites get mass‑deleted after takedowns. If your stack relies on them, you’re building on legal quicksand.
Example → search “anime streaming scraper GitHub” / “aniwatch API GitHub”

9. Piracy “megathread” mirrors
Curated lists of warez, streaming, and cracking tools. Reading them isn’t the problem; using half the links absolutely is.
Repo → https://t.co/tMq0Nclc3G

10. “Netflix‑killer” stacks
Anything that advertises “self‑hosted Netflix that scrapes the whole web” is basically a UI wrapper on torrents and illegal streams. Slick, but not safe.

Repo → https://t.co/KFoB1WoHFL
Repo → https://t.co/25e7gplFGA

[Rimsha Bhardwaj @heyrimsha]

10 WEBSITES EVERY INTERNET USER SHOULD CHECK THIS WEEKEND.

Save this list. Most people will never see it.

1. https://t.co/nBTktQ7G52
Shows every data breach your email has ever leaked in.

2. https://t.co/o3CAeIlxNU
Reveals every social profile and login tied to any email address.

3. https://t.co/xgUPIADFIn
Tells you how trackable your browser fingerprint really is.

4. https://t.co/Ks9pMZdyii
Checks if your VPN is actually working or silently exposing your real IP.

5. https://t.co/aLwuxpzSbg
Direct links to delete your account from any major service.

6. https://t.co/w9vQlKu4AW
Scans any file or link against 70+ antivirus engines in seconds.

7. https://t.co/RA4pguwn9p
Shows if your face was used to train AI models without consent.

8. https://t.co/RK05jG0SOY
Exposes every piece of data your browser leaks to websites.

9. https://t.co/zBsYkGmbgB
Tells you which apps on your PC are bloatware or spyware.

10. https://t.co/kFK5N5SybR
Removes paywalls from news sites so reading stays free.

Thanks me later.

[AbHra @_abHra_]

@LoopandPixels Macbook

[AbHra @_abHra_]

@TechByTaraa SELECT status
FROM your_heart
WHERE availability = 'single';

[AbHra @_abHra_]

@LoopandPixels Hi 👋

[AbHra @_abHra_]

@insanekrishnaa Interested

[AbHra @_abHra_]

The best developer tools, free for students: https://t.co/lKAHhrx3Ha via @githubeducation

[Crowdlinker @crowdlinker]

We just shipped DesignMD.
Paste any website URL → get a complete DESIGN.md file in seconds.
Color palette, typography, design tokens — extracted by AI and ready for your coding agents.
Free. No sign-up.
→ https://t.co/a291X6tXGb

[AbHra @_abHra_]

@SoulzBTC Trading

[CryptoSoulz @SoulzBTC]

Claude Trading Folder

I’ve compressed the best trading prompts into one PDF

Get it for FREE:

• Like + Repost + Comment “TRADING”
• Follow me so I can DM you

[Shraddha Bharuka @BharukaShraddha]

Millions of people use ChatGPT, Claude, and Gemini every day.

But almost nobody understands what actually happens between hitting Enter and seeing words appear on the screen.

So I'm providing the entire pipeline into one clean visual 👇

Here’s the breakdown:

→ 𝗧𝗼𝗸𝗲𝗻𝗶𝘇𝗲𝗿
Your input isn’t processed as words.
It’s split into tokens.

“gravity” → ["grav", "ity"]

Each token → a numeric ID.
That’s why LLMs struggle with letters — they never truly “see” them.

→ 𝗘𝗺𝗯𝗲𝗱𝗱𝗶𝗻𝗴 𝗟𝗮𝘆𝗲𝗿
Every token becomes a high-dimensional vector (e.g. 4096 dims).

This is where meaning begins:
Similar words → closer in vector space.

→ 𝗧𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝗲𝗿 𝗕𝗹𝗼𝗰𝗸𝘀 (×𝗡)
The real intelligence lives here.

• Self-attention (Q, K, V) → tokens “look” at each other
• FFN → processes each position
• Repeated dozens of times

This is how context is built.

→ 𝗞𝗩 𝗖𝗮𝗰𝗵𝗲
The most important optimization.

Instead of recomputing everything →
the model stores past attention (K, V)

⚡ Faster generation
⚠️ But memory grows with sequence length

→ This is the real bottleneck

→ 𝗦𝗮𝗺𝗽𝗹𝗶𝗻𝗴 𝗦𝘁𝗿𝗮𝘁𝗲𝗴𝘆
The model doesn’t pick words.
It outputs probabilities.

How you sample = how it behaves:

• Greedy → predictable
• Top-K → limited randomness
• Top-P → balanced
• Temperature → creativity control

Same model. Completely different outputs.

→ 𝗦𝗽𝗲𝗰𝘂𝗹𝗮𝘁𝗶𝘃𝗲 𝗗𝗲𝗰𝗼𝗱𝗶𝗻𝗴
A hidden speed hack.

• Small model predicts ahead
• Large model verifies in parallel

✅ If correct → multiple tokens generated instantly

This is how responses feel fast.

→ 𝗗𝗲𝘁𝗼𝗸𝗲𝗻𝗶𝘇𝗲𝗿 + 𝗦𝘁𝗿𝗲𝗮𝗺𝗶𝗻𝗴
Token IDs → converted back to text

That “typing” effect you see?
It’s not UI animation.

It’s literally token-by-token generation.

⚠️ Two things most people miss:

→ 𝗣𝗿𝗲𝗳𝗶𝗹𝗹 phase = compute-heavy
→ 𝗗𝗲𝗰𝗼𝗱𝗲 phase = memory-heavy

Different problems. Different optimizations.

This is why AI inference is still expensive.

I’ve studied these systems deeply…
and honestly, the more you learn, the crazier it gets.

It’s not just AI.
It’s engineering at insane scale.

Which part of this pipeline surprised you the most? 👇

[AbHra @_abHra_]

NASA built a feature that spells your name using real satellite imagery from 50+ years of Earth observation. 🛰️
This is Landsat. This is what geo-data looks like when it gets personal.
👇 Try it: https://t.co/eBTnyaywUW
#NASA #Landsat #SpaceTech #EarthFromSpace

[AbHra @_abHra_]

@dashboardlim HUBSPOT

[AbHra @_abHra_]

@alifcoder Ebook

[Alif Hossain @alifcoder]

Finance analysts earn $95k–$250k/year.

The ones using Claude AI close work 3x faster.

📘 Claude AI for Finance Professionals — 120+ institutional-grade prompts for equity research, DCF, fixed income, portfolio strategy, earnings analysis, and IB workflows. Excel models included.

Normally $189 → 100% FREE for 48 hrs

Like + RT + comment 'Ebook'

Must Follow me so I can DM you.

[AbHra @_abHra_]

5KB WebGL globe lib.

https://t.co/2RXpyw98pU