Peranakan Museum Explores New Frontiers: AI-Powered Interactions with Artifacts through OpenAI and Ask Mona

The Peranakan Museum in Singapore has embarked on a groundbreaking venture by integrating AI technology into its visitor experience. This pilot program, conducted in collaboration with OpenAI and the French company Ask Mona, represents a novel way for visitors to interact with museum artifacts. Through this AI initiative, attendees are invited to engage in meaningful dialogues with artifacts via AI‑generated conversations, enhancing their knowledge and understanding of Peranakan culture. As part of the experience, visitors utilize a web application where they pose questions related to the museum's collection and receive responses formulated by the AI. This interaction mimics the presence of a knowledgeable human guide, offering personalized insights and education (¹).

Although currently available online through the OpenAI Forum community and at the ATxSummit, the initiative underscores a future where cultural heritage becomes more accessible and engaging through digital platforms. The Peranakan Museum's AI pilot program aims to transcend the traditional museum experience, promoting inclusivity and deeper cultural engagement without the restriction of geographical boundaries. This innovative approach is especially significant in light of Singapore's SG60 celebrations, illustrating AI's pivotal role in the revitalization of cultural awareness and appreciation (¹).

The decision to incorporate AI into the museum setting has sparked a dialogue on the future of cultural preservation and education. As AI technologies continue to evolve, their applications in museums can offer interactive, personalized experiences that transform visits from passive observations to active learning journeys. This transformation holds the potential to significantly enrich the visitor experience, encouraging longer engagement times and fostering a more profound appreciation of cultural narratives. In doing so, the AI initiative at the Peranakan Museum is a pioneering step toward making cultural institutions more dynamic and responsive to visitor needs and interests (¹).

The AI interaction at the Peranakan Museum offers a sophisticated way for visitors to delve into cultural heritage through dynamic conversation. By utilizing OpenAI's technology, the museum has developed a web app where visitors can inquire about selected artifacts, obtaining detailed, AI‑generated responses. This innovative system draws from curated museum information, ensuring accuracy and enriching the educational value of each interaction. The integration of AI technology not only serves to enhance visitor engagement but also makes cultural exploration highly accessible, circumventing geographical barriers. As this pilot program continues, it provides insights into how AI can work hand‑in‑hand with museums to highlight cultural narratives and foster a greater appreciation for heritage. More insights can be gained by visiting the.¹

Currently, the AI experience is accessible through the Ask Mona web app, specifically for those involved in the OpenAI Forum community. This particular setup aims to test the effectiveness and reception of AI‑facilitated interactions outside the traditional museum setting, allowing broader audiences to participate in the exploration of the Peranakan culture from anywhere across the globe. By providing a platform for interactive learning, the museum expands its educational reach, bridging physical and cultural distances in novel ways. Through the partnership with OpenAI, this initiative underscores the potential of AI to serve as a bridge to cultural discovery and enrichment for a diverse range of audiences. For those interested, the experience can be accessed by joining the OpenAI Forum community.

Artificial Intelligence (AI) plays a significant role in enhancing both accessibility and inclusivity within museums, as exemplified by the Peranakan Museum's recent initiative in Singapore. This museum is leveraging AI to allow visitors to interact with artifacts through AI‑generated conversations, particularly through a collaboration with OpenAI and Ask Mona. By making these engaging interactions possible, the Peranakan Museum is enhancing the way visitors experience and learn about Peranakan culture. This initiative is particularly noteworthy for how it breaks down traditional barriers to access, such as physical presence, allowing for a broader audience reach through digital means. ¹

AI's implementation in cultural institutions provides a tailored engagement that caters to diverse audience needs, opening doors for both global reach and deepened cultural appreciation. Museums around the world, such as the Museum of Tomorrow in Rio and the Vizcaya Museum in Miami, have also adopted AI to offer multilingual guides and personalized storytelling experiences. These endeavors ensure that visitors, regardless of language or accessibility challenges, enjoy an enriched cultural journey. As museums become more inclusive, they not only adhere to a broader definition of accessibility but also set themselves as pioneers in the intersection of technology and cultural education.

