From RAG (Retrieval Augmented Generation) to Riches: The Evolution and Impact of Advanced AI Systems

In the ever-evolving landscape of artificial intelligence, the emergence of Retrieval Augmented Generation (RAG) models marks a significant milestone. These models, which blend traditional deep learning techniques with sophisticated data retrieval capabilities, have revolutionized how AI systems process and generate information. This article delves into the journey of RAG models from their conceptual inception to their transformative impact across various industries.

The Birth of RAG Models
Retrieval Augmented Generation models originated from a quest to enhance the depth and accuracy of responses generated by AI systems. Traditional models, based solely on pattern recognition and prediction from large datasets, often lacked contextual grounding and real-world applicability. RAG models addressed these limitations by integrating a retrieval mechanism that pulls in relevant information from extensive databases in real-time, enabling more informed and accurate responses.

The Mechanism Behind RAG
At its core, a RAG system operates in two key phases: retrieval and generation. During retrieval, the model queries an external knowledge base to fetch relevant information based on the input query. This information, often in the form of textual data, is then fed into a generative model. The generative model synthesizes this data with its pre-learned patterns to produce responses that are not only contextually rich but also grounded in factual accuracy.

Applications and Industry Impact
RAG models have found applications in a variety of fields:

  1. Customer Service: AI-powered chatbots using RAG technology provide more accurate and context-aware responses, enhancing customer satisfaction.
  2. Healthcare: In medical diagnosis, RAG models help in offering more precise information by referencing up-to-date medical research and data.
  3. Finance and Economics: For market analysis and forecasting, these models analyze vast amounts of financial data to provide deeper insights.
  4. Education: RAG-powered educational tools offer students tailored learning experiences by accessing a broad range of educational materials.

Challenges and Ethical Considerations
Despite their advantages, RAG models pose certain challenges. Data privacy concerns arise as these models access vast information repositories. Additionally, there is an ongoing debate about the ethical use of AI in decision-making, especially in critical domains like healthcare and law.

The Future: Towards a RAG-Rich World
As technology continues to advance, the potential for RAG models seems boundless. The integration of RAG systems with other emerging technologies like quantum computing and edge AI promises even more powerful applications. The journey from RAG to riches, metaphorically speaking, is not just about the technological advancement but also about the wealth of possibilities and improvements these systems bring to our lives and industries.

Conclusion
In conclusion, Retrieval Augmented Generation models represent a significant leap in the field of AI. By effectively combining retrieval mechanisms with generative capabilities, they offer more accurate, context-aware, and reliable outputs. As we continue to explore and refine these models, they hold the promise of not only transforming how machines learn and interact but also enriching human experiences in unprecedented ways.

🚀 Join Us at Microsoft Build 2024 – Where Innovation Meets Opportunity!

Are you a Tech Enthusiast?

🌟 Reminding everyone, that Microsoft Build 2024 is just around the corner, and it would be amazing for you to be a part of it! This is your chance to dive into the latest developments in tech, network with industry leaders, and shape the future of innovation.

📅 Date: May 21-23
📍 Location: Seattle & Online
🔗 Register Now!

Why Attend Microsoft Build 2024?

  • 🤖 Explore Cutting-Edge Technologies: Be the first to see Microsoft’s newest innovations in AI, cloud computing, and more.
  • 💡 Interactive Sessions & Workshops: Engage with hands-on sessions led by Microsoft experts.
  • 🌐 Networking Opportunities: Connect with like-minded professionals and industry leaders.
  • 🗣 Inspiring Keynotes: Hear from top tech visionaries about the future of technology.
  • 👨‍💻 Exclusive Access: Get insider knowledge and early access to emerging Microsoft technologies.
  • See me presenting: Yes – you read well, if all stars align, I will have a small speaking part, see below the recordings for my practicing 😀

Whether you’re a developer, a tech professional, or just passionate about technology, Microsoft Build 2024 is the place to be. You’ll leave inspired, informed, and ready to create the future.

🎟 In person spaces are Limited – Secure Your Spot Today!

Can’t wait to see you there!

