Trying to adapt the new normal of Artificial Intelligence creeping into the software development field.

There are some pretty rapid developments in the field of software development with the advent of artificial intelligence. Adapting to these changes means you will have to try and change rapidly.

Below I have written a brief article on how you could adapt to these changes. Now, obviously, I am going through this as well so over time I may update this list on this website as I discover ways that others can adapt to this new reality.

Adapting to the adoption of artificial intelligence (AI) in fields like software development and information security requires a combination of upskilling, mindset shifts, and proactive engagement with emerging technologies. Here are some strategies for professionals in the technology field to adapt effectively:

  1. Continuous Learning and Skill Development: Stay updated with the latest advancements in AI technologies and their applications in your field. This may involve enrolling in relevant courses, attending workshops, participating in online forums, or pursuing certifications in AI and machine learning.
  2. Embrace Automation and Augmentation: Understand that AI is not here to replace human workers entirely but rather to augment their capabilities. Embrace automation tools and AI-powered platforms that can streamline repetitive tasks, freeing up time for more creative and strategic endeavors.
  3. Collaborate with AI Systems: Instead of viewing AI as a threat, collaborate with AI systems to enhance productivity and efficiency. Learn how to leverage AI algorithms and tools to optimize software development processes, improve code quality, or strengthen cybersecurity measures.
  4. Adopt AI-Driven Development Practices: Explore AI-driven development practices such as AI-assisted coding, which can help software developers write better code faster. Similarly, in information security, utilize AI-powered threat detection and response systems to bolster cybersecurity defenses.
  5. Enhance Data Literacy: AI heavily relies on data, so improving your data literacy skills is essential. Understand how to collect, clean, analyze, and interpret data effectively to derive meaningful insights and make informed decisions.
  6. Focus on Creativity and Problem-Solving: While AI can handle routine tasks, human creativity and problem-solving skills remain invaluable. Cultivate these skills to tackle complex challenges, innovate new solutions, and add unique value to your projects.
  7. Ethical Considerations: As AI becomes more pervasive, it’s crucial to consider the ethical implications of its use. Stay informed about ethical guidelines and best practices for AI development and deployment, and advocate for responsible AI adoption within your organization.
  8. Stay Agile and Adaptive: The technology landscape is constantly evolving, so cultivate an agile mindset and be prepared to adapt to new developments and trends in AI and related fields.
  9. Networking and Collaboration: Engage with peers, industry experts, and AI enthusiasts through networking events, conferences, and online communities. Collaborate on AI projects, share knowledge, and learn from others’ experiences to accelerate your AI learning journey.
  10. Stay Curious and Open-Minded: Approach AI adoption with curiosity and an open mind. Be willing to experiment with new technologies, learn from failures, and adapt your strategies based on feedback and evolving best practices.

By adopting these strategies, professionals in the technology field can effectively adapt to the increasing adoption of AI and position themselves for success in a rapidly evolving digital landscape.

Now, these are just some of the ideas that came to mind. They may seem obvious to many but implementing them in practice takes a lot of work. Hopefully, since you know these changes are coming you can start to develop a backup plan or other means of making a living. Remember, your job shouldn’t define who you are but rather what you can contribute to this world.

As a software developer you can solve problems and think rationally and logically, that means you should be valuable as an employee regardless of what happens. Eventually, software developers may become even more valuable than they are now as software development becomes highly specialized.

Using Memory Safe Techniques to Build an Operating System and Software.

Recently, the current administration recommended that software developers produce code or rather try to re-write their software in such a manner that uses memory safe languages and techniques. Given this assertion I have some thoughts on this matter and whether or not it is feasible or would the drawbacks on performance outweigh the benefits to overall security of the operating system and installed software.

In the realm of operating systems, security and reliability are paramount concerns. Traditional operating system kernels, while powerful, often rely on languages like C and C++, which are prone to memory-related vulnerabilities such as buffer overflows and dangling pointers. These vulnerabilities can lead to system crashes, security breaches, and even full system compromise. In response to these challenges, there has been increasing interest in exploring the feasibility of developing an operating system kernel using memory-safe techniques or languages. In this article, we’ll delve into the potential pitfalls and advantages of such an endeavor.

Memory-Safe Techniques and Languages

Memory safety is the concept of preventing programming errors that can lead to memory corruption vulnerabilities. Memory-safe languages such as Rust, Swift, and managed languages like Java and C# employ various techniques to ensure memory safety, including:

  1. Memory Ownership: Rust, for example, uses a system of ownership and borrowing to enforce memory safety at compile time. This prevents issues such as dangling pointers and data races.
  2. Automatic Memory Management: Languages like Java and C# feature garbage collection, which automatically de allocates memory that is no longer in use, thus eliminating common memory management errors.
  3. Bounds Checking: Some languages automatically perform bounds checking on arrays and other data structures to prevent buffer overflows.

Advantages of a Memory-Safe Operating System Kernel

  1. Enhanced Security: By eliminating common memory-related vulnerabilities, a memory-safe operating system kernel can significantly improve overall system security. This reduces the likelihood of successful attacks such as buffer overflow exploits.
  2. Improved Reliability: Memory safety techniques can enhance the reliability of the operating system by minimizing the occurrence of crashes and system instability caused by memory corruption issues.
  3. Easier Maintenance and Debugging: Memory-safe languages often provide better tooling and error messages, making it easier for developers to identify and fix issues during development. This can streamline the maintenance and debugging process for the operating system kernel.
  4. Future-Proofing: As software complexity continues to increase, the importance of memory safety becomes more pronounced. By adopting memory-safe techniques early on, an operating system kernel can better withstand the challenges of evolving threats and software demands.

Potential Pitfalls and Challenges

  1. Performance Overhead: Memory-safe languages often incur a performance overhead compared to low-level languages like C and C++. While advancements have been made to mitigate this overhead, it remains a concern for resource-constrained environments.
  2. Compatibility Issues: Porting an existing operating system kernel to a memory-safe language or developing a new one from scratch may introduce compatibility issues with existing hardware, drivers, and software ecosystem.
  3. Learning Curve: Memory-safe languages, especially ones like Rust with unique ownership and borrowing concepts, have a steeper learning curve compared to traditional languages. This may require developers to undergo additional training and adjustment.
  4. Runtime Overhead: Some memory-safe languages, particularly those with garbage collection, introduce runtime overhead, which may not be acceptable for real-time or performance-critical systems.

Developing an operating system kernel using memory-safe techniques or languages presents both significant advantages and challenges. While the enhanced security, reliability, and maintainability offered by memory-safe languages are appealing, concerns such as performance overhead and compatibility issues must be carefully addressed. Nonetheless, as the importance of security and reliability in operating systems continues to grow, exploring the feasibility of memory-safe operating system kernels remains a worthwhile pursuit with the potential to reshape the future of computing.

Weighing the Pros and Cons of regulating Social Media.

With the advent of a congressional hearing on the pitfalls of social media I found it to be a good time to actually write a brief article on the pitfalls of social media as well the pitfalls of violating the first amendment rights of those that use social media.

In the digital age, social media has become an integral part of our lives, shaping the way we connect, communicate, and consume information. While these platforms offer numerous benefits, there are growing concerns about the potential pitfalls, especially for the younger members of our community. Striking a delicate balance between safeguarding the youth and preserving the right to free speech is a complex challenge that requires thoughtful consideration.

The Pitfalls for Younger Generations:

  1. Cyberbullying and Mental Health:
    Social media can be a breeding ground for cyberbullying, with younger individuals often being the primary targets. The anonymity provided by these platforms can empower bullies, leading to severe consequences for the mental health of victims.
  2. Addiction and Screen Time:
    Excessive use of social media can contribute to addiction and negatively impact the physical and mental well-being of the younger population. The constant exposure to curated images and unrealistic standards can fuel feelings of inadequacy and low self-esteem.
  3. Privacy Concerns:
    Young users may not fully grasp the implications of sharing personal information online. This lack of awareness can make them vulnerable to privacy breaches, identity theft, and other online threats.
  4. Influence of Misinformation:
    Social media platforms are breeding grounds for the rapid spread of misinformation. Young minds, still in the process of developing critical thinking skills, may fall victim to false narratives, leading to misguided beliefs and opinions.

The Need for Protection:

  1. Developing Regulatory Frameworks:
    Implementing regulations to protect young users is essential. Age-appropriate content filters, privacy controls, and measures against cyberbullying can help create safer digital spaces for the youth.
  2. Educating Parents and Guardians:
    Empowering parents and guardians with the knowledge to monitor and guide their children’s online activities is crucial. Educating them about potential dangers and promoting open communication can help create a supportive environment.
  3. Collaboration with Tech Companies:
    Collaborating with social media platforms to implement responsible design practices and age-appropriate features can contribute to a safer online experience for younger users.

Balancing Act: Preserving Free Speech vs. Regulation

  1. Preserving Free Speech:
    Social media platforms have been hailed as bastions of free speech, allowing individuals to express their opinions and ideas. Heavy-handed regulation may risk stifling this freedom and impinging on the democratic ideals these platforms represent.
  2. Avoiding Censorship:
    Striking the right balance requires careful consideration to avoid inadvertently curbing free speech. Regulations should focus on protecting users without stifling diverse opinions and open dialogue.
  3. Ensuring Accountability:
    Rather than restricting speech, regulations should encourage accountability. Holding individuals responsible for the consequences of their words and actions can deter online harassment and the spread of misinformation.


As we navigate the complex landscape of social media, it is imperative to address the pitfalls that pose risks to the younger generation. Balancing the need to protect youth with the preservation of free speech requires a nuanced approach, involving collaboration between policymakers, tech companies, and the community. Through responsible regulation and education, we can strive to create a digital environment that fosters both safety and freedom of expression.

The struggle of starting and maintaining an Open Source Project

Open source projects have long been heralded as hubs of innovation, collaboration, and community-driven development. However, the journey of finding contributors for open source projects in today’s landscape comes with its own set of challenges. This article delves into the reasons behind the difficulty in attracting contributors and explores the pitfalls associated with starting open source projects amidst perceived changes in work ethic.

  1. Diverse Skill Sets and Specializations:
  • Challenge: Open source projects often require a diverse set of skills, ranging from coding and testing to documentation and design. Finding contributors with the exact skill set needed can be challenging.
  • Solution: Clearly define project requirements and actively seek contributors from diverse backgrounds. Encourage collaboration by creating an inclusive environment where contributors feel their skills are valued.
  1. Time Constraints:
  • Challenge: Contributors may have limited time due to professional commitments, making it challenging for them to dedicate significant hours to open source projects.
  • Solution: Implement flexible contribution guidelines, allowing contributors to participate at their own pace. Recognize and appreciate even small contributions to encourage ongoing engagement.
  1. Competing Priorities:
  • Challenge: In today’s fast-paced world, individuals often have multiple commitments, including work, education, and personal pursuits. This can lead to difficulty in committing to open source projects.
  • Solution: Foster a community that understands and respects contributors’ priorities. Provide clear communication regarding project timelines and expectations.
  1. Lack of Motivation and Recognition:
  • Challenge: Contributors may feel demotivated if their efforts go unnoticed or if they perceive a lack of recognition for their contributions.
  • Solution: Establish a robust system for acknowledging and crediting contributors. Recognize achievements publicly and highlight the positive impact of their contributions on the project.
  1. Communication Barriers:
  • Challenge: Effective communication is crucial in open source projects. Language barriers, time zone differences, and miscommunication can hinder collaboration.
  • Solution: Implement clear communication channels, utilize collaboration tools, and establish inclusive discussion forums. Encourage open dialogue to address concerns and foster a sense of community.
  1. Evolution of Work Ethic:
  • Challenge: Changes in work ethic, such as a perceived lack of commitment or a preference for instant gratification, can impact the sustainability of open source projects.
  • Solution: Promote the value of long-term contributions and the impact of open source projects on personal and professional development. Emphasize the importance of building a collaborative community.


While finding contributors for open source projects can be challenging in today’s dynamic environment, addressing these challenges requires a proactive and inclusive approach. By recognizing the diverse needs and constraints of potential contributors, fostering a culture of appreciation, and adapting to evolving work ethics, open source projects can thrive and continue to be at the forefront of technological innovation.

A brief tutorial on how to use SSH

Secure Shell (SSH) is a protocol that provides secure access to remote computers over an unsecured network. It provides a secure channel for communication between two untrusted hosts over an insecure network. SSH is widely used for remote administration of servers and other systems.

SSH works by encrypting all data that is transmitted between the two hosts. This includes the login credentials, commands, and any data transmitted between the two hosts. The encryption ensures that the data is protected from eavesdropping, interception, and tampering.

SSH can be used for a variety of tasks such as:

  • Logging into a remote server to perform administrative tasks
  • Copying files between two computers using scp (secure copy)
  • Running a command on a remote server using ssh

Using SSH to Connect to a Remote Server:

The first step in using SSH is to connect to a remote server. To do this, you’ll need to know the IP address or domain name of the server, as well as your username and password. Once you have this information, you can open a terminal on your local machine and use the following command:

ssh username@server_ip_address

This command will initiate an SSH connection to the remote server with the specified username. You will be prompted to enter the password for the specified user account. Once you’ve entered the correct password, you will be logged in to the remote server.

If you’re connecting to the server for the first time, you may see a message similar to the following:

The authenticity of host 'server_ip_address (server_ip_address)' can't be established.
Are you sure you want to continue connecting (yes/no)?

This message is asking you to verify that you trust the remote server. The RSA key fingerprint is a unique identifier that is used to verify the identity of the remote server. If you trust the remote server, you can type “yes” to continue connecting. If you do not trust the remote server, you should type “no” and investigate the issue further.

