DEI Talks | “nanoML: Pushing the Limits of Edge AI with Weightless Neural Networks” by Prof. Lizy John (UT Austin)

The talk entitled “nanoML: Pushing the Limits of Edge AI with Weightless Neural Networks”, will be given by Prof. Lizy Kurian John (University of Texas at Austin) on 6 May at 2.30 pm in room I-105. The session will be moderated by Prof. Pedro Diniz (DEI).

About the Talk:

“Mainstream artificial neural network models, such as Deep Neural Networks (DNNs) are computation-heavy and energy-hungry. Weightless Neural Networks (WNNs) are natively built with RAM-based neurons and represent an entirely distinct type of neural network computing compared to DNNs. WNNs are extremely low-latency, low-energy, and suitable for efficient, accurate, edge inference. The WNN approach derives an implicit inspiration from the decoding process observed in the dendritic trees of biological neurons, making neurons based on Random Access Memories (RAMs) and/or Lookup Tables (LUTs) ready-to-deploy neuromorphic digital circuits. WNNs are a natural fit for edge AI due to the low area, energy and latency properties offered by them. This talk will describe the state of the art of Weightless Neural Networks, and their applications for edge inferencing.”

About the Speaker:

Lizy Kurian John is Truchard Foundation Chair in Engineering at the University of Texas at Austin. Her research interests include workload characterization, performance evaluation, and high performance architectures for emerging workloads. She is recipient of many awards including Joe J. King Professional Engineering Achievement Award (2023), and The Pennsylvania State University Outstanding Engineering Alumnus Award (2011). She has authored 3 books and has edited 4 books including a book on Computer Performance Evaluation and Benchmarking. She holds 18 US patents and is an IEEE Fellow (Class of 2009), ACM Fellow, AAAS Fellow and Fellow of the National Academy of Inventors (NAI).”

Acknowledgement: Lizy K. John is currently a Fulbright Specialist. Her research is supported in part by the Unites States National Science Foundation (NSF) Grants #2326894, #2425655, Semiconductor Research Corporation (SRC) Task 3148.001, and NVIDIA Applied Research Accelerator Program Grant.

DEI/FEUP Faculty Lead AI Project Driving Innovation at FC Porto

By Nuno Teixeira, SICC/FEUP

Futebol Clube do Porto (FC Porto) and the Faculty of Engineering of the University of Porto (FEUP) have formalised a strategic Research and Development partnership that aims to reshape the future of data at the Club. The project, developed in direct collaboration with FEUP and with the participation of DareData, is a central pillar of FC Porto’s Strategic Plan and, in particular, of the organisation’s Digital Transformation Programme.

The two institutions involved – FC Porto, an international sporting icon, and the Faculty of Engineering of the University of Porto, one of the country’s most prestigious engineering schools and internationally recognised for excellence in fields such as Informatics Engineering, Intelligent Systems and Data Science – are thus strengthening a long-standing relationship. This collaboration brings together the Portuguese club with the most honours to the leading engineering education institution in Portugal, ranked amongst the most reputable in Europe for teaching and technological research.

This collaboration involves Professors André Restivo and Sérgio Nunes, lecturers at the Department of Informatics Engineering (DEI) at FEUP, who will take on the technical and scientific coordination of the project, with the primary aim of providing FC Porto with a robust and scalable technological architecture capable of supporting advanced Artificial Intelligence solutions. The project will enable the club to optimise critical areas such as sporting performance, scouting and business management, basing decision-making on the analysis of large volumes of data.

For André Restivo, this collaboration enables “the application of software engineering and information systems methodologies in a real-world and demanding environment. Furthermore, it is a natural step for two of the city’s leading institutions to work together, bringing academic research closer to the practical reality of the club”.

This partnership joins other projects that build bridges between the Club and academia, such as the technical-scientific cooperation agreement with the Faculty of Sport (FADEUP), reinforcing a joint dynamic with ambition and global impact.

A new data ecosystem

The objective is clear: to consolidate the organisation’s technological foundations, design a new data ecosystem at both the sporting and corporate levels, and elevate FC Porto to a new level of excellence that underpins the Club’s position as a leading international data-driven organisation.
Under the guidance of FEUP researchers, work is underway to design a new technological architecture that is agile, modular and scalable, and ready for the future. With solid data foundations, FC Porto will be able to leverage the use of Artificial Intelligence in areas such as Sports Performance, Scouting, Health, and the personalisation of relationships with members and supporters, with a view to bringing the Porto community even closer together.