From automated language translation at the Heard Museum to dynamic text descriptions at the National Museums of World Culture in Sweden, AI is being deftly utilized to make cultural heritage accessible to all. These museums emphasize the importance of preserving cultural nuances while ensuring inclusivity. However, even within these advanced systems, the role of human experts remains crucial to provide context and correct AI when it inadvertently simplifies or misrepresents cultural narratives, maintaining the cultural integrity of exhibitions.

The Peranakan Museum's AI integration hints towards a future where cultural preservation is not only about maintaining artifacts but also about interpreting and presenting them in ways that are inclusive and informative. This paradigm shift suggests that AI can help institutions remain relevant and engaging by providing experiences that foster curiosity and participation from diverse audience groups. Indeed, such initiatives pave the way for museums to venture into becoming not just keepers of history but active educators and facilitators of cultural dialogue.

Artificial Intelligence (AI) is increasingly becoming a transformative force in enhancing cultural understanding by making it more interactive and engaging. The Peranakan Museum in Singapore, for instance, is innovating the visitor experience by partnering with OpenAI and Ask Mona to pilot AI‑generated conversations around their exhibits. As reported in [Channel News Asia's article](https://cnalifestyle.channelnewsasia.com/singapore/peranakan‑museum‑openai‑ai‑ask‑mona‑465746), this initiative offers a web‑based app where visitors can query selected artifacts and receive tailored responses, effectively bridging gaps in knowledge and increasing accessibility to the intricate Peranakan culture.

This AI initiative is part of a broader trend in museums worldwide, aiming to leverage AI to foster cultural dialogue and preserve heritage. The use of AI in museums, as seen in other institutions like Rio de Janeiro's Museum of Tomorrow and São Paulo's Art Gallery, underscores AI's role in shifting traditional museum engagement from passive to interactive ([Cuseum Blog](https://cuseum.com/blog/2025/2/6/ai‑for‑interactive‑storytelling‑at‑museums)). By simulating conversations that enrich the narrative around artifacts, AI provides deeper insights, making museums more inclusive and informative for global audiences.

However, the shift towards AI‑enhanced museum experiences is not without challenges. There are concerns about potential oversimplification of cultural narratives and the risk of perpetuating biases. As highlighted in resources such as the [AMT Lab](https://amt‑lab.org/blog/2020/5/opportunity‑or‑challenge‑ai‑used‑in‑museum‑audience‑engagement), AI must be carefully curated to ensure accuracy and cultural sensitivity. Furthermore, the implementation of AI in such settings raises important questions about data security and the ethical implications of automation in cultural institutions.

The future implications of integrating AI into cultural sectors present both exciting opportunities and significant considerations. With AI, museums can potentially enhance their reach and educational value, ensuring cultural narratives remain relevant and engaging for future generations. Yet, museum stakeholders must navigate these advancements with deliberate attention to ethical standards and community inclusivity, ensuring that AI serves as a bridge to cultural understanding rather than a barrier.

Peranakan culture has a unique narrative and history, making the recent AI initiative at the Peranakan Museum in Singapore a major talking point among cultural preservationists. Experts like Marion Carre, CEO of Ask Mona, have expressed optimism regarding the AI‑driven project, stating that it enhances visitor engagement without overshadowing the invaluable human touch provided by docents. The use of AI allows for personalized interactions with museum artifacts, helping visitors connect on a deeper level with the cultural stories represented. Meanwhile, OpenAI emphasizes that this collaborative initiative helps preserve cultural heritage while introducing technology as a tool for education rather than a replacement for traditional methods.

Some experts caution against potential pitfalls, such as the oversimplification of rich cultural narratives if the AI responses are not meticulously curated. AI has the capability to enhance accessibility to the Peranakan Museum, allowing for a globally extended reach through its online platform. However, experts point out that there remains a risk of inaccuracies and biases if the datasets are not comprehensive and diverse enough to cover all cultural intricacies. This viewpoint serves as a reminder of the importance of responsible data handling and the need for continuous oversight in AI developments in cultural institutions.

The initiative has sparked interest in the role AI can play in museums worldwide, evidenced by other institutions like the Museum of Tomorrow in Rio de Janeiro and the British Museum exploring similar technologies. These efforts highlight a trend towards enhanced interaction and visitor experience through AI applications. While the potential for broader AI adoption is promising, it also requires ongoing expert input to address its social, economic, and ethical impacts, from job displacement concerns to ensuring inclusivity and authenticity in AI‑generated content. Experts agree that the AI enhancements must align with the core values of museums as educational and cultural custodians.

The debut of the AI pilot program at the Peranakan Museum has sparked varied responses from the public. Enthusiasts of technological innovation have lauded this initiative as a groundbreaking approach to cultural engagement, allowing visitors to interact with the museum's displays in unprecedented ways. Through AI‑driven dialogues, attendees can delve into the histories of artifacts, breaking down barriers to cultural understanding and fostering curiosity [1](https://cnalifestyle.channelnewsasia.com/singapore/peranakan‑museum‑openai‑ai‑ask‑mona‑465746). This feature is seen not only as a novel learning tool but also as a method to personalize museum experiences, catering to individual interests and queries.

Despite the excitement surrounding this technological advancement, some patrons have reservations. Concerns have been raised about the role and future of human guides, with some fearing that AI might overshadow or replace traditional docents, who bring unique personal insights and stories [5](https://cnalifestyle.channelnewsasia.com/singapore/peranakan‑museum‑openai‑ai‑ask‑mona‑465746). Critics also point out the challenges of relying on AI for accurate cultural representation, stressing that complex cultural narratives might be oversimplified or misrepresented through algorithmic interpretations [1](https://cnalifestyle.channelnewsasia.com/singapore/peranakan‑museum‑openai‑ai‑ask‑mona‑465746).

Furthermore, the AI experience at the Peranakan Museum has been praised for encouraging interactions that visitors might hesitate to initiate in a face‑to‑face setting. The anonymity offered by technology creates a safe space for curiosity, potentially leading to increased public interest and participation in cultural discussions [5](https://cnalifestyle.channelnewsasia.com/singapore/peranakan‑museum‑openai‑ai‑ask‑mona‑465746). However, to maintain the richness of Peranakan heritage, continuous collaboration with cultural experts is necessary to refine and enhance AI‑generated content [1](https://cnalifestyle.channelnewsasia.com/singapore/peranakan‑museum‑openai‑ai‑ask‑mona‑465746).

Proponents of the program emphasize its capacity to enrich educational experiences and broaden cultural outreach. By offering AI‑enhanced accessibility, the museum can reach a wider audience, inviting global participation in learning about Peranakan culture [1](https://cnalifestyle.channelnewsasia.com/singapore/peranakan‑museum‑openai‑ai‑ask‑mona‑465746). This initiative marks a significant step towards more inclusive and interactive cultural institutions, potentially inspiring similar projects across other museums globally.

As the Peranakan Museum continues to explore AI's potential, they stand at the forefront of a new era in cultural preservation and education. The integration of AI into museum settings poses both opportunities and challenges, highlighting the importance of balancing technological advancements with cultural sensitivity and depth [1](https://cnalifestyle.channelnewsasia.com/singapore/peranakan‑museum‑openai‑ai‑ask‑mona‑465746). The future of this endeavor will likely shape not only visitor engagement but also broader aspects of cultural heritage management.

The integration of AI in museums, while promising increased accessibility and engagement, presents several challenges and drawbacks that must be carefully managed. One primary concern is the potential oversimplification of cultural contexts. AI systems, if not expertly curated and programmed, may deliver shallow representations of complex cultural realities. This reductionist approach can lead to misinterpretations, as the AI might lack the depth of understanding that human curators bring to nuanced cultural narratives. For instance, the Peranakan Museum in Singapore, known for its AI‑powered interactive experience, must ensure that its AI provides culturally accurate interactions without diluting the richness of Peranakan heritage.¹

Another significant challenge is the accuracy and reliability of AI‑generated content. Errors or biases embedded within AI algorithms can perpetuate stereotypes or spread misinformation. For example, an AI trained on biased data might unknowingly disseminate false narratives or misrepresent artifact significance. Though museums like the Peranakan Museum source data from credible sources, the possibility of unintended biases slipping through remains a concern.¹ This issue is compounded by broader problems in AI technology, where digital access and algorithmic creativity pose ongoing challenges in delivering accurate cultural content .

Neural network limitations further complicate the implementation of AI in museum settings. While AI can process vast amounts of data quickly, understanding the decision‑making processes within neural networks remains elusive. This opacity can be problematic for museums that require transparency in how artifacts are interpreted and presented to the public. Without clear insights into how AI determines its responses, museum staff may find it challenging to verify the authenticity and accuracy of information delivered to visitors .

Public reactions to AI in museums, such as those experienced by the Peranakan Museum's AI pilot program, tend to be mixed. While many applaud the innovative approach to making cultural heritage more engaging through AI, there are concerns about the potential impact on the traditional museum experience. Visitors have expressed worries over the replacement of human docents and the changes in how cultural stories are presented.¹ The feedback reflects a broader apprehension regarding technology's growing role in shaping cultural narratives and its implications for human interaction within these spaces .

The advent of AI in museums heralds a transformative era for cultural institutions, introducing an array of possibilities for enhancing visitor experiences and preserving heritage. As demonstrated by the Peranakan Museum in Singapore, which has integrated AI capabilities in partnership with OpenAI and Ask Mona, visitors can now engage with exhibits in a more interactive manner. Through AI‑generated conversations, attendees can delve deeper into the stories behind artifacts, offering a dynamic educational experience that extends beyond traditional museum tours. This development not only makes heritage more accessible but also aligns with broader efforts to promote digital engagement with culture. By offering a platform for personalized learning, AI could redefine how museum‑goers interact with history and culture, making visits more engaging and informative [¹].

AI's potential impact on museums extends beyond visitor engagement, touching on areas of cultural preservation and education. With AI, museums like the Peranakan Museum can offer enriched learning experiences that cater to diverse audiences. This technology enables institutions to present nuanced cultural narratives while making cultural knowledge widely accessible. For instance, AI can help decode complex cultural contexts and present them in relatable ways to visitors, enhancing their understanding and appreciation. Moreover, by leveraging AI tools, museums can gather valuable insights into visitor behavior and preferences, which could inform future exhibitions and educational initiatives, thereby ensuring that cultural preservation efforts are both dynamic and responsive to public interest [¹].

The widespread adoption of AI in museums may foster significant economic and social changes. Economically, AI could streamline museum operations, automate content generation, and improve visitor management efficiency, potentially reducing operational costs. This technological integration might also boost visitor numbers due to enhanced, personalized exhibitions, thus increasing revenue streams for museums and associated sectors like tourism [³]. On a social level, AI's ability to make cultural heritage more accessible could promote inclusivity, allowing even those with physical or economic barriers to engage with museum collections. However, this also raises concerns about the authenticity of AI‑generated content and the preservation of original cultural narratives, which must be addressed through thoughtful policy and ethical practices [³].

The broader adoption of AI in cultural institutions, such as museums, represents a transformative shift, offering both challenges and opportunities. In Singapore, the Peranakan Museum has embarked on a pilot project with OpenAI to utilize interactive AI experiences that allow visitors to engage deeply with artifacts through AI‑generated conversations (¹). This initiative serves as a prime example of how AI can enhance accessibility and promote a global understanding of cultural heritage, enriching the visitor experience.

AI's impact on museums extends beyond interactive storytelling; it also aids in accessibility and inclusivity. Museums like Heard Museum in Arizona are integrating AI translation for displaying content in multiple languages, while the Vizcaya Museum & Gardens offers multilingual access through an AI‑powered mobile guide (²). Such applications underscore AI's potential to break down language and cultural barriers, inviting a more diverse audience to explore cultural treasures.

Beyond visitor engagement, AI is revolutionizing collection management and curation. Institutions like the Musée des Hospitalières in Montreal use AI for cataloging archives, which streamlines processes otherwise time‑consuming for curators (²). This not only ensures more efficient management but also allows curatorial staff to dedicate more time to creative aspects of exhibition design.

The socio‑political implications of integrating AI in cultural spaces are considerable. By automating tasks traditionally performed by human staff, there could be economic repercussions, such as job displacement (³). However, AI also offers the potential to open up museums to broader audiences through its efficiency and tailored experiences, influencing the socio‑political landscape by fostering engagement across different demographics.

AI's political implications also encompass issues related to data privacy and ethical AI use. Museums must navigate these carefully, ensuring that visitor data is used ethically while avoiding biases in AI algorithms that might misrepresent or stereotype cultural narratives (³). Moreover, navigating the partnership dynamics with tech companies ensures that cultural institutions retain control over the narratives they present.

Artificial Intelligence (AI) is transforming the economic framework of museums worldwide by introducing novel methods for visitor engagement and operational efficiency. Per the Peranakan Museum initiative, AI has facilitated interactive and personalized visits through partnerships with organizations like OpenAI and Ask Mona. Such collaborations enable museums to maintain continuous visitor engagement, as validated by the pilot program at the Peranakan Museum that allows attendees to delve into artifacts using AI‑driven conversations.¹

AI integration leads to economic efficiencies by automating tasks that traditionally required significant human input, such as visitor management and content generation. This streamlining can reduce operational costs, allowing museums to allocate resources more effectively towards enhancing visitor experiences and knowledge dissemination.³

Furthermore, AI opens pathways to new revenue streams by creating more compelling and inclusive experiences that attract a diverse range of visitors, potentially increasing visitor numbers and boosting related tourism industries. Museums like the Peranakan Museum are at the forefront, using AI to draw wider audiences interested in interactive cultural explorations.¹

While AI presents opportunities in terms of economic gains, it also poses challenges, particularly regarding job displacement. As AI systems handle more tasks usually managed by human staff, the need for traditional roles may diminish. However, there are prospects for new roles focusing on managing AI systems and enhancing AI‑driven experiences.³

AI's integration into museum operations encourages higher levels of visitor interaction, translating into longer visit durations and deeper learning experiences. This engagement not only enriches the visitor's experience but also contributes economically by fostering repeat visits and positive word‑of‑mouth, ultimately playing a vital role in the economic sustainability of cultural institutions.¹

The integration of AI into museum experiences marks a revolutionary shift in how visitors interact with cultural exhibits. For instance, the Peranakan Museum in Singapore, in collaboration with OpenAI and Ask Mona, has pioneered an AI‑driven platform that invites visitors to engage with artifacts through AI‑generated conversations. This initiative, as reported by [Channel News Asia](https://cnalifestyle.channelnewsasia.com/singapore/peranakan‑museum‑openai‑ai‑ask‑mona‑465746), aims to make museum visits more interactive and engaging by allowing attendees to converse with exhibits, significantly enhancing accessibility and deepening public appreciation of Peranakan culture. Such applications of AI in cultural settings are not just about technological advancement but also about redefining the museum as a dynamic space for education and cultural dialogue.

Furthermore, AI's capacity to personalize museum experiences extends beyond Singapore. Various museums globally are exploring similar technologies to create interactive storytelling and deeper visitor engagement. For example, the Museum of Tomorrow in Rio de Janeiro employs an AI chatbot to foster discussions on sustainability, while the British Museum is experimenting with generative AI through The Living Museum app to animate its collections. By tailoring interactions to individual interests and backgrounds, AI is making museums less about static observation and more about active participation and learning. This transformation is inviting a more diverse audience to engage with cultural content in meaningful ways.

On a broader scale, the adoption of AI in museums has the potential to significantly impact social dynamics. AI can enhance access for individuals with disabilities or those unable to physically visit museums. This democratization of access promotes social inclusivity, allowing broader segments of the population to engage with cultural heritage. However, as highlighted by various experts, reliance on AI also brings challenges. There is the risk of oversimplifying complex cultural narratives or perpetuating biases within AI responses. Museums must ensure that AI complements human expertise and maintains the depth and authenticity of cultural education.

As museums continue to integrate AI, they face several political and ethical considerations. Questions around data privacy and the ethical use of visitor data are paramount. Museums must comply with stringent regulations to protect user information and avoid potential abuses of collected data. Moreover, the influence of large tech companies in cultural sectors creates new paradigms of power and control over cultural narratives. These technological integrations call for careful deliberation to ensure they enhance rather than dilute the museum's educational mission and cultural relevance. Addressing these concerns through robust policy frameworks is crucial to maintaining public trust and integrity in AI‑enhanced museum experiences.

Artificial Intelligence (AI) is increasingly influencing cultural settings, bringing about significant political implications that cannot be overlooked. In cultural institutions like museums, AI‑powered interactions can democratize access, facilitating a more inclusive environment for various audiences. For instance, the Peranakan Museum's partnership with OpenAI enables visitors to engage in AI‑generated conversations about artifacts, thus promoting cultural heritage in an accessible manner [1](https://cnalifestyle.channelnewsasia.com/singapore/peranakan‑museum‑openai‑ai‑ask‑mona‑465746). Such initiatives not only enhance cultural engagement but also raise questions about digital sovereignty and the control of cultural narratives.

The political implications of AI in cultural settings extend to the stewardship of cultural heritage. As AI systems become integral to museums and cultural institutions, they raise concerns about data privacy, the management of intangible cultural assets, and the representation of diverse cultures. The use of AI in the Peranakan Museum demonstrates the potential for AI to serve as both a bridge and a gatekeeper of cultural heritage. By enabling personalized, digital interactions, AI can preserve and disseminate cultural knowledge, yet it could also inadvertently oversimplify complex cultural histories [1](https://cnalifestyle.channelnewsasia.com/singapore/peranakan‑museum‑openai‑ai‑ask‑mona‑465746).

Moreover, AI's integration into cultural institutions has nationalistic and geopolitical dimensions. The deployment of AI technologies developed by global tech companies like OpenAI can lead to dependencies that influence local narratives and potentially subject cultural institutions to external pressures. This underscores the importance of maintaining local control over cultural data and narratives to safeguard national heritage [1](https://cnalifestyle.channelnewsasia.com/singapore/peranakan‑museum‑openai‑ai‑ask‑mona‑465746).

AI also intersects with the politics of labor in cultural settings. The automation of roles traditionally held by human staff, such as docents and curators, raises critical questions regarding job security and the value of human expertise. While AI can enhance visitor experiences by providing round‑the‑clock access to information and generating tailored content, it is essential to balance technological adoption with the preservation of human interaction and traditional cultural roles [1](https://cnalifestyle.channelnewsasia.com/singapore/peranakan‑museum‑openai‑ai‑ask‑mona‑465746).

Ultimately, the political implications of AI in cultural settings call for robust policies that address ethical considerations, data privacy, and the equitable distribution of technological benefits. The Peranakan Museum's use of AI serves as a case study for navigating these challenges, showcasing the need for a thoughtful integration of AI that respects cultural identities and enhances accessibility without compromising the political and ethical foundations of cultural institutions [1](https://cnalifestyle.channelnewsasia.com/singapore/peranakan‑museum‑openai‑ai‑ask‑mona‑465746).

As museums increasingly integrate AI technologies, uncertainties surrounding long‑term impacts persist. One major consideration involves the effect on employment, as automating museum operations could lead to job displacement. However, experts emphasize that AI should complement, rather than replace, human expertise to maintain the value of cultural professions [3](https://anacecilia.digital/en/the‑impact‑of‑artificial‑intelligence‑on‑museums‑and‑the‑cultural‑sector/). Museums must also navigate the complex terrain of algorithmic bias and its potential to perpetuate stereotypes or misinformation. By prioritizing transparency in AI development and implementation, institutions can work to minimize such risks.

Ethical concerns are at the forefront of discussions about AI in cultural contexts. The potential for AI to propagate misinformation or create sophisticated deepfakes demands a robust ethical framework to guide its usage in museums. Regulations and guidelines must be established to ensure ethical handling and dissemination of cultural data [3](https://anacecilia.digital/en/the‑impact‑of‑artificial‑intelligence‑on‑museums‑and‑the‑cultural‑sector/). Additionally, safeguarding visitor data privacy is critical, necessitating secure systems for data collection and storage that comply with legal standards.

The evolution of AI in museums could reshape visitor engagement paradigms. By offering personalized and interactive experiences, AI can encourage deeper visitor involvement with artifacts and their stories. However, this technological integration must be balanced with a sensitivity to cultural nuances and historical accuracies, avoiding overly simplistic portrayals that fail to capture the complexity of heritage. It is essential for cultural institutions to carefully curate AI outputs to maintain authenticity and integrity in their displays [3](https://anacecilia.digital/en/the‑impact‑of‑artificial‑intelligence‑on‑museums‑and‑the‑cultural‑sector/).

Future considerations also include the potential role of AI in democratizing access to culture and heritage. While AI makes cultural content more accessible to a global audience, it is imperative to consider how technology can either bridge or widen gaps in accessibility. Ensuring that AI systems are designed to be inclusive and unbiased is key to achieving equitable cultural experiences for diverse visitor demographics [3](https://anacecilia.digital/en/the‑impact‑of‑artificial‑intelligence‑on‑museums‑and‑the‑cultural‑sector/). This commitment to inclusivity must extend to all phases of AI system development and deployment.