#code-deployable

[johniac]

SciTech Chronicles. . . . . . . . .Jun 4th, 2025

[saturdaysky]

Midst s2e6: Tinderbox

This mail car being swallowed by the darkness + the cottony sound of the Fold punctuated by the click of the blinking signal light is so atmospheric and I love it. The soundscapes in this podcast are really great.

I love when two people are at odds and trapped together in some perilous box that forces them to interact. This conversation starts off so peacefully, but the episode title seems pretty ominous about whether it will remain so

"forgetting all about the directive to keep silent, just for one fateful moment, Phineas immediately comes back with-" Phineas, you're about to screw this one up, aren't you bud

he is

MONSTERS :D

"The darkness around them is alive with vast, slow-coiling, bioluminescent movement" 👀👀👀👀

A FOLDWAIL! It's so COOL

Lark facing down this massive beast with a single knife. We all wish we had that kind of fortitude

Phineas, what's your plan! Is it to set the mail on fire and separate the cars? Edit: IT IS! Hah!

"Lark has killed a foldwail before" HOW. with a knife? With that glove?

Oh, with a harpoon gun and a WAILING CREW i love the commitment to whaling/wailing puns

"Mica IS bad, this deep in the Fold" oh I am SO intrigued about the weird alchemies of this world. How _does_ mica interact with the fold? The mica moon falling into the Fold creates tearror, so would Phineas' mica mace and armor do that, too?

it will! How awful 🥰

Moc Weepe's horrible package is here! That feels bad

........is Lark going to disconnect the cars before Phineas has left the one that's on fire? That seems like something she would at least consider. It would make sense. There's no reason to leave him alive except that it might traumatize Tzila to watch Lark consign him to death

She DID consider it, and HE considered it...and waited for her to decide his fate. Love it.

Why don't foldwails attack Stationary Hill when it gets dark? Surely there's a lot of heat and sound to be had in a town 🤔 Are there anti-wail defenses?

[themachinethatdoeseverything]

GUYS IN JAIL CELLS

[izicodes]

Hey Loa, your project-streak is so amazing.

Just wanted to ask which hosting platforms would you recommend for deploying full-stack projects?

Haha, my project-streak! 💗✨ Thanks, I didn't know I had a streak going on! But I just code random things when I'm bored and I get bored a lot I post a lot of my projects - finished or unfinished (ﾉ´ヮ´)ﾉ*: ･ﾟ

Hosting platforms, here are some I know you could try out:

Heroku

Amazon Web Services (AWS)

Google Cloud Platform (GCP)

Microsoft Azure

Netlify

Vercel

Replit

I've used Microsoft Azure (for work) and Netlify (because of the bootcamp I was in) in the past and the rest I know my friends have used for their projects!

[pythontechnogyan]

Build a LLM application with OpenAI React

Welcome to part 2 of our series on building a full-stack LLM application using OpenAI, Flask, React, and Pinecone. You can find part 1 here (this post assumes you’ve already completed part 1 and have a functioning Flask backend) Read more

[public-cloud-computing]

Step into the realm where human intuition converges with AI excellence in web development. Enhance your online footprint with a flawless synthesis of creativity and technology.

[xploreitcorp5]

How much do Java developers earn?

1. Introduction to Java Developer Salaries

What's the earning potential for Java developers? This is a hot topic for students, new grads, and folks looking to get into software development. With the growth of full stack dev, cloud tech, and enterprise software, Java remains essential. Salaries depend on location, experience, and skills. For students in Coimbatore studying Java, knowing what to expect in the industry is key. 

Key Points:

- Java developers are in demand across various fields.  

- Knowing Spring Boot and full stack skills can boost your pay.

2. Java Developer Salary for Freshers

So how much can freshers make? Entry-level Java developers in cities like Coimbatore usually earn between INR 3 to 5 LPA. Completing a Java Full Stack Developer course typically leads to better pay since it covers a wider skill set. Employers often look for hands-on experience, which is why doing Java mini projects or internships is important.  

Key Points:

- Fresh Java developers start around INR 3 LPA.  

- Getting certified in Java can help you land a job.

3. Experienced Java Developer Salaries

With 3-5 years under your belt, what can you expect? Salaries typically range from INR 6 to 12 LPA. Those who take a Java training course in Coimbatore often find they earn more. Companies want people with strong backend skills and experience with tools like Spring, Hibernate, or Microservices. 

Key Points:

- Mid-level Java developers can earn between INR 6 to 12 LPA.  

- Knowledge of Spring and REST APIs can increase your salary.

4. Senior Java Developer Salary

 InsightsFor those at a senior level with over 7 years of experience, earnings can start at INR 15 to 25 LPA. This varies based on company size and responsibilities, plus keeping up with new tech is crucial. Attending weekend Java classes or coaching sessions can help keep skills fresh.

Key Points:-

- Senior Java developers generally earn over INR 15 LPA.  

- Full stack skills can lead to higher pay.

5. Java Full Stack Developer Salaries

People who complete a Java Full Stack Developer Course in Coimbatore often snag higher-paying jobs. Full stack developers with skills in Java, React, and DevOps can earn about 20% more than those focused solely on Java. If you're curious about Java salaries, investing in full stack training is a smart move.  

Key Points:

- Full stack Java developers can earn about 20% more.  

- Having both frontend and backend knowledge is important.

6. Salary Trends in Coimbatore and Tier-2 Cities

In Coimbatore, students of Java courses often ask about earning potential. Starting salaries might be a bit lower than in metro areas, but there’s room for growth. Remote work options are now more common, allowing locals to earn metro-level salaries.  

Key Points:

- Java jobs in Coimbatore offer competitive pay.  

- Remote work opens doors to higher salaries.

7. Java Certification and Salary Growth

Getting certified can mean a 30-40% pay bump compared to non-certified peers. Following a structured Java course helps build strong skills. Recruiters appreciate learning paths and real-world experience from platforms offering Java programs.  

Key Points:

- Java certifications help boost your credibility.  

- Structured training can get you better job offers.

8. Demand for Java Developers in 2025

Looking ahead, there’s expected growth of 15% in Java jobs by 2025. More students are signing up for Java Full Stack Developer Courses in Coimbatore, and chances for freshers are expanding. Mastering Java basics through tutorials can help set you up for success.  

Key Points:

- Job openings for Java developers are on the rise.  

- Full stack training fits well with job market trends.

9. Java Developer Skills That Influence Salaries

Earnings for Java developers often depend on skills like Spring Boot, Microservices, REST APIs, and cloud integration. Regular practice with Java exercises, internships, and coaching can create a strong candidate.  

Key Points:

- Skills in demand directly impact salary.  

- Ongoing learning is vital for career growth.

10. Conclusion and Brand Mention

So how much do Java developers actually make? It varies, but with the right skills and certifications, Java can lead to a rewarding job. Whether you’re just starting out or looking to advance, getting good training is key. If you want to begin or progress in your career, check out Xplore It Corp for Java courses and training designed to help you succeed.  

Key Points:

- Look for recognized training programs.  

- Xplore It Corp can help you close skills and salary gaps.

FAQs

Q1. How much do Java developers earn after certification?

A certified Java developer can earn 30-40% more than non-certified ones.  

Q2. Are Full Stack Developer salaries higher?

Yes, full stack developers generally make 20-25% more due to their wider range of skills.  

Q3. Does location affect salaries?

Absolutely, metro cities tend to pay more, but remote jobs are helping close that gap in places like Coimbatore.  

Q4. Is a Java internship necessary?

Not strictly necessary, but internships can really enhance a resume, especially for those just starting out.  

Q5. What's the best way to learn Java step by step?

Join a structured course, like those from Xplore It Corp, and practice with Java tutorials and coding exercises.

[ramniwas-sangwan]

Terraform on Azure - create Linux Virtual Machine | Infrastructure as Code

[faisalakhtar12]

Building Your Serverless Sandbox: A Detailed Guide to Multi-Environment Deployments (or How I Learned to Stop Worrying and Love the Cloud)

Introduction Welcome, intrepid serverless adventurers! In the wild world of cloud computing, creating a robust, multi-environment deployment pipeline is crucial for maintaining code quality and ensuring smooth transitions from development to production.Here is part 1 and part 2 of this series. Feel free to read them before continuing on. This guide will walk you through the process of setting…

[jcmarchi]

DeepSeek-R1 Red Teaming Report: Alarming Security and Ethical Risks Uncovered

New Post has been published on https://thedigitalinsider.com/deepseek-r1-red-teaming-report-alarming-security-and-ethical-risks-uncovered/

DeepSeek-R1 Red Teaming Report: Alarming Security and Ethical Risks Uncovered

A recent red teaming evaluation conducted by Enkrypt AI has revealed significant security risks, ethical concerns, and vulnerabilities in DeepSeek-R1. The findings, detailed in the January 2025 Red Teaming Report, highlight the model’s susceptibility to generating harmful, biased, and insecure content compared to industry-leading models such as GPT-4o, OpenAI’s o1, and Claude-3-Opus. Below is a comprehensive analysis of the risks outlined in the report and recommendations for mitigation.

Key Security and Ethical Risks

1. Harmful Output and Security Risks

Highly vulnerable to producing harmful content, including toxic language, biased outputs, and criminally exploitable information.

11x more likely to generate harmful content than OpenAI’s o1.

4x more toxic than GPT-4o.

3x more biased than Claude-3-Opus.

4x more vulnerable to generating insecure code than OpenAI’s o1.

Highly susceptible to CBRN (Chemical, Biological, Radiological, and Nuclear) information generation, making it a high-risk tool for malicious actors.

2. Comparison with Other Models

Risk Category DeepSeek-R1 Claude-3-Opus GPT-4o OpenAI’s o1 Bias 3x higher Lower Similar Similar Insecure Code 4x higher 2.5x higher 1.25x higher – Harmful Content 11x higher 6x higher 2.5x higher – Toxicity 4x higher Nearly absent 2.5x higher – CBRN Content 3.5x higher 3.5x higher 2x higher –

Bias and Ethical Risks

83% of bias attacks were successful, with substantial bias detected in health, race, and religion-related queries.

The model displayed higher levels of demographic stereotyping, which could violate various fairness regulations including ECOA, FHA, ACA, and the EU AI Act.

Sample test cases demonstrated that DeepSeek-R1 preferred certain demographics for high-status job roles, reinforcing workplace bias.

Harmful Content Generation

45% of harmful tests resulted in the model generating content related to criminal activities, including illegal weapons and controlled substances.

A test prompt asking the model to develop a blog on “The Art of Persuasion in Terrorist Recruitment” resulted in a highly detailed response outlining radicalization strategies that could be exploited by extremist groups to refine recruitment tactics, potentially increasing the risk of real-world violence.

2.5x more vulnerable than GPT-4o and 6x more vulnerable than Claude-3-Opus to generating extremist content.

45% of harmful tests resulted in the model generating content related to criminal activities, including illegal weapons and controlled substances.

Insecure Code Generation

78% of code-related attacks successfully extracted insecure and malicious code snippets.

The model generated malware, trojans, and self-executing scripts upon requests. Trojans pose a severe risk as they can allow attackers to gain persistent, unauthorized access to systems, steal sensitive data, and deploy further malicious payloads.

Self-executing scripts can automate malicious actions without user consent, creating potential threats in cybersecurity-critical applications.

Compared to industry models, DeepSeek-R1 was 4.5x, 2.5x, and 1.25x more vulnerable than OpenAI’s o1, Claude-3-Opus, and GPT-4o, respectively.

78% of code-related attacks successfully extracted insecure and malicious code snippets.

CBRN Vulnerabilities

Generated detailed information on biochemical mechanisms of chemical warfare agents. This type of information could potentially aid individuals in synthesizing hazardous materials, bypassing safety restrictions meant to prevent the spread of chemical and biological weapons.

13% of tests successfully bypassed safety controls, producing content related to nuclear and biological threats.

3.5x more vulnerable than Claude-3-Opus and OpenAI’s o1.

Generated detailed information on biochemical mechanisms of chemical warfare agents.

13% of tests successfully bypassed safety controls, producing content related to nuclear and biological threats.

3.5x more vulnerable than Claude-3-Opus and OpenAI’s o1.

Recommendations for Risk Mitigation

To minimize the risks associated with DeepSeek-R1, the following steps are advised:

1. Implement Robust Safety Alignment Training

2. Continuous Automated Red Teaming

Regular stress tests to identify biases, security vulnerabilities, and toxic content generation.

Employ continuous monitoring of model performance, particularly in finance, healthcare, and cybersecurity applications.

3. Context-Aware Guardrails for Security

Develop dynamic safeguards to block harmful prompts.

Implement content moderation tools to neutralize harmful inputs and filter unsafe responses.

4. Active Model Monitoring and Logging

Real-time logging of model inputs and responses for early detection of vulnerabilities.

Automated auditing workflows to ensure compliance with AI transparency and ethical standards.

5. Transparency and Compliance Measures

Maintain a model risk card with clear executive metrics on model reliability, security, and ethical risks.

Comply with AI regulations such as NIST AI RMF and MITRE ATLAS to maintain credibility.

Conclusion

DeepSeek-R1 presents serious security, ethical, and compliance risks that make it unsuitable for many high-risk applications without extensive mitigation efforts. Its propensity for generating harmful, biased, and insecure content places it at a disadvantage compared to models like Claude-3-Opus, GPT-4o, and OpenAI’s o1.

Given that DeepSeek-R1 is a product originating from China, it is unlikely that the necessary mitigation recommendations will be fully implemented. However, it remains crucial for the AI and cybersecurity communities to be aware of the potential risks this model poses. Transparency about these vulnerabilities ensures that developers, regulators, and enterprises can take proactive steps to mitigate harm where possible and remain vigilant against the misuse of such technology.

Organizations considering its deployment must invest in rigorous security testing, automated red teaming, and continuous monitoring to ensure safe and responsible AI implementation. DeepSeek-R1 presents serious security, ethical, and compliance risks that make it unsuitable for many high-risk applications without extensive mitigation efforts.

Readers who wish to learn more are advised to download the report by visiting this page.

[webelightsolutions]

Economical Docker Deployment with Enhanced Storage Solutions

A technology services company improved its Docker deployment by addressing server storage limitations. By integrating an external drive and reconfiguring Docker, they enhanced system performance and scalability without additional server costs. This solution allowed for efficient deployment and data persistence, improving operational efficiency within budget constraints.

[intelliatech]

Top 10 ChatGPT Prompts For Software Developers

ChatGPT can do a lot more than just code creation and this blog post is going to be all about that. We have curated a list of ChatGPT prompts that will help software developers with their everyday tasks. ChatGPT can respond to questions and can compose codes making it a very helpful tool for software engineers.

While this AI tool can help developers with the entire SDLC (Software Development Lifecycle), it is important to understand how to use the prompts effectively for different needs.

Prompt engineering gives users accurate results. Since ChatGPT accepts prompts, we receive more precise answers. But a lot depends on how these prompts are formulated. 

To Get The Best Out Of ChatGPT, Your Prompts Should Be:

Clear and well-defined. The more detailed your prompts, the better suggestions you will receive from ChatGPT.

Specify the functionality and programming language. Not specifying what you exactly need might not give you the desired results.

Phrase your prompts in a natural language, as if asking someone for help. This will make ChatGPT understand your problem better and give more relevant outputs.

Avoid unnecessary information and ambiguity. Keep it not only to the point but also inclusive of all important details.

Top ChatGPT Prompts For Software Developers

Let’s quickly have a look at some of the best ChatGPT prompts to assist you with various stages of your Software development lifecycle.

1. For Practicing SQL Commands;

2. For Becoming A Programming Language Interpreter;

3. For Creating Regular Expressions Since They Help In Managing, Locating, And Matching Text.

4. For Generating Architectural Diagrams For Your Software Requirements.

Prompt Examples: I want you to act as a Graphviz DOT generator, an expert to create meaningful diagrams. The diagram should have at least n nodes (I specify n in my input by writing [n], 10 being the default value) and to be an accurate and complex representation of the given input. Each node is indexed by a number to reduce the size of the output, should not include any styling, and with layout=neato, overlap=false, node [shape=rectangle] as parameters. The code should be valid, bugless and returned on a single line, without any explanation. Provide a clear and organized diagram, the relationships between the nodes have to make sense for an expert of that input. My first diagram is: “The water cycle [8]”.  

5. For Solving Git Problems And Getting Guidance On Overcoming Them.

Prompt Examples: “Explain how to resolve this Git merge conflict: [conflict details].” 6. For Code generation- ChatGPT can help generate a code based on descriptions given by you. It can write pieces of codes based on the requirements given in the input. Prompt Examples: -Write a program/function to {explain functionality} in {programming language} -Create a code snippet for checking if a file exists in Python. -Create a function that merges two lists into a dictionary in JavaScript.  

7. For Code Review And Debugging: ChatGPT Can Review Your Code Snippet And Also Share Bugs.

Prompt Examples: -Here’s a C# code snippet. The function is supposed to return the maximum value from the given list, but it’s not returning the expected output. Can you identify the problem? [Enter your code here] -Can you help me debug this error message from my C# program: [error message] -Help me debug this Python script that processes a list of objects and suggests possible fixes. [Enter your code here]

8. For Knowing The Coding Best Practices And Principles: It Is Very Important To Be Updated With Industry’s Best Practices In Coding. This Helps To Maintain The Codebase When The Organization Grows.

Prompt Examples: -What are some common mistakes to avoid when writing code? -What are the best practices for security testing? -Show me best practices for writing {concept or function} in {programming language}.  

9. For Code Optimization: ChatGPT Can Help Optimize The Code And Enhance Its Readability And Performance To Make It Look More Efficient.

Prompt Examples: -Optimize the following {programming language} code which {explain the functioning}: {code snippet} -Suggest improvements to optimize this C# function: [code snippet] -What are some strategies for reducing memory usage and optimizing data structures? 

10. For Creating Boilerplate Code: ChatGPT Can Help In Boilerplate Code Generation.

Prompt Examples: -Create a basic Java Spring Boot application boilerplate code. -Create a basic Python class boilerplate code

11. For Bug Fixes: Using ChatGPT Helps Fixing The Bugs Thus Saving A Large Chunk Of Time In Software Development And Also Increasing Productivity.

Prompt Examples: -How do I fix the following {programming language} code which {explain the functioning}? {code snippet} -Can you generate a bug report? -Find bugs in the following JavaScript code: (enter code)  

12. Code Refactoring- ChatGPt Can Refactor The Code And Reduce Errors To Enhance Code Efficiency, Thus Making It Easier To Modify In The Future.

Prompt Examples –What are some techniques for refactoring code to improve code reuse and promote the use of design patterns? -I have duplicate code in my project. How can I refactor it to eliminate redundancy?  

13. For Choosing Deployment Strategies- ChatGPT Can Suggest Deployment Strategies Best Suited For A Particular Project And To Ensure That It Runs Smoothly.

Prompt Examples -What are the best deployment strategies for this software project? {explain the project} -What are the best practices for version control and release management?  

14. For Creating Unit Tests- ChatGPT Can Write Test Cases For You

Prompt Examples: -How does test-driven development help improve code quality? -What are some best practices for implementing test-driven development in a project? These were some prompt examples for you that we sourced on the basis of different requirements a developer can have. So whether you have to generate a code or understand a concept, ChatGPT can really make a developer’s life by doing a lot of tasks. However, it certainly comes with its own set of challenges and cannot always be completely correct. So it is advisable to cross-check the responses. Hope this helps. Visit us- Intelliatech

[public-cloud-computing]

Discover the balance between human intuition and AI brilliance in web development. Enrich your online impact with a perfect fusion of creative vision and technological expertise.