Talent and organisational culture

The project also encompasses the design of a governance model and data policies, establishing new critical skills and roles to implement and develop this strategy. The aim is to create an organisational culture where data is a vital strategic asset, adding value and bringing elite professionals to FC Porto, linking alumni, lecturers and students from the University of Porto with FC Porto and new partners.

The future on the horizon

Beyond the immediate horizon, there are plans for the joint development of academic work within the context of advanced study programmes and internships, promoting the continuous transfer of knowledge and bringing academia and the Club even closer together.

The future also involves extending this collaboration to other fields of knowledge, enabling the creation of a unique multidisciplinary innovation hub within the international sporting landscape. The sustainability of this vision rests on continuous investment in human capital. To this end, FC Porto will strengthen its teams by integrating technological and management profiles that share this culture of rigour and excellence, in a virtuous blend of passion and knowledge.”

DEI Talks | “When AI meets Performance Engineering: Challenges and Opportunities” by Prof. Lizy John (UT Austin)

The talk entitled “When AI meets Performance Engineering: Challenges and Opportunities”, will be given by Prof. Lizy Kurian John (University of Texas at Austin) on 29 April, at 2.30 pm, in room L119 (DEMec). The session will be moderated by Prof. Pedro Diniz (DEI).

About the Talk:

“Artificial Intelligence/Machine Learning (AI/ML) has transformed hardware design, software systems, and system architectures. Emerging hardware for AI accelerators have become heterogeneous and complex, that traditional modeling methodologies, benchmarks, and metrics for prior systems may not work for assessing AI models and AI hardware. The single-most commonly used operation in AI is matrix multiplication. Hardware accelerators like GPUs have created Tensor Cores to support matrix multiplication. Google TPUs support matrix multiplication by the hardware systolic arrays. However, matrix multiplication cannot be a reliable benchmark for benchmarking, due to its high sensitivity to optimizations. The MLPerf consortium creates ML benchmarks, however those benchmarks are prohibitively difficult to manage for many small companies and academic researchers. What are good benchmarks for AI/ML? How can you evaluate AI hardware in pre-silicon and post-silicon stages? Complete system simulation was a popular mode of pre-silicon evaluation but prohibitively expensive. This talk will describe some of the opportunities and challenges when AI meets Performance Engineering.”

About the Speaker:

Lizy Kurian John is Truchard Foundation Chair in Engineering at the University of Texas at Austin. Her research interests include workload characterization, performance evaluation, and high performance architectures for emerging workloads. She is recipient of many awards including Joe J. King Professional Engineering Achievement Award (2023), and The Pennsylvania State University Outstanding Engineering Alumnus Award (2011). She has authored 3 books and has edited 4 books including a book on Computer Performance Evaluation and Benchmarking. She holds 18 US patents and is an IEEE Fellow (Class of 2009), ACM Fellow, AAAS Fellow and Fellow of the National Academy of Inventors (NAI).”

Acknowledgement: Lizy K. John is currently a Fulbright Specialist. Her research is supported in part by the Unites States National Science Foundation (NSF) Grants #2326894, #2425655, Semiconductor Research Corporation (SRC) Task 3148.001, and NVIDIA Applied Research Accelerator Program Grant.

New PhD graduates honoured at the 2026 Conferment Ceremony

The José Carlos Marques dos Santos Auditorium, at the Faculty of Engineering of the University of Porto (FEUP), hosted on April 16 2026, at 5:00 p.m., another edition of the Conferment Ceremony – Doctoral Awards & Career Award, a ceremony that officially honors those who completed their doctoral degree and defended their thesis in the previous academic year.

This formal session constitutes the highest academic distinction awarded by FEUP and began with the traditional entrance of the academic procession, followed by the opening address by the Director of FEUP, Prof. Rui Calçada.

