Forwarded from The Sam-ple
Another tech update for the lurking crowd:
If you have ever prepped for an AWS, Azure, Cisco, or CompTIA certification, you probably already know the worst kept secret in tech: almost 90% of what shows up on exam day is repeated or recycled from previous test dumps.
Naturally, every test prep site turns this into a business by slapping a paywall or a monthly subscription on past questions.
The other annoying part is that the vendor official answer key is notoriously wrong a lot of the time. The real value is actually in the community comments under each question, where people argue back and forth, explain why option B makes zero sense, and vote on the actual right answer.
A while back, instead of clicking through hundreds of pages or paying subscriptions, I built a tool to solve this for myself.
Called it CramCert.
It is an interactive CLI that scrapes entire question dumps with all their discussion threads, and turns them into clean, high resolution A4 PDFs you can actually read or print.
Decided to clean it up and open source it today.
A few cool things about how it works under the hood:
β’ Dual engine setup: It runs headless Playwright to bypass ads, auto trigger the reveal buttons, and snapshot the cards. If a live page is down or blocks requests, it instantly falls back to an offline local engine, so it literally never fails.
β’ Smart PDF slicing: Long comment threads usually get cut off awkwardly at the bottom of the page in standard PDF tools. I wrote a vector graphic clipping algorithm with PDF lib that cleanly slices tall discussion cards across sequential pages with running headers.
β’ Covers 29 providers and over 440 exams with instant search right in your terminal.
If you just want to see what the final compiled PDF looks like, I dropped the complete Microsoft AZ 104 question bank in the resources channel:
π https://t.me/thesam_ple_resources/5
And if you want to run it yourself or dig into the code, the repo is now public:
βοΈ https://github.com/Samtes64/cramcert
(Leave a star if you like it, it feeds the developer ego)
If you have ever prepped for an AWS, Azure, Cisco, or CompTIA certification, you probably already know the worst kept secret in tech: almost 90% of what shows up on exam day is repeated or recycled from previous test dumps.
Naturally, every test prep site turns this into a business by slapping a paywall or a monthly subscription on past questions.
The other annoying part is that the vendor official answer key is notoriously wrong a lot of the time. The real value is actually in the community comments under each question, where people argue back and forth, explain why option B makes zero sense, and vote on the actual right answer.
A while back, instead of clicking through hundreds of pages or paying subscriptions, I built a tool to solve this for myself.
Called it CramCert.
It is an interactive CLI that scrapes entire question dumps with all their discussion threads, and turns them into clean, high resolution A4 PDFs you can actually read or print.
Decided to clean it up and open source it today.
A few cool things about how it works under the hood:
β’ Dual engine setup: It runs headless Playwright to bypass ads, auto trigger the reveal buttons, and snapshot the cards. If a live page is down or blocks requests, it instantly falls back to an offline local engine, so it literally never fails.
β’ Smart PDF slicing: Long comment threads usually get cut off awkwardly at the bottom of the page in standard PDF tools. I wrote a vector graphic clipping algorithm with PDF lib that cleanly slices tall discussion cards across sequential pages with running headers.
β’ Covers 29 providers and over 440 exams with instant search right in your terminal.
If you just want to see what the final compiled PDF looks like, I dropped the complete Microsoft AZ 104 question bank in the resources channel:
π https://t.me/thesam_ple_resources/5
And if you want to run it yourself or dig into the code, the repo is now public:
βοΈ https://github.com/Samtes64/cramcert
(Leave a star if you like it, it feeds the developer ego)
Telegram
the sam-ple resources
β€1π₯1
Forwarded from Immersive Ai
Deepseek released DeepInfer, an inference framework and it's opensource.
Forwarded from Miftah
π Upwork First Job Challenge
Getting your first job on Upwork is the hardest step, so Iβm helping 2 of you break in. πͺ
π₯π₯ 2 winners will get:
β A real job invite from me on Upwork
β 100% FREE
β A review on your profile when the job is done
That first job and review can open the door for everything after. πͺ
π³ Itβs vote-based! Iβll post every entry in the channel, and the 2 with the most votes win.
How to join:
π’ Join this channel π Channel
π© Send me:
β’ Your photo πΈ (Optional)
β’ Your portfolio or website link π
using π @upwar6
π Share the channel with friends so they can vote for you
Getting your first job on Upwork is the hardest step, so Iβm helping 2 of you break in. πͺ
π₯π₯ 2 winners will get:
β A real job invite from me on Upwork
β 100% FREE
β A review on your profile when the job is done
That first job and review can open the door for everything after. πͺ
π³ Itβs vote-based! Iβll post every entry in the channel, and the 2 with the most votes win.
How to join:
π’ Join this channel π Channel
π© Send me:
β’ Your photo πΈ (Optional)
β’ Your portfolio or website link π
using π @upwar6
π Share the channel with friends so they can vote for you
Telegram
Miftah
Software developer | Network Enginer.
π₯2
Miftah
π Upwork First Job Challenge Getting your first job on Upwork is the hardest step, so Iβm helping 2 of you break in. πͺ π₯π₯ 2 winners will get: β
A real job invite from me on Upwork β
100% FREE β
A review on your profile when the job is done That first jobβ¦
Guys, I need your help. Please use this link:
Just join the group and then put your thumb on itβjust vote for me.
https://t.me/Miftahtech/283
Just join the group and then put your thumb on itβjust vote for me.
https://t.me/Miftahtech/283
Telegram
Miftah
Full Name: Usama Awol
Portfolio: https://usamaawol.pro.et/
Portfolio: https://usamaawol.pro.et/
π₯6
Forwarded from Meru
Telegram
Sof Omar Tech Academy
Meryem zeidan 2nd year software student at haramaya universty
I want to take this course because I believe software is more than earning degrees and certificates; it's about building real solutions. I'm eager to gain practical skills.
My goal is to becomeβ¦
I want to take this course because I believe software is more than earning degrees and certificates; it's about building real solutions. I'm eager to gain practical skills.
My goal is to becomeβ¦
π₯3β€2
Forwarded from Abdulfetah Jemal - AJ
Please open Telegram to view this post
VIEW IN TELEGRAM
Telegram
Sof Omar Tech Academy
β
Congratulations π΅
We increased Number of Winners from 3 to 5. Because I see your genuine interest in the Courae.
So the Top 5 Winners will get the Course Completely for free ( 16,000ETB )
GOOD LUCK !
β Application Closes on October 30.
β Voting Deadlineβ¦
We increased Number of Winners from 3 to 5. Because I see your genuine interest in the Courae.
So the Top 5 Winners will get the Course Completely for free ( 16,000ETB )
GOOD LUCK !
β Application Closes on October 30.
β Voting Deadlineβ¦
Forwarded from Abdulfetah Jemal - AJ
Any Tiktok Influencer who can grow this account to : 10k followers
we will pay : 1ETB/1Follower.
10k follower = 10k Birr
preferrably somone whose content is related to education.
If you are interested in this challenge - just dm : @sofomar_contact
or If you know anyone who can do this - consider sharing to them
@sofomar
we will pay : 1ETB/1Follower.
10k follower = 10k Birr
preferrably somone whose content is related to education.
If you are interested in this challenge - just dm : @sofomar_contact
or If you know anyone who can do this - consider sharing to them
@sofomar
Forwarded from Miftah
5οΈβ£Things Every New Freelancer Must Do Before Applying on Upwork π©
Most beginners create an account and start sending proposals right away. Then they wonder why nobody replies. The truth is that clients check your profile before they read your proposal. Get these five things ready first:
1οΈβ£. A complete, professional profile
Upwork shows complete profiles more often, and clients trust them more. That means:
- A clear, friendly photo (face visible, good lighting, no selfies)
- A specific title like βFlutter Developer | Mobile Apps for Startups,β not just βDeveloperβ
- An overview that opens with how you help clients, not your life story
- Skills, education, and languages filled in
Aim for 100% profile completion before your first proposal.
Most beginners create an account and start sending proposals right away. Then they wonder why nobody replies. The truth is that clients check your profile before they read your proposal. Get these five things ready first:
1οΈβ£. A complete, professional profile
Upwork shows complete profiles more often, and clients trust them more. That means:
- A clear, friendly photo (face visible, good lighting, no selfies)
- A specific title like βFlutter Developer | Mobile Apps for Startups,β not just βDeveloperβ
- An overview that opens with how you help clients, not your life story
- Skills, education, and languages filled in
Aim for 100% profile completion before your first proposal.
Forwarded from Mike (Mike)
Buildr is live
Ever found a great Telegram channel and wondered who's actually behind it?
Buildr reads a channel's public posts and turns them into a clean profile: who runs it, what they're building, their journey, and every link. Each line cites the post it came from.
93 builders are already on it, written from 70,000+ of their own posts.
Run a channel? Your page might already exist. Claim it in two minutes with a code in your channel bio. No passwords to your channel, no access needed.
π buildr.mikaelen.site
Find someone cool there? Share their page. Missing someone? Tell me
Ever found a great Telegram channel and wondered who's actually behind it?
Buildr reads a channel's public posts and turns them into a clean profile: who runs it, what they're building, their journey, and every link. Each line cites the post it came from.
93 builders are already on it, written from 70,000+ of their own posts.
Run a channel? Your page might already exist. Claim it in two minutes with a code in your channel bio. No passwords to your channel, no access needed.
π buildr.mikaelen.site
Find someone cool there? Share their page. Missing someone? Tell me
Forwarded from Birhan Nega
A legend in the making! Seeing @Fuadbuild grow and make this kind of progress brings me so much happiness.
Keep growing heir, and congratulations to the entire team on the win! π
Keep growing heir, and congratulations to the entire team on the win! π
Birhan Nega
A legend in the making! Seeing @Fuadbuild grow and make this kind of progress brings me so much happiness. Keep growing heir, and congratulations to the entire team on the win! π
π₯ Huge shout-out to @Fuadbuild and the entire team!
Outstanding work, guys! Keep pushing boundaries and making great things happen! π₯ππ―π₯π₯π₯π₯π₯
#Innovation #Teamwork #TechCommunity
Outstanding work, guys! Keep pushing boundaries and making great things happen! π₯ππ―π₯π₯π₯π₯π₯
#Innovation #Teamwork #TechCommunity
Telegram
DEVpoet ΩΨ€ΩΨ―
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Ψ§ Ψ±Ω
ΩΨͺ Ψ₯Ψ° Ψ±Ω
ΩΨͺ ΩΩΩΩ Ψ§ΩΩΩ Ψ±Ω
Ω
β¨
@Fuadtesfaye dm
https://www.fuad.world/
BUILDR-RFGPVZ
β¨
@Fuadtesfaye dm
https://www.fuad.world/
BUILDR-RFGPVZ
π₯°2