#MicrosoftBuild2024 #TechInnovation #FutureIsNow #MSBuild2024

Understanding the “NinjaCat” Phenomenon at Microsoft

In the realm of corporate cultures, symbols and mascots often emerge as embodiments of a company’s spirit and values. Microsoft, a titan in the technology sector, is no exception. In recent years, a quirky and intriguing symbol has captured the imagination of both its employees and fans alike: the NinjaCat.

Origins of NinjaCat

The NinjaCat first appeared as an internal meme within Microsoft, around the time of the development and release of Windows 10. It began as a humorous visual, initially created by a Microsoft employee, which combined a cat and a ninja – two internet-beloved entities. The cat was depicted riding a fire-breathing unicorn, symbolizing both power and whimsy.

Symbolism and Popularity

NinjaCat quickly gained popularity within Microsoft as a symbol of both the fun and innovative spirit of the company. It represented a departure from the traditional corporate image, showcasing Microsoft’s willingness to embrace a more playful and imaginative side. The image resonated particularly among the developer and tech communities, symbolizing the agility, strength, and stealthiness of a ninja, coupled with the curiosity and independence of a cat.

Usage and Variations

Microsoft embraced this grassroots symbol, incorporating NinjaCat into various internal and promotional materials. It has appeared in numerous variations, often reflecting different aspects of Microsoft’s technology. For instance, NinjaCat has been depicted riding different animals or vehicles, each representing different Microsoft products or services.

Impact on Corporate Culture

The adoption of NinjaCat reflects a broader shift in corporate culture at Microsoft. Under the leadership of CEO Satya Nadella, the company has moved towards a more open, collaborative, and playful work environment. NinjaCat has become an unofficial mascot, embodying this new ethos and fostering a sense of community and shared identity among employees.

Merchandising and Fan Base

Due to its popularity, Microsoft has created official NinjaCat merchandise, including T-shirts, stickers, and other items. The mascot has amassed a fan base both within and outside of Microsoft, with tech enthusiasts and fans embracing the symbol.

Conclusion

The rise of the NinjaCat at Microsoft is more than just the adoption of a quirky mascot. It symbolizes a significant cultural shift within the company – towards openness, creativity, and a bit of fun. This reflects the evolving nature of the tech industry, where innovation is not just about technical prowess but also about fostering an engaging and inclusive environment. NinjaCat, in its small way, represents this new spirit at Microsoft.

“Everyone Has a Photographic Memory – Some Just Don’t Have Film”

The phrase “everyone has a photographic memory, some just don’t have film” is a whimsical way of suggesting that while all humans possess the capability for detailed memory, the capacity to recall those memories vividly varies greatly from person to person. In this article, we will explore the concept of photographic memory, also known as eidetic memory, and delve into the reasons why memory recall can differ so widely among individuals.

The Concept of Photographic Memory:

Photographic or eidetic memory refers to the ability to recall images, sounds, or objects in memory with high precision for a brief period after being exposed to them. It is often depicted in popular culture as the ability to remember pages of a book word-for-word or details of a scene with perfect clarity. However, in reality, this phenomenon is quite rare.

Neurological Basis:

Memory is a complex process that involves various parts of the brain. The hippocampus, for instance, plays a crucial role in the consolidation of information from short-term to long-term memory. Some individuals might have more efficient pathways or a larger hippocampus, enabling them to store and retrieve information more effectively.

The Role of Attention and Perception:

Attention and perception are critical in forming memories. People who are more attentive to details are likely to recall them better. This is often mistaken for having a ‘photographic memory,’ but in essence, it’s about how some individuals are more observant and process information in a more detailed manner.

Training and Techniques:

Some experts argue that memory can be improved with practice. Techniques like mnemonic devices, memory palaces, and consistent rehearsal can enhance one’s ability to recall information. These methods don’t necessarily lead to a photographic memory but can significantly improve memory retention.

Emotional and Psychological Factors:

Emotions play a vital role in memory. Emotional events are often remembered more vividly and accurately, a phenomenon known as emotional memory. This implies that memories tied to strong emotions, whether positive or negative, are more likely to be recalled accurately.

Cultural and Environmental Influences:

Cultural factors also influence memory. Societies that rely more on oral tradition, for instance, might develop better memory techniques. Environmental factors, like exposure to toxins or nutrition, can also affect cognitive functions, including memory.