During the ceremony, the New PhD Graduates of 2026 were honoured, and the Institutional Awards were presented. The 2025 Career Award was also presented to Eng. Jorge Vasconcelos, a member of the Board of Directors of the Calouste Gulbenkian Foundation, followed by a speech by the honouree, one of the highlights of the ceremony.

The programme also included a musical interlude, as well as the traditional tributes to FEUP PhD graduates marking 25 and 50 years since graduation and to lecturers who have attained the Habilitation. As part of the tributes marking 25 years since graduation, Jorge Manuel Gomes Barbosa, from DEI, was honoured.

The session concluded with a closing address by the Vice-Rector of the University of Porto, Prof. Pedro Costa, who is responsible for Built Heritage and Sustainability, followed by the departure of the academic procession and a reception hosted by FEUP.

Honoured PhD graduates associated with the DEI

Doctoral Programme in Informatics Engineering

Bernardo José Coelho Leite
Eliseu Moura Pereira
Filipa Marília Monteiro Ramos Ferreira
Gabriel de Jesus
João Ferreira de Carvalho Castro Nunes
José Eduardo Ferreira Ribeiro
Lázaro Gabriel Barros da Costa
Leonardo da Silva Ferreira
Martin Joseph Aubard
Pedro Rodrigo Caetano Strecht Ribeiro
Sara Filipa Couto Fernandes
Tiago Filipe Mendes Neves

Doctoral Programme in Digital Media

Adriana Aguiar Aparício Fogel
Alexandre Resende Clément (Cum Laude)
Diogo Miguel Filipe Cocharro
Haline Costa Maia
Inês Dias Koch
Joana Machado Cerejo de Araújo
João Pedro Silva Ribeiro (Cum Laude)
Pedro Miguel Sá Couto Condeço Ribeiro

Doctoral  Programme in Computer Science (Joint programme between U.Porto, UA and UM)

Ehsan Aminian

Andrés Isaza awarded an INPhINIT PhD scholarship from “la Caixa” Foundation

Andrés Isaza Giraldo, a PhD student on the Doctoral Program in Digital Media (PDMD) at the University of Porto, is one of the recipients of an INPhINIT Retaining scholarship from the “la Caixa” Foundation, one of the most prestigious awards for young researchers in the Iberian Peninsula.

The award-winning project, entitled “Geological Studies of Images-in : Stratigraphic Analysis of Media for the Co-creation of Fictional Audiovisual Archives”, proposes an innovative approach to the study of the history of Amazonian cinema, drawing on analytical tools from geology, notably stratigraphy, to interpret the evolution of moving images as layers sedimented over time.

Andrés Isaza is a Colombian filmmaker and audiovisual artist, born in Manizales and based in Portugal since 2021. With a degree in Film and Television from the National University of Colombia and a Master’s in Multimedia Art from the University of Lisbon, he is currently pursuing his PhD within the PDMD program. His research is hosted by i2ADS — the Institute for Research in Art, Design and Society at the Faculty of Fine Arts, University of Porto, under the supervision of Professor Miguel Carvalhais.

A sediment made of Light

The research draws on a geological metaphor: just as soil strata preserve millennia of environmental history, so too can the history of cinema be ‘read’ in layers — a technique that Isaza terms ‘cinema cubes’ or ‘sediments of light’. Applied to Amazonian cinema, this methodology allows for an analysis of the transformation of audiovisual representations of the Amazon in the early days of cinema in that region, a period marked by external perspectives driven by commercial, political, scientific and religious interests; hence the need to study this period in a different way. But the research goes further: it also aims to use generative artificial intelligence to co-create, in partnership with individuals in the Amazon region, new fictional audiovisual archives that disrupt the linear history of cinema, just as magma bursts through sedimentary layers.
The project brings together film studies, computational cultural analysis, visual anthropology, participatory design and AI ethics — questioning who has access to new technologies and how these can be used fairly in historically marginalised territories whilst preserving their own ontological traditions.

The INPhINIT Retaining grant from the “la Caixa” Foundation has a maximum duration of four years and funds labour costs, research expenses and tuition fees for the doctoral programme, supporting researchers developing their projects in any scientific field in Portugal or Spain.

