Close this search box.

We are creating some awesome events for you. Kindly bear with us.

Exploring the Benefits and Limitations of Generative AI

The benefits and limitations of generative AI have been highlighted by researchers at MIT’s Computer Science and Artificial Intelligence Laboratory (CSAIL). The main topics of conversation were the language, imagery, and source code of the new technology and its effects on society and industry.

The system can generate new data or material comparable to what the generative AI was trained on. Generative AI models, such as generative adversarial networks (GANs), variational autoencoders (VAEs), and diffusion models, have shown extraordinary efficacy across various domains, from the creative to performing arts to science and health.

Fake news, deep fakes, and misinformation are only some of the ethical and social concerns brought up by these models. The researchers stressed the need to consider these concerns when examining the strengths and weaknesses of generative AI and making decisions on how to apply it responsibly and ethically.

EECS Professor and CSAIL Director Daniela Rus of MIT shared a collage of artificial intelligence pictures her students had generated using a computer. These pictures show the models’ visual capabilities, as they were trained using many publicly available images from the internet to produce an image that looks like the training data.

One common approach to training a neural network generator was recently addressed by Phillip Isola, Associate Professor of EECS and CSAIL Principal Investigator at MIT. The most exciting feature of generative data, according to Isola, is not the power to generate photorealistic visuals but rather the unparalleled degree of control it grants us.

As a result, we can now input a description like “Van Gogh style” and have the model generate an image that matches that description, demonstrating the power of language as an interface for image generation. In cases where words alone are inadequate, visual aids such as sketches can be employed to give the model more precise input and produce the required results.

“It could be difficult, for instance, to convey the precise location of a mountain in the background of a portrait,” Isola explains.

The significance of evaluating the reliability of generating content was also highlighted. Numerous benchmarks have been developed to demonstrate that models can perform at or beyond human levels on specific examinations or tasks requiring sophisticated linguistic skills.

CSAIL Principal Investigator and EECS Assistant Professor at MIT Jacob Andreas stated that models can now create poetry, hold discussions and generate targeted papers to represent concepts that seem to be wishes and beliefs.

In word embeddings, words with similar meanings are given numerical values (vectors) and arranged in a space with many dimensions to harness the power of these models. To facilitate several rounds of dynamic interactions between various elements, transformer models employ an “attention mechanism” that selectively focuses on selected parts of the input sequence.

Further, as Andreas pointed out, users can push the envelope by providing sources and citations to other users as they build an argument. However, he emphasised that even the most advanced models available today are not yet capable of doing so in a trustworthy manner and that much more effort is needed to make these sources credible and objective.

While Armando Solar-Lezama, EECS Professor at MIT and CSAIL primary investigator, investigated elaborate language models – the kind that sometimes feels profoundly “meta” – the type that produces code. They are like tiny magic wands, except instead of casting spells, they create lines of code and make (some) software developers’ fantasies come true.

Lezama also discussed the fight against the industry’s enormous and heavy pockets and the success of establishing large language models. Academic models “need huge computers” to develop the technologies above without excessive reliance on industrial backing.

Andreas concludes that while being modest about one’s talents is necessary, the risks of underestimating one’s impact should not be disregarded. “We still don’t know what these models can and can’t achieve, so we should approach them humbly.”


Qlik’s vision is a data-literate world, where everyone can use data and analytics to improve decision-making and solve their most challenging problems. A private company, Qlik offers real-time data integration and analytics solutions, powered by Qlik Cloud, to close the gaps between data, insights and action. By transforming data into Active Intelligence, businesses can drive better decisions, improve revenue and profitability, and optimize customer relationships. Qlik serves more than 38,000 active customers in over 100 countries.


As a Titanium Black Partner of Dell Technologies, CTC Global Singapore boasts unparalleled access to resources.

Established in 1972, we bring 52 years of experience to the table, solidifying our position as a leading IT solutions provider in Singapore. With over 300 qualified IT professionals, we are dedicated to delivering integrated solutions that empower your organization in key areas such as Automation & AI, Cyber Security, App Modernization & Data Analytics, Enterprise Cloud Infrastructure, Workplace Modernization and Professional Services.

Renowned for our consulting expertise and delivering expert IT solutions, CTC Global Singapore has become the preferred IT outsourcing partner for businesses across Singapore.


Planview has one mission: to build the future of connected work. Our solutions enable organizations to connect the business from ideas to impact, empowering companies to accelerate the achievement of what matters most. Planview’s full spectrum of Portfolio Management and Work Management solutions creates an organizational focus on the strategic outcomes that matter and empowers teams to deliver their best work, no matter how they work. The comprehensive Planview platform and enterprise success model enables customers to deliver innovative, competitive products, services, and customer experiences. Headquartered in Austin, Texas, with locations around the world, Planview has more than 1,300 employees supporting 4,500 customers and 2.6 million users worldwide. For more information, visit


SIRIM is a premier industrial research and technology organisation in Malaysia, wholly-owned by the Minister​ of Finance Incorporated. With over forty years of experience and expertise, SIRIM is mandated as the machinery for research and technology development, and the national champion of quality. SIRIM has always played a major role in the development of the country’s private sector. By tapping into our expertise and knowledge base, we focus on developing new technologies and improvements in the manufacturing, technology and services sectors. We nurture Small Medium Enterprises (SME) growth with solutions for technology penetration and upgrading, making it an ideal technology partner for SMEs.


HashiCorp provides infrastructure automation software for multi-cloud environments, enabling enterprises to unlock a common cloud operating model to provision, secure, connect, and run any application on any infrastructure. HashiCorp tools allow organizations to deliver applications faster by helping enterprises transition from manual processes and ITIL practices to self-service automation and DevOps practices. 


IBM is a leading global hybrid cloud and AI, and consulting services provider, helping clients in more than 175 countries capitalize on insights from their data, streamline business processes, reduce costs and gain the competitive edge in their industries. Nearly 3,800 government and corporate entities in critical infrastructure areas such as financial services, telecommunications and healthcare rely on IBM’s hybrid cloud platform and Red Hat OpenShift to affect their digital transformations quickly, efficiently, and securely. IBM’s breakthrough innovations in AI, quantum computing, industry-specific cloud solutions and business services deliver open and flexible options to our clients. All of this is backed by IBM’s legendary commitment to trust, transparency, responsibility, inclusivity, and service. For more information, visit