The Metaphor of Film:

The analogy of not having film represents the idea that some individuals might lack the tools or the conducive environment to develop sharper memories. Factors like educational opportunities, stress levels, and even genetics play a role in shaping our memory capabilities.

Conclusion:

While the idea of a photographic memory is more of a myth than a reality, it’s undeniable that memory capabilities vary widely among individuals. This variance can be attributed to a combination of neurological, psychological, emotional, and environmental factors. Understanding these elements can help us appreciate the unique ways in which we all perceive and remember the world around us. Just like a camera without film, some individuals might possess the potential for sharp memory but require the right circumstances and training to fully develop this ability.

Experience is something you don’t get until just after you need it

One of the most paradoxical yet insightful sayings about life’s learning curve is, “Experience is something you don’t get until just after you need it.” This statement, often attributed to various thinkers, encapsulates a fundamental truth about human growth and understanding. It suggests that the most valuable lessons are often learned through direct engagement and, unfortunately, after the moment when they would have been most useful. This article delves into the nuances of this quote, exploring its implications in personal development, professional growth, and the broader context of learning and adaptation.

The Paradox of Experience

The primary charm of the quote lies in its paradox. Ideally, one would like to have all the necessary experience before facing a significant challenge. However, the reality is quite the contrary. Often, it’s only after navigating a situation, making mistakes, and reflecting upon them that one truly gains wisdom. This catch-22 is a fundamental aspect of the human experience, emphasizing the importance of learning from mistakes and being adaptable.

Implications in Personal Development

In personal development, this saying underscores the value of resilience and adaptability. Life is an uncharted territory with numerous unforeseen challenges. People often find that the trials they face are those for which they were least prepared. It’s only after facing these challenges that individuals acquire the experience and insight needed to handle similar situations in the future. This process encourages continuous learning and highlights the importance of not being too hard on oneself for not having all the answers upfront.

Relevance in Professional Growth

In a professional context, this quote resonates profoundly. Careers are often rife with unexpected twists and turns. Young professionals may find themselves in situations where they feel inadequately prepared. The wisdom here is recognizing that on-the-job learning is a critical component of professional development. It suggests that embracing challenges, even when one feels unprepared, is a necessary step towards gaining experience and expertise.

Learning and Adaptation

The quote also speaks to the broader theme of learning and adaptation in life. It suggests that learning is an ongoing process, and true understanding often comes from experience rather than theoretical knowledge. This perspective encourages a mindset of lifelong learning, where individuals are always open to new experiences and the lessons they bring, even if those lessons come a little later than desired.

Conclusion

“Experience is something you don’t get until just after you need it” is a powerful reminder of the nonlinear path of learning and growth. Whether in personal life, professional development, or continuous learning, this quote encourages individuals to embrace the unknown, learn from their experiences, and understand that sometimes, wisdom is gained just a little after it was needed. This acknowledgment doesn’t diminish the value of these experiences; rather, it enhances their importance as stepping stones in the journey of life.

The Impact of Low-Code, No-Code, and Automation on Economic Systems

In the era of rapid technological advancement, the rise of low-code and no-code platforms, coupled with automation, is revolutionizing the way businesses operate. This change is not just limited to efficiency and productivity, but extends deeply into the fabric of our economic systems. The intersection of these technologies presents both opportunities and challenges that are reshaping the global economy.

Democratizing Technology Development

Low-code and no-code platforms have democratized the creation and deployment of software applications. By allowing individuals without deep technical skills to develop applications, these platforms are reducing barriers to innovation. This democratization enables a wider range of businesses, especially small and medium-sized enterprises (SMEs), to compete effectively, fostering a more inclusive and dynamic economic landscape.

Increased Productivity and Efficiency

Automation technologies, often integrated with low-code and no-code solutions, enhance productivity and efficiency. They allow businesses to automate routine tasks, reducing the time and resources spent on manual processes. This efficiency gain translates into lower operational costs and can lead to lower prices for consumers, as well as potentially higher profit margins for businesses.

Job Market Transformation

One of the most significant impacts of these technologies is on the job market. While automation can lead to the displacement of certain types of jobs, particularly those involving repetitive tasks, it also creates opportunities for new roles focused on managing and improving these automated systems. Moreover, low-code and no-code platforms can open up more tech-related job opportunities for individuals who might not have a traditional technical background.

Economic Flexibility and Resilience

The adaptability provided by these technologies can contribute to economic resilience. Businesses can respond more rapidly to market changes by quickly developing and modifying applications. This agility is particularly crucial in volatile economic conditions, where the ability to pivot and innovate can be a determining factor in a company’s survival and growth.

Access to Global Markets

By reducing the need for extensive coding knowledge and significant financial investment in software development, low-code and no-code platforms can level the playing field for businesses worldwide. This democratization can facilitate access to global markets, especially for SMEs, fostering greater international trade and economic integration.

Challenges and Considerations

Despite the benefits, the shift towards these technologies is not without challenges. There is a risk of creating a digital divide where businesses that do not adopt these technologies might struggle to compete. Furthermore, concerns around data security, privacy, and ethical use of automation need careful consideration and regulation.

Conclusion

The integration of low-code, no-code, and automation technologies into our economic systems represents a transformative shift with far-reaching implications. These technologies offer immense potential for innovation, efficiency, and inclusivity. However, managing this transition thoughtfully and responsibly is crucial to ensure that its benefits are widely distributed, and its challenges are effectively addressed. As we embrace this new technological era, it’s imperative to foster an environment where technology empowers economic growth and societal well-being.

The Essential Qualities of a Successful Software Architect

In the ever-evolving realm of software development, the role of a software architect is pivotal. This individual is responsible for the overarching design of a software system, shaping the technical standards and methodologies to be used throughout a project. To excel in this role, a software architect must possess a blend of technical, interpersonal, and strategic skills. Here are some of the most important qualities:

  1. Technical Expertise: At the core, a software architect must have a profound understanding of software design principles, programming languages, and system integration. They should be well-versed in current technologies and able to anticipate future trends, ensuring that architectures are scalable and adaptable.
  2. Analytical Problem-Solving Skills: Software architects need to excel in breaking down complex problems and devising efficient, robust solutions. They should be able to foresee potential issues and address them proactively.
  3. Vision and Creativity: This role demands the ability to visualize the big picture. Architects must not only focus on current requirements but also envision and plan for future expansions and modifications. Creativity in solution design is key to addressing unique challenges and achieving innovative outcomes.
  4. Effective Communication: Software architects act as a bridge between various stakeholders, including management, development teams, and clients. Clear communication, both in technical and non-technical language, is crucial. They must be able to articulate complex ideas effectively and negotiate compromises when necessary.
  5. Leadership and Teamwork: As leaders, software architects should inspire and guide their teams. This includes mentoring developers, fostering a collaborative environment, and managing conflicts. They should also be adept at working as part of a larger team, recognizing the importance of diverse perspectives.
  6. Attention to Detail and Quality: Architects should have a keen eye for detail, ensuring that every aspect of the software architecture aligns with the project’s goals and standards. Emphasis on quality and adherence to best practices is essential for the creation of reliable and efficient systems.
  7. Adaptability and Learning Agility: The technology landscape is constantly changing. A successful software architect is adaptable, eager to learn, and able to quickly assimilate new information. This agility allows them to stay relevant and effective in a dynamic field.
  8. Strategic Thinking and Business Acumen: Understanding the business context in which a system operates is vital. Software architects should align their designs with business goals and be adept at strategic planning. They need to balance technical decisions with business considerations.
  9. Ethical Integrity and Responsibility: Given their significant role in system development, software architects must adhere to high ethical standards. This includes respecting data privacy, prioritizing security, and considering the societal impacts of their designs.
  10. Patience and Perseverance: Finally, the nature of software architecture often involves navigating complex challenges and long development cycles. Patience and perseverance are key in maintaining focus and driving projects to successful completion.

In conclusion, a successful software architect embodies a unique combination of skills and qualities. They are not just technical experts but also visionary leaders, effective communicators, strategic thinkers, and ethical professionals. As the tech world continues to advance, the role of the software architect becomes increasingly integral to the success of any software venture.

10X developer? I know one better: Twice Exceptional

The 2024 Twice Exceptional Conference hosted by Quad Prep featured a comprehensive program including seminars, panels, and discussions led by educational leaders, twice-exceptional advocates, and clinical professionals. Notable speakers included Dr. Joy Lawson Davis, a gifted education expert, and Dr. Ellen Braaten, recipient of the 2024 Nancy Tarshis Fellowship and Associate Professor at Harvard Medical School. The speaker lineup was diverse, encompassing professionals from various fields, such as media and finance, educators, clinicians, and other influential figures committed to building a more neuroinclusive world – and also me 😀

Quad Prep is dedicated to advancing 2e education and provides a model for others to replicate. Their annual gala is a significant fundraising event that supports their mission. The school was initially founded by Kim Busi and a group of parents to address the needs of twice-exceptional students, combining support for their special needs with nurturing their academic gifts. The Quad Prep has grown considerably since its inception, impacting not just its students but the broader academic community as well.

Overall, the conference and the school’s initiatives highlight their commitment to enhancing educational opportunities for twice-exceptional individuals, encouraging a future that is inclusive and supportive of neurodiversity. So how come I to the picture?

But let me first summarize Dr. Ellen Braaten’s session. For my better understanding of the whole platform, in her keynote, she contributed significantly with her insights on fostering motivation and understanding in children, particularly those who are neurodiverse. Her approach emphasized the importance of nurturing children’s intrinsic motivation and understanding their unique strengths and challenges.

Dr. Braaten’s perspective is centered on the concept that children should be engaged in activities that they enjoy and are good at, rather than being forced into areas that don’t align with their abilities or interests. This approach can help prevent feelings of demotivation and disengagement. She introduced the idea of “ma-laziness,” a term reflecting a state of demotivation that can occur when children are overwhelmed or disengaged, often due to mismatched expectations or societal pressures.

A key aspect of Dr. Braaten’s message was the balance between encouraging children to stick with activities and recognizing when it is appropriate for them to quit. She suggested setting clear goals and expectations for activities, and maintaining open communication to understand a child’s motivation or reasons for wanting to quit. This approach allows children to explore their interests while also learning to make commitments.

Dr. Braaten also highlighted the importance of understanding the root causes of apathy in children, which can stem from high-stress environments, overwhelming schedules, or a lack of clarity in personal interests. She underlined the significance of three elements in fostering intrinsic motivation: aptitude, pleasure, and practice (APP). Aptitude involves understanding a child’s unique strengths and abilities, pleasure focuses on the joy derived from activities, and practice emphasizes the importance of independent exploration and growth.

Her approach to fostering a growth mindset in children involves reframing challenges as opportunities and providing constructive feedback focused on effort and curiosity. By supporting open communication and celebrating their child’s achievements and efforts, parents can empower their children to lead fulfilling lives driven by genuine joy and curiosity.

Dr. Braaten’s insights at the conference aligned closely with her broader work and philosophy, which has been impactful in the field of child psychology and education, particularly regarding twice-exceptional children​​​​.

So, in summary, for me, Dr. Ellen Braaten’s opening keynote at the Twice Exceptional Conference was a significant highlight, offering attendees an exceptional opportunity to delve into her journey around neurodiversity and processing speed impediments. As a renowned expert in the field, Dr. Braaten’s insights are invaluable for those interested in understanding the complexities of twice-exceptional children and the challenges they face, particularly in terms of processing speed. Her extensive work and research in this area make her a vital source of knowledge and guidance for educators, parents, and clinicians alike.

The conference’s setting at the historic Cooper Union stage added an extra layer of significance to the event. This iconic venue has been a platform for many notable figures throughout history, including Abraham Lincoln, whose famed Cooper Union address had a profound impact. Speaking on this stage, Dr. Braaten and other presenters were part of a legacy of influential minds who have shared their ideas in this renowned space. For attendees and speakers alike, being at Cooper Union represented not just a chance to engage in contemporary discussions on education and neurodiversity but also to connect with a rich historical tradition of thought leadership and public discourse. This backdrop provided an inspiring and thought-provoking environment for all involved in the conference​​​​​​.

