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Repost from GROUP FOR PROGRAMMERS🖥
🚨 Earn Passive Money Easily 🚨
Since your device is already connected to the internet, you can actually get paid for the data you aren't using.
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Repost from GROUP FOR PROGRAMMERS🖥
You can connect or follow me on Linked[in]
https://www.linkedin.com/in/subarno-roy-3b2251374
Repost from GROUP FOR PROGRAMMERS🖥
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Repost from GROUP FOR PROGRAMMERS🖥
🚨 Earn Passive Money Easily 🚨
Since your device is already connected to the internet, you can actually get paid for the data you aren't using.
Honeygain is a trusted app that runs quietly in the background of your phone or PC. It just securely shares your unused bandwidth with researchers and pays you for it. Your connection stays 100% encrypted, and it never accesses your personal data, files, or browsing history.
🎁 Official Bonus:
If you use the invite link below, you get an instant $5 starting bonus to help you reach your first cash payout faster.
👇 How to set it up in 2 minutes:
1. Click the link and create your free account:
https://bit.ly/3wUxw09
2. Download the app (works on Android, Windows, Mac, or Linux).
3. Log in, let it run in the background, and collect your passive income.
🔗 Claim your free $5 Bonus here:
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💡 Pro-Tip: You can connect both your phone and your laptop to the same account to double your earning speed!
Repost from GROUP FOR PROGRAMMERS🖥
INDIA'S BIGGEST SHOPPING SALE IS LIVE TOMORROW
IS IT REALLY A DEAL🤡?
THIS APP BUYHATKE TELLS —
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💡Software Development Trick
🧩 Do not give an AI agent only a prompt. Give it a project map.
Use Markdown files as an inference harness: they help the agent understand the repository, make safer decisions, and verify its own work.
Claude Code automatically reads CLAUDE.md at the start of a session. Similar project instruction files can be used by other coding tools, but the filename and loading behavior may differ.
Create these files: CLAUDE.md architecture.md decisions.md backlog.md verification.md Rules: - Read these files before editing code. - Inspect the repository before making assumptions. - Update only the relevant Markdown file after a decision. - Never mark a task complete without verification. - If requirements conflict, report the conflict first.verification.md
# Verification ## Every feature must pass - [ ] Happy-path test - [ ] Invalid-input test - [ ] Authentication and authorization test - [ ] Error-handling test - [ ] Database or API integration test - [ ] Manual user-flow test ## Completion rule A feature is complete only when: 1. The code works. 2. Tests pass. 3. The change matches the acceptance criteria. 4. Known limitations are documented.🧠 Rare architect trick: Do not ask AI, “Is this code correct?” Ask it to produce:
1. Implementation 2. Evidence 3. Failed tests 4. Remaining assumptions 5. Recommended next testThis changes AI from a code generator into a system that must provide evidence. OpenRouter Routing Trick Use OpenRouter when you want one application to access multiple models and providers. It supports provider routing, fallbacks, and structured JSON responses.
const response = await fetch("https://openrouter.ai/api/v1/chat/completions", {
method: "POST",
headers: {
"Authorization": `Bearer ${process.env.OPENROUTER_API_KEY}`,
"Content-Type": "application/json"
},
body: JSON.stringify({
model: "YOUR_PRIMARY_MODEL",
models: [
"YOUR_PRIMARY_MODEL",
"YOUR_BACKUP_MODEL"
],
messages: [
{
role: "user",
content: "Return a risk assessment for this software change."
}
],
provider: {
require_parameters: true,
allow_fallbacks: true
},
response_format: {
type: "json_object"
}
})
});
📌 require_parameters: true is useful when tools or structured output are essential. Otherwise, a fallback provider may not support the same capability.
🔗 Research:
OpenRouter Provider Routing
OpenRouter API Reference
OpenAI Harness Engineering
Anthropic Agent Evals
Core idea
Prompt = what the agent should do Markdown files = what the agent must understand Verification = how the agent proves it worked OpenRouter = how your application selects and switches modelsClaim your Free $5 Bonus Here: https://bit.ly/3wUxw09 LinkedIn profile 👇 https://www.linkedin.com/in/subarno-roy-3b2251374 Join our WhatsApp Channel 👇 https://whatsapp.com/channel/0029VbAi27y0lwghBe9mE42i WhatsApp Community Link 👇 https://chat.whatsapp.com/G8wPqAwwm1qHo1AdM8YPkM 1️⃣ Web Development and Web Design 📎 Channel Link: [ https://t.me/webdevelopment_official ] --- 2️⃣ DevOps 📎 Channel Link: [ https://t.me/DevOpsofficial ] --- 3️⃣ Software Development 📎 Channel Link: [ https://t.me/softwaredevelopmentofficial ] --- 4️⃣ Data Science 📎 Channel Link: [ https://t.me/datascience_official ] Share with your College Whatsapp Groups & Friends too All the best 👍👍
Repost from GROUP FOR PROGRAMMERS🖥
𝗧𝗵𝗼𝘀𝗲 𝘄𝗵𝗼 𝘄𝗮𝗻𝘁 𝗿𝗲𝗳𝗲𝗿𝗿𝗮𝗹𝘀 𝗮𝗻𝗱 𝗝𝗼𝗯𝘀 𝗮𝗻𝗱 𝗜𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 𝗼𝗽𝗽𝗼𝗿𝘁𝘂𝗻𝗶𝘁𝗶𝗲𝘀 𝗳𝗿𝗼𝗺 𝗧𝗼𝗽 𝗣𝗿𝗼𝗱𝘂𝗰𝘁 𝗕𝗮𝘀𝗲𝗱, 𝗦𝗲𝗿𝘃𝗶𝗰𝗲 𝗕𝗮𝘀𝗲𝗱 𝗮𝗻𝗱 𝗦𝘁𝗮𝗿𝘁 𝘂𝗽 𝗖𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀 𝗹𝗶𝗸𝗲 𝗔𝗺𝗮𝘇𝗼𝗻, 𝗚𝗼𝗼𝗴𝗹𝗲, 𝗔𝗽𝗽𝗹𝗲, 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁, 𝗜𝗕𝗠, 𝗧𝗖𝗦, 𝗖𝗼𝗴𝗻𝗶𝘇𝗮𝗻𝘁, 𝗪𝗶𝗽𝗿𝗼, 𝗖𝗧𝗦, 𝗚𝗼𝗹𝗱𝗺𝗮𝗻 𝗦𝗮𝗰𝗵𝘀, 𝗢𝗹𝗮, 𝗨𝗯𝗲𝗿, 𝗭𝗼𝗺𝗮𝘁𝗼, 𝗦𝘄𝗶𝗴𝗴𝘆, 𝘂𝗽𝗚𝗿𝗮𝗱, 𝗖𝘂𝗿𝗲 𝗙𝗶𝘁, 𝗛𝗮𝗰𝗸𝗲𝗿𝗿𝗮𝗻𝗸, 𝗚𝗲𝗲𝗸𝘀𝗳𝗼𝗿𝗴𝗲𝗲𝗸𝘀 𝗮𝗻𝗱 𝗺𝗮𝗻𝘆 𝗺𝗼𝗿𝗲, 𝗰𝗮𝗻 𝗷𝗼𝗶𝗻 𝘁𝗵𝗲 𝗯𝗲𝗹𝗼𝘄 network.
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𝗟𝗮𝘁𝗲𝘀𝘁 𝗝𝗼𝗯𝘀 𝗮𝗻𝗱 𝗜𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 𝗨𝗽𝗱𝗮𝘁𝗲𝘀 𝗳𝗼𝗿 𝟮𝟬𝟭𝟳, 𝟮𝟬𝟭𝟴, 𝟮𝟬𝟭𝟵, 𝟮𝟬𝟮𝟬, 𝟮𝟬𝟮𝟭, 𝟮𝟬𝟮𝟮, 𝟮𝟬𝟮𝟯, 𝟮𝟬𝟮𝟰, 𝟮𝟬𝟮𝟱, 𝟮𝟬𝟮𝟲, 𝟮𝟬𝟮𝟳, 𝟮𝟬𝟮𝟴 𝗮𝗻𝗱 𝟮𝟬𝟮𝟵 𝗕𝗮𝘁𝗰𝗵.
Share with your College Whatsapp Groups & Friends.
All the best👍👍
Repost from GROUP FOR PROGRAMMERS🖥
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Happy Learning 👍
Repost from GROUP FOR PROGRAMMERS🖥
🚨 Earn Passive Money Easily 🚨
Since your device is already connected to the internet, you can actually get paid for the data you aren't using.
Honeygain is a trusted app that runs quietly in the background of your phone or PC. It just securely shares your unused bandwidth with researchers and pays you for it. Your connection stays 100% encrypted, and it never accesses your personal data, files, or browsing history.
🎁 Official Bonus:
If you use the invite link below, you get an instant $5 starting bonus to help you reach your first cash payout faster.
👇 How to set it up in 2 minutes:
1. Click the link and create your free account:
https://bit.ly/3wUxw09
2. Download the app (works on Android, Windows, Mac, or Linux).
3. Log in, let it run in the background, and collect your passive income.
🔗 Claim your free $5 Bonus here:
https://bit.ly/3wUxw09
💡 Pro-Tip: You can connect both your phone and your laptop to the same account to double your earning speed!
Repost from GROUP FOR PROGRAMMERS🖥
Hackathon
National Research & Innovation Challenge Season 3
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WhatsApp Community Link 👇
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1️⃣ Jobs and Internships Updates
📎 Channel Link:
[ https://t.me/jobsandinternshipsupdates ]
---
2️⃣ Jobs and Internships India
📎 Channel Link:
[ https://t.me/jobsandinternshipsindia ]
---
3️⃣ GROUP FOR PROGRAMMERS🖥
📎 Channel Link:
[ https://t.me/realgroupforprogrammer ]
Share with your College Whatsapp Groups & Friends too
All the best 👍👍
5 Most common used Java List methods
1. add(E element) - Adds the specified element to the end of the list.
2. addAll(Collection<? extends E> c) - Adds all elements of the specified collection to the end of the list.
3. remove(Object o) - Removes the first occurrence of the specified element from the list.
4. remove(int index) - Removes the element at the specified position in the list.
5. get(int index) - Returns the element at the specified position in the list.
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Repost from GROUP FOR PROGRAMMERS🖥
𝗧𝗵𝗼𝘀𝗲 𝘄𝗵𝗼 𝘄𝗮𝗻𝘁 𝗿𝗲𝗳𝗲𝗿𝗿𝗮𝗹𝘀 𝗮𝗻𝗱 𝗝𝗼𝗯𝘀 𝗮𝗻𝗱 𝗜𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 𝗼𝗽𝗽𝗼𝗿𝘁𝘂𝗻𝗶𝘁𝗶𝗲𝘀 𝗳𝗿𝗼𝗺 𝗧𝗼𝗽 𝗣𝗿𝗼𝗱𝘂𝗰𝘁 𝗕𝗮𝘀𝗲𝗱, 𝗦𝗲𝗿𝘃𝗶𝗰𝗲 𝗕𝗮𝘀𝗲𝗱 𝗮𝗻𝗱 𝗦𝘁𝗮𝗿𝘁 𝘂𝗽 𝗖𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀 𝗹𝗶𝗸𝗲 𝗔𝗺𝗮𝘇𝗼𝗻, 𝗚𝗼𝗼𝗴𝗹𝗲, 𝗔𝗽𝗽𝗹𝗲, 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁, 𝗜𝗕𝗠, 𝗧𝗖𝗦, 𝗖𝗼𝗴𝗻𝗶𝘇𝗮𝗻𝘁, 𝗪𝗶𝗽𝗿𝗼, 𝗖𝗧𝗦, 𝗚𝗼𝗹𝗱𝗺𝗮𝗻 𝗦𝗮𝗰𝗵𝘀, 𝗢𝗹𝗮, 𝗨𝗯𝗲𝗿, 𝗭𝗼𝗺𝗮𝘁𝗼, 𝗦𝘄𝗶𝗴𝗴𝘆, 𝘂𝗽𝗚𝗿𝗮𝗱, 𝗖𝘂𝗿𝗲 𝗙𝗶𝘁, 𝗛𝗮𝗰𝗸𝗲𝗿𝗿𝗮𝗻𝗸, 𝗚𝗲𝗲𝗸𝘀𝗳𝗼𝗿𝗴𝗲𝗲𝗸𝘀 𝗮𝗻𝗱 𝗺𝗮𝗻𝘆 𝗺𝗼𝗿𝗲, 𝗰𝗮𝗻 𝗷𝗼𝗶𝗻 𝘁𝗵𝗲 𝗯𝗲𝗹𝗼𝘄 network.
Join WhatsApp Channel👇
https://whatsapp.com/channel/0029VbAi27y0lwghBe9mE42i
WhatsApp Community Link👇
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LinkedIn profile👇
https://www.linkedin.com/in/subarno-roy-3b2251374
1️⃣ Jobs and Internships Updates
📎 Channel Link:
[ https://t.me/jobsandinternshipsupdates ]
---
2️⃣ Jobs and Internships India
📎 Channel Link:
[ https://t.me/jobsandinternshipsindia ]
---
3️⃣ GROUP FOR PROGRAMMERS🖥
📎 Channel Link:
[ https://t.me/realgroupforprogrammer ]
𝗟𝗮𝘁𝗲𝘀𝘁 𝗝𝗼𝗯𝘀 𝗮𝗻𝗱 𝗜𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 𝗨𝗽𝗱𝗮𝘁𝗲𝘀 𝗳𝗼𝗿 𝟮𝟬𝟭𝟳, 𝟮𝟬𝟭𝟴, 𝟮𝟬𝟭𝟵, 𝟮𝟬𝟮𝟬, 𝟮𝟬𝟮𝟭, 𝟮𝟬𝟮𝟮, 𝟮𝟬𝟮𝟯, 𝟮𝟬𝟮𝟰, 𝟮𝟬𝟮𝟱, 𝟮𝟬𝟮𝟲, 𝟮𝟬𝟮𝟳, 𝟮𝟬𝟮𝟴 𝗮𝗻𝗱 𝟮𝟬𝟮𝟵 𝗕𝗮𝘁𝗰𝗵.
Share with your College Whatsapp Groups & Friends.
All the best👍👍
Repost from GROUP FOR PROGRAMMERS🖥
❤️ Here is the list of highly recommended Telegram channels for your free learning ❤️
Get Free courses with Certificates from top companies
👇👇
https://t.me/realgroupforprogrammer
https://t.me/Coding_CommunityOfficial
https://t.me/programmingbay
https://t.me/programmings_guide
https://t.me/freecoursesupdates
Jobs and Internships Updates:
https://t.me/jobsandinternshipsupdates
https://t.me/jobsandinternshipsindia
Data Structures and Algorithms:
https://t.me/datastructuresandalgoofficial
Web Development and Web Design:
https://t.me/webdevelopment_official
https://t.me/webdevelopmentanddesigning
https://t.me/webdevelopmentandwebdesigning
DevOps:
https://t.me/DevOpsofficial
https://t.me/DevOps_official
Software Development:
https://t.me/softwaredevelopmentofficial
https://t.me/softwaredevelopment_official
Data Science:
https://t.me/datascience_official
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Big Data:
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Machine Learning:
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Cloud Computing:
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Programming Books:
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Android Development:
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App Development:
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Ethical Hacking
https://t.me/ethicalhacking_official
Digital Marketing
https://t.me/digitalmarketing_official
Happy Learning 👍
Repost from GROUP FOR PROGRAMMERS🖥
🚨 Earn Passive Money Easily 🚨
Since your device is already connected to the internet, you can actually get paid for the data you aren't using.
Honeygain is a trusted app that runs quietly in the background of your phone or PC. It just securely shares your unused bandwidth with researchers and pays you for it. Your connection stays 100% encrypted, and it never accesses your personal data, files, or browsing history.
🎁 Official Bonus:
If you use the invite link below, you get an instant $5 starting bonus to help you reach your first cash payout faster.
👇 How to set it up in 2 minutes:
1. Click the link and create your free account:
https://bit.ly/3wUxw09
2. Download the app (works on Android, Windows, Mac, or Linux).
3. Log in, let it run in the background, and collect your passive income.
🔗 Claim your free $5 Bonus here:
https://bit.ly/3wUxw09
💡 Pro-Tip: You can connect both your phone and your laptop to the same account to double your earning speed!
Repost from GROUP FOR PROGRAMMERS🖥
You can connect or follow me on Linked[in]
https://www.linkedin.com/in/subarno-roy-3b2251374
Repost from GROUP FOR PROGRAMMERS🖥
🇮🇳 Support an Indian Startup! ❤️
Buyhatke — India’s shopping assistant startup, founded by IIT Kharagpur graduates, is helping shoppers make smarter buying decisions.
BUYHATKE APP IS AVAILABLE ON PLAY STORE AND APP STORE
Join The channel and show some support
https://t.me/+QJ4Wz5jBdI05MDU1
Repost from GROUP FOR PROGRAMMERS🖥
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𝗧𝗵𝗼𝘀𝗲 𝘄𝗵𝗼 𝘄𝗮𝗻𝘁 𝘁𝗼 𝗽𝗿𝗮𝗰𝘁𝗶𝗰𝗲 𝗰𝗼𝗺𝗽𝗲𝘁𝗶𝘁𝗶𝘃𝗲 𝗽𝗿𝗼𝗴𝗿𝗮𝗺𝗺𝗶𝗻𝗴 𝗼𝗿 𝘄𝗮𝗻𝘁 𝘁𝗼 𝗽𝗮𝗿𝘁𝗶𝗰𝗶𝗽𝗮𝘁𝗲 𝗶𝗻 𝗰𝗼𝗺𝗽𝗲𝘁𝗶𝘁𝗶𝘃𝗲 𝗽𝗿𝗼𝗴𝗿𝗮𝗺𝗺𝗶𝗻𝗴 𝗰𝗼𝗻𝘁𝗲𝘀𝘁𝘀 𝗷𝗼𝗶𝗻 𝘁𝗵𝗲𝘀𝗲 𝗯𝗲𝗹𝗼𝘄 𝗴𝗿𝗼𝘂𝗽𝘀👇👇.
𝟭. 𝗚𝗲𝗻𝗲𝗿𝗮𝗹 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:
https://t.me/cp_discussion_group
https://t.me/allcodingsolution_official
𝟮. 𝗟𝗘𝗘𝗧𝗖𝗢𝗗𝗘 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:
https://t.me/leetcode_cp
𝟯. 𝗖𝗢𝗗𝗘𝗙𝗢𝗥𝗖𝗘𝗦 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:
https://t.me/codeforces_cp
𝟰. 𝗖𝗢𝗗𝗘𝗖𝗛𝗘𝗙 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:
https://t.me/codechef_group
𝟱. 𝗖𝗢𝗗𝗜𝗡𝗚 𝗡𝗜𝗡𝗝𝗔𝗦 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗿𝗼𝘂𝗽:
https://t.me/coding_ninjas_discuss
𝟲. 𝗔𝗧𝗖𝗢𝗗𝗘𝗥 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗥𝗢𝗨𝗣:
https://t.me/atcoder_discuss
𝟳. 𝗡𝗘𝗪𝗧𝗢𝗡 𝗦𝗖𝗛𝗢𝗢𝗟 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗥𝗢𝗨𝗣:
https://t.me/Newton_School_Discuss
𝟴. 𝗞𝗔𝗚𝗚𝗟𝗘 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗥𝗢𝗨𝗣:
https://t.me/kaggle_official
9.Smart India Hackathon:
https://t.me/sih_official
10. ICPC Official:
https://t.me/icpc_Official
1️⃣2️⃣ Read Other People's Code
GitHub is not only for storing your projects. Use it to study how other developers structure applications.
Look at:
• Folder structure
• Component organization
• Naming conventions
• API structure
• Error handling
• README files
1️⃣3️⃣ Learn Basic Security
Even beginners should understand:
• Never expose passwords
• Never commit API keys
• Validate user input
• Use HTTPS
• Hash passwords
• Protect API endpoints
• Don't trust client-side validation alone
1️⃣4️⃣ Write Better README Files
A GitHub repository should explain your project clearly.
Include:
📌 Description
✨ Features
🛠️ Technologies
⚙️ Installation
▶️ How to Run
📸 Screenshots
🌐 Live Demo
📁 Project Structure
🚀 Future Improvements
A good README makes your project look much more professional.
1️⃣5️⃣ Don't Chase Every New Technology
You'll constantly see "New JavaScript framework!", "New AI tool!", "New web development trend!"
You don't need to learn everything. Focus on fundamentals first.
✅ Understand a problem
✅ Design a solution
✅ Write code
✅ Debug errors
✅ Use documentation
✅ Build projects
✅ Deploy applications
✅ Improve your solutions
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Repost from GROUP FOR PROGRAMMERS🖥
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