From FEUP to the world: Cláudio Fischer Lemos at the forefront of global cybersecurity

By Joana Guedes Pinto, SICC, FEUP

TensorOps, a Portuguese artificial intelligence services company founded in 2023 by Cláudio Lemos (who completed the Integrated Master’s Degree in Informatics and Computing Engineering at FEUP in 2021), recently announced a strategic partnership with Armis (acquired in late December by ServiceNow), one of the world’s leading names in cybersecurity. At the heart of this partnership is the development of a new generation of autonomous agents capable of operating in complex enterprise environments and responding, in real time, to increasingly sophisticated threats.

The collaboration comes at a particularly significant time for the sector. With the growing use of artificial intelligence by malicious actors, traditional defence systems face clear limitations. The joint initiative between TensorOps and Armis aims precisely to address this structural challenge, bridging the gap between detection and action.

“We are witnessing a radical shift: cyberattacks are no longer carried out solely by human hackers, but by offensive AI agents deployed by criminal and state-sponsored organisations,” explains Cláudio Lemos, CEO of TensorOps.

A Portuguese project with global impact

Although a young company, TensorOps was founded with a clear ambition: to build cutting-edge technology from Portugal. The company began to take shape in 2022, the result of a partnership between Cláudio Lemos and Gad Benram, and quickly adopted a strategy focused on international markets.

“From day one, our vision was very clear and distinct: we wanted to create a business model geared towards exporting national talent and services of excellence.”

Today, this strategy has become a concrete reality: the vast majority of the company’s clients are international, including some of the world’s largest technology organisations. “Our team works with 95% international clients, generating high-value revenue for the Portuguese economy.” This model not only validates the competitiveness of national talent but also reinforces Portugal’s role as a provider of highly specialised engineering.

The connection with Armis emerged organically, driven by the technical reputation and network of contacts of the TensorOps team within the global cybersecurity ecosystem. “It all began with a direct approach, based on our reputation and network.”

“We immediately realised it was a highly strategic project because Armis (recently acquired by ServiceNow for $7.75 billion) operates at the absolute cutting edge of the sector, and the challenge was to create something that simply does not yet exist on the market for businesses,” says Cláudio.

Building an “army” of autonomous agents

As part of this collaboration, TensorOps is developing an innovative system based on multiple artificial intelligence agents capable of acting in a coordinated manner. “We are building a ‘mini-army’ of defensive AI agents and integrating them into Armis’ proprietary environment.”

Unlike traditional solutions, based on fixed rules or reactive models, these agents introduce a new level of autonomy. “The AI agents we are developing are proactive and adaptable. They can assess the context of a threat in real time, reason about the best mitigation strategy and execute actions autonomously.”

This approach enables a response to the speed and sophistication of modern attacks, where isolated human intervention is no longer sufficient. The development of these systems poses significant technical challenges, particularly in terms of coordination between agents. “Ensuring that multiple AI agents communicate with one another, share threat context in real time and execute coordinated defence tactics is a formidable challenge in terms of software architecture and artificial intelligence,” explains the CEO of TensorOps.

Beyond algorithmic complexity, these systems must operate on critical infrastructure without compromising service continuity, further raising the bar. For Cláudio Lemos, the impact of this technology will cut across all areas of organisations.

The integration of autonomous agents will be as fundamental for companies in the coming decade as the transition to the cloud was in the past decade.
This new paradigm will entail a profound transformation in the way work is distributed between humans and machines. “Human teams will no longer be focused on performing repetitive tasks, but will instead take on roles of supervision, governance and strategy.”

Portugal as an AI engineering hub

TensorOps’s trajectory also illustrates the potential of the national technology ecosystem, particularly in the field of artificial intelligence. “It means proving that national talent is on a par with the best in Silicon Valley, London or Tel Aviv.”

For the CEO of TensorOps, the future lies in strengthening the commitment to innovation and the export of knowledge: “if we continue to focus our companies on exporting innovation and not just on selling cheap outsourcing hours, we have all the geographical, economic and intellectual conditions to be one of the main drivers of Artificial Intelligence in Europe.”

Still with his eyes fixed on the future, Cláudio does not hesitate to highlight the decisive role played by his training at the Faculty of Engineering of the University of Porto in much of the success achieved today:

“More than specific programming languages, I feel that FEUP taught me to think in a structured way, to break down highly complex problems. That engineer’s mindset is something I use in my day-to-day work.”