Copying Files with SCP:

SSH also provides a secure way to copy files between two computers using the scp (secure copy) command. The syntax for scp is similar to that of the cp (copy) command:

scp source_file username@server_ip_address:/destination/path/

This command will copy the source_file to the specified destination path on the remote server. You will be prompted to enter the password for the specified user account.

Running a Command on a Remote Server:

SSH can also be used to run a command on a remote server. This is useful for performing tasks that require administrative privileges or that are easier to perform on the remote server. To run a command on a remote server, use the following command:

ssh username@server_ip_address 'command'

Replace “command” with the command you want to run on the remote server. The output of the command will be displayed in your local terminal.


SSH is an essential tool for remote system administration and secure file transfer. It provides a secure channel for communication between two untrusted hosts over an insecure network. With SSH, you can connect to a remote server, copy files between two computers, and run commands on a remote server securely

Some reasons why you should use Z-Shell (zsh) on the Raspberry Pi

Raspberry Pi is a popular single-board computer that runs on Linux operating systems. Linux provides a variety of shells to interact with the command-line interface, including Bash, Korn, C, and Zsh. Zsh is a powerful shell with enhanced features compared to Bash, the default shell for many Linux distributions, including Raspberry Pi. Here are several reasons why you should use the Zsh shell in Raspberry Pi.

  1. Customizable Prompt

The Zsh shell provides a highly customizable prompt that can display useful information, such as the current directory, user, hostname, and time. You can modify the prompt to suit your needs by editing the PROMPT variable or using a third-party prompt theme. For example, the popular Oh My Zsh framework provides many prompt themes to choose from, making it easy to customize the appearance of your shell.

  1. Advanced Tab Completion

The Zsh shell provides advanced tab completion, making it easier and faster to navigate the file system and execute commands. Zsh can complete file and directory names, command options, and even command arguments. You can use the Tab key to auto-complete partially typed commands, saving time and reducing errors. Additionally, Zsh provides context-aware completion, suggesting options based on the current command context.

  1. Powerful History Management

The Zsh shell provides powerful history management features, making it easier to recall and execute previously executed commands. You can search the command history using keywords or regular expressions, filter the history by date, time, or command attributes, and edit or execute selected commands. Zsh also provides the ability to share history between multiple shell sessions, allowing you to recall commands executed in other sessions.

  1. Rich Plugin Ecosystem

The Zsh shell has a rich plugin ecosystem, providing many useful plugins for various tasks, including Git integration, syntax highlighting, auto-suggestions, and more. The popular Oh My Zsh framework provides many plugins that can be easily installed and configured using a simple command. The plugin system allows you to extend the functionality of your shell without having to write custom scripts or commands.

  1. Better Scripting Language

The Zsh shell provides a better scripting language than Bash, with many additional features and capabilities. Zsh supports arrays, associative arrays, globbing, and more. It also provides advanced features, such as function autoloading, command line editing, and better arithmetic expansion. These features make it easier to write and maintain complex scripts, reducing development time and increasing code quality.

In conclusion, the Zsh shell provides many advantages over the default Bash shell in Raspberry Pi. With its customizable prompt, advanced tab completion, powerful history management, rich plugin ecosystem, and better scripting language, Zsh is an excellent choice for anyone looking to improve their command-line experience in Raspberry Pi.

What are the top blue team tools used in CyberSecurity?

There are several defensive (blue team) tools that cybersecurity professionals use to protect their organizations from cyber attacks. Some of the top tools are:

  1. SIEM (Security Information and Event Management) – SIEM solutions collect, analyze, and correlate data from different sources to detect and respond to security threats.
  2. IDS/IPS (Intrusion Detection/Prevention System) – IDS/IPS solutions monitor network traffic for signs of malicious activity and can either alert security teams or block the traffic outright.
  3. Endpoint Protection – Endpoint protection software provides security for endpoints such as laptops, desktops, and servers, and can detect and block malware, ransomware, and other threats.
  4. Vulnerability Scanners – Vulnerability scanners identify vulnerabilities in systems and applications and report them to security teams for remediation.
  5. Firewalls – Firewalls block unauthorized access to a network or system by examining traffic and blocking traffic that doesn’t meet the firewall’s rules.
  6. DLP (Data Loss Prevention) – DLP solutions prevent sensitive data from leaving an organization by monitoring and controlling data transfers.
  7. Security Analytics – Security analytics solutions use machine learning and other techniques to analyze data and detect security threats in real-time.
  8. Deception Technology – Deception technology creates decoy systems and data to lure attackers away from the organization’s real systems and data.
  9. Identity and Access Management (IAM) – IAM solutions manage user identities and access to systems and applications, ensuring that only authorized users can access sensitive data.
  10. Threat Intelligence – Threat intelligence solutions provide information on the latest threats and vulnerabilities to help security teams better protect their organizations.