So, why the title? The concept of a “10X developer,” often used to describe a software developer who is ten times more productive than the average, can be a useful metaphor when thinking about twice-exceptional (2e) individuals. 2e individuals possess a unique combination of exceptional ability alongside a learning difference or disability. This combination often leads to a distinct set of skills and perspectives that can far exceed typical expectations, just as a 10X developer does in the tech world.

Twice-exceptional individuals are capable of remarkable achievements precisely because of their unique cognitive profiles. They often exhibit extraordinary creativity, problem-solving abilities, and innovative thinking. However, their learning differences, such as ADHD or dyslexia, mean they may approach problems and learning in ways that differ from the norm. This divergence can lead to unique insights and breakthroughs that others might overlook.

Understanding and supporting 2e individuals, whether in education or the workplace, requires recognizing and nurturing their extraordinary talents while accommodating and addressing their challenges. When their needs are met, twice-exceptional individuals have the potential to make significant contributions, leveraging their exceptional abilities in tandem with their unique approach to thinking and learning. In many ways, they embody the concept of being ‘one better’ than a 10X developer by combining exceptional talent with a distinctive approach to problem-solving and creativity.

The acknowledgment and appreciation of twice-exceptional individuals is a critical aspect of creating inclusive and productive environments in both educational settings and the professional world. By focusing on their strengths and providing the necessary support for their challenges, we can unlock the incredible potential of these extraordinary minds​​​​.

So, about our session now. I was joined by Humberto Reboredo, Denise Chow, Julie Collins and Marny Rodriguez, to talk about our work and our approach to caregivers, people who are 2e themselves, and more. Our panel was called “Culture of Care in the Workplace: Supporting Employees with Neurodiverse Children at Morgan Stanley“, each of us themselves involved in the “Enable Employee Network”, and supporting various workstreams there – I talked about our internal ‘Coffee Connect’ platform matching people based on common topics for a quick coffee, our Mentorship platform that does the same for longer collaborations, the FSI Autism Hackathon, the Accessibility Hackathon, and more. Also I shared overcompensation and the act of masking that many neurodivergent individuals do to fit in the workplace – and how this carries over to caregivers. “If you make the extra effort you take regarding your children invisible, you might run into the situation that you won’t get help from your colleagues or managers, as they don’t know you need help and you end up burnt out. Speak up – you would be surprised how many people would be willing to help you.”. I also spoke about bad experiences at previous workplaces, the different global workstreams of the network (physical, invisible, caregivers, philanthropy), and my role in the ‘invisible’ workstream, and more. We invited a special company to join us outside the room – we invited Invictus Bakery. They are a company, who is a community partner for us, dedicated to inclusive employment opportunities.

Overall, it was an amazing experiment and I am looking forward to do similar events in the future as well 🙂

AzurePolicyAutomator: Streamlining Azure Compliance and Management

In today’s fast-paced technological era, cloud computing has become a cornerstone for businesses and organizations around the globe. With this evolution, one of the most significant challenges faced by these entities is ensuring consistent compliance within their cloud infrastructure. This is particularly true for Microsoft Azure, one of the leading cloud service platforms. To tackle this challenge, an innovative solution has emerged in the form of the AzurePolicyAutomator. Developed by Eric Mannon and hosted on GitHub, this tool is rapidly gaining recognition for its ability to streamline compliance management in Azure environments.

The AzurePolicyAutomator stands out for its ability to automate Azure Policy Remediation Tasks, a feature that is essential for maintaining a state of continuous compliance. It operates on a 12-hour cycle, consistently checking and ensuring that Azure resources are in compliance with set policies. One of the key features of the AzurePolicyAutomator is its use of the Azure Policy Deploy-If-Not-Exists (DINE) feature. This functionality allows for the automated deployment of policies and ensures that compliance is consistent across all Azure resources. This aspect is particularly critical in scenarios where resources might be offline or have been inadvertently altered, posing a risk to the compliance posture of the organization.

The deployment process of the AzurePolicyAutomator is meticulously designed for maximum efficiency and robust governance within Azure environments. It utilizes an Azure Automation Account along with a User Managed Identity, ensuring a secure and streamlined implementation. This tool is a significant advancement in the realm of Azure cloud management, simplifying complex tasks and enhancing security.

For those interested in a more in-depth exploration of the AzurePolicyAutomator, the tool’s GitHub repository provides detailed information and guides.

Beyond its basic functionality, the AzurePolicyAutomator enhances several core functionalities within Azure. It is adept at preventing undesired configurations through its Deny & DenyAction effects. Additionally, it plays a crucial role in auditing by continuously assessing JSON configurations for all types of Azure resources. Managing changes in the state of resources is also streamlined through its use of DeployIfNotExists, Mutate, and Modify effects. These DINE policies are powerful tools in ensuring compliance, but they traditionally required manual intervention for the creation of remediation tasks to reevaluate compliance. This is where the AzurePolicyAutomator revolutionizes the process by automating the evaluation of all policy assignments and executing remediation tasks across Azure subscriptions every 12 hours. This automation ensures that policies are consistently reapplied, maintaining resource compliance and significantly reducing the possibility of manual errors.

In conclusion, the AzurePolicyAutomator is not just a tool; it’s a paradigm shift in how Azure governance is approached. By automating crucial aspects of policy management and compliance, it simplifies the operational complexities and enhances the security and efficiency of Azure cloud management. As cloud computing continues to evolve, tools like the AzurePolicyAutomator will play an increasingly vital role in enabling organizations to navigate this landscape more effectively.

Join the 7th Annual Financial Services Autism Hackathon

The last few years, many companies had great participation last year and we would love to see you participate this year. I wanted to extend an invitation to those of you who are interested, for the Financial Services Autism Hackathon this year. It is an event where you get to put your skills to work for those with profound autism. The event is a hybrid event being held on April 3rd and 4th with the mission to bring FSI developers together to demonstrate how innovative Microsoft technologies can transform autism services for profound autism by tackling real world use cases provided by families and creating lasting open-source projects for the community.

Register Here

We are excited about this year’s event with the focus on AI and all the promise it holds to transform services for those in need. Participants will learn about the challenges facing those with profound autism and will have the opportunity to get hands on with the latest technology, including AI. No special understanding of the domain is needed as the use cases are identified by parents of children with autism and experts in the field. All they need to do is register and select the use case which interests them the most.

There will be trainings on AI, GitHub, and Autism leading up to the event. For more information check out the main site or the GitHub repository. Microsoft will be hosting the event and Accenture/Avanade will be supporting it.

I hope you will consider participating.

Regards,

Peter, original founder and organizer for the event

Background

The Financial Services Autism Hackathon was founded in 2018 with the mission to Bring FSI developers together to demonstrate how innovative Microsoft technologies can transform autism services for profound autism by tackling real world use cases provided by families and creating lasting open-source projects for the community. People with profound autism require round-the-clock care from an adult caregiver their entire lives. The use cases are chosen by parents and experts in the field of autism to ensure they are the most meaningful challenges facing families with profound autism. The developers come from financial service customer organizations such as Morgan Stanley, Nasdaq, Goldman Sachs, Bloomberg, State Street, Fidelity, etc. The use cases are led by Microsoft Cloud Solution Architects and Customer Success Managers who are familiar with running Proof of Concepts. The event is a hybrid event which generally draw 100+ participants.

Use Cases

  1. In-Session Copilot – Multi sensory data capture. Real-time identification of pre-designed triggers. Post-session summarization.
  2. Program Development CoPilot – Providing continuous assessment, summarization and re-plan using Generative AI to analyze past records and suggest individualized current goals.
  3. On-Boarding Copilot – Providing case summarization when onboarding at support organizations which is not time covered by insurance to help provide specific individualized solutions.
  4. Friendly Neighborhoods – A matching platform for RBT, BCBA, ABA, etc therapists and children.
  5. Hololens for Job Support – Skill based training with adaptive Generative AI to manage, evaluate and feedback.
  6. Metaverse Social Practice – Offer the Metaverse as an opportunity to practice social interactions in a fully immersive environment with Generative AI

Links

On-site attendees

  • Day 1 – Microsoft, 122 5th Ave, New York, NY 10003 – 10th floor
  • Day 2 & Reception – Microsoft Garage, 300 Lafayette Street, New York, NY 10012-2713