ADN DEI | Inês Cardoso: the passion for video games that led her to Google

By Álvaro Paralta, SICC, FEUP

“She has been passionate about video games for as long as she can remember. She enjoys reading and strums the guitar from time to time, but for the past few years she has devoted herself entirely to Informatics Engineering, which she studied at the Faculty of Engineering of the University of Porto (FEUP). This was the ticket that allowed Inês Cardoso, a native of Porto, to move to Poland, the country from which she spoke to us and where she works as a software engineer at Google. In a lengthy conversation, we connected the two points on the globe to learn about and explore her journey.

The awakening of a vocation

Engineering wasn’t always an obvious path or an immediate choice. Although the subjects she enjoyed most pointed to a certain inclination – Physics, Chemistry, Mathematics – choosing which course to pursue was a real challenge. Especially at a time when the balance between doubts and certainties isn’t necessarily even. “I was confused, but at one point I thought that studying computer engineering might be a good way to get into making video games, which I’ve always loved,” she recalls.

During secondary school, which she completed at Rio Tinto Secondary School, she visited FEUP on several occasions, including the “Semana Profissão: Engenharia” and on every visit, her impression of the faculty was the same: “it’s a university for grown-ups”. So much so that she enrolled there in 2020. “When I started, we were in the middle of a pandemic and I think that made my first year more challenging: on the one hand, classes were held online, and on the other, I had some doubts about whether I was on the right path or not,” she explains.

Despite the slight uncertainty in this early stage, the next five years were spent in what would become his second home. Along the way, she joined the Núcleo de Estudantes de Informática da Associação de Estudantes da FEUP (NIAEFEUP) and helped organise the National Meeting of Informatics Students (ENEI), which took place between 11 and 14 April. “Being part of the society and organising events of this kind allows us to connect with lots of people, forge new bonds and open up new opportunities – which is especially important in the early years of university.”

She undertook an internship at JumpSeller and explored a different field – writing – at the Jornal Universitário do Porto (JUP). In 2023, she began her master’s degree, where she realised which area she would like to specialise in. “I took a course in computer vision that sparked my interest – it combined artificial intelligence with imaging; and that’s when I thought it might be interesting to work on an application of this technology to medical imaging,” she recalls.

In conversation with some members of NIAEFEUP, they suggested a potential supervisor with whom she could speak to develop a master’s project in the field of medical imaging. And so it was. “We arranged a meeting and he thought it was interesting that I wanted to do my thesis in this area. He said straight away that he could be my supervisor,” she recalls. And so it was. She also undertook an internship at INESCTEC and worked as a teaching assistant in the Department of Informatics Engineering at FEUP.

Erasmus and ‘broadening horizons’

In 2024, she had her first mobility experience at the University of Zagreb in Croatia. “I did two Erasmus placements and had completely different experiences. On the first one, the aim wasn’t so much the academic side itself, but more the chance to live on my own, to test my independence. It was this experience that took away my fear of going to live in another country – which is, after all, my reality today,” explains Inês.
The following year, she also spent time at Utrecht University in the Netherlands, where she worked on her dissertation in the field of computer vision. “This period was very important academically, but also for understanding a different way of life. In Portugal, we’re used to seeing people wake up in the morning, go to work and return exhausted at the end of the day. Not there. Everything is done earlier, work finishes earlier too, and at the end of the day, everyone gets together. I felt that people lived much happier lives and I learnt a lot from that,” she recalls.

Her time in the two countries made her reflect on what to do after completing her master’s degree. She considered doing a PhD, but things took a different turn. Empowered by her experiences abroad – after all, living alone isn’t as difficult as it initially seemed – in her final year of her master’s degree she applied to a few tech giants, keen to learn as much as possible and explore career opportunities. And she landed her top choice.

The next step was at Google in Poland, where she is currently based. “The interview process was lengthy. We had interviews based on system design, where my university knowledge was important; and interviews consisting of competitive programming exercises. I’d like to take this opportunity to say that initiatives like CodeCamp@FEUP are very important, because they familiarise future students with this kind of dynamic from an early stage,” she shares.

“When we enter the job market, there’s a question I see many people my age asking: whether we should apply to a smaller company, like a start-up, or a larger one. On the one hand, I think start-ups often offer greater autonomy, the chance to explore different paths and take on more responsibility. On the other hand, larger companies allow you to work on solutions with an impact on a much larger scale. At the time, I felt that starting my career at a large company would be a valuable opportunity to learn from experienced teams and understand how solutions are built that reach millions of users.”

An open future

The early days at Google were about adapting to a new reality. An eight-hour working day became the new norm, which had to be managed as effectively as possible, in an attempt to replicate what he had experienced, for example, in the Netherlands – “you need to have plans to make the most of your time after work”. At the moment, he is contributing to the development of a Google Cloud product, BigQuery.

“I’ve learnt a great deal and I know that this is essentially what motivates me to be here. I really like the way they treat their staff, because I feel they promote a good work-life balance. The building where I work has 31 floors and each one has a recreation room and a piano; we have a library, a gym, a colouring room and a room with guitars. It’s a very different environment,” reflects the FEUP student.

As for the future, her ideas are quite clear: nothing is impossible. “I like to think that everything is open. I might even switch fields completely, if I think it makes sense. Who knows, maybe open a café at 40, have a farm at 50. I think my priority right now, and what I believe will shape my future, is the desire to be where I can learn the most, always in line with my interests at the moment.”

DEI contributes to SPE 2026 with 50 activities in the field of Informatics Engineering

The Department of Informatics Engineering (DEI) had a strong and highly participative presence at SPE 2026 – Semana Profissão Engenharia, which took place from March 24 to 26 at the Faculty of Engineering of the University of Porto (FEUP).

Over the three days of SPE, DEI delivered a total of 50 activities, each lasting 30 minutes, involving a large number of students, faculty members, and visitors. Forty of these activities were integrated into two tracks exclusively dedicated to Informatics, allowing for direct and in‑depth contact with different areas of Informatics Engineering. The remaining ten activities were part of two “Future Society” tracks, developed in collaboration with the Department of Electrical and Computer Engineering (DEEC) and other research institutes, promoting an interdisciplinary approach to emerging technological challenges.

DEI’s activities were offered in a variety of formats, including mini‑workshops, demonstrations of projects developed within curricular units, and presentations delivered by student groups and research teams. In the mini‑workshops, participants had the opportunity to engage in hands‑on activities such as Python programming and programming with micro:bits, in an interactive and accessible environment.

Several DEI curricular units were represented in this edition, showcasing the work developed across different study cycles. From the 2nd year of the Bachelor’s Degree in Informatics and Computing Engineering (L.EIC), the curricular units Computational Logic (LC) and Software Technologies Development Laboratories (LDTS) took part. From the 3rd year of L.EIC, the units Web Application Bases Laboratories (LBAW), Artificial Intelligence (AI), and Computer Graphics (CG) were represented. From the 1st year of the Master’s Degree in Informatics and Computing Engineering (M.EIC), the curricular unit Information Management Systems (SGI) participated.

The program also included demonstrations of DEI’s participation in the Bosch Future Mobility Challenge(BFMC), an international competition in the field of autonomous driving, highlighting the department’s involvement in projects with a strong practical, technological, and industry‑focused component.

In parallel, several student groups contributed with their own presentations, namely ACM FEUP, ARMIS.LAB, xSTF, NCGM, and IEEE UP Student Branch, reinforcing the central role of students in promoting the degree programs and research areas in Informatics.

In total, DEI’s participation involved more than 60 students, whose contribution was essential to the success of the activities and to interaction with secondary school students attending the event.

The organization of DEI’s participation was coordinated by DEI faculty members Carla Gonçalves, José Campos, Ricardo Cruz, and Thiago Silva, ensuring a well‑structured, diverse, and representative presence of the department throughout the event.

With this participation, DEI reinforced its commitment to the dissemination of Informatics Engineering, engagement with society, and the promotion of education, research, and innovation among future engineers.

DEI Talks | “Life Post Moore’s Law: The New Design Frontier” by Prof. Mark Horowitz (Stanford University)

The talk “Life Post Moore’s Law: The New Design Frontier” will be given by Prof. Mark Horowitz (Stanford University) on March 27th, at 14:00, in room I-105. The session will be chaired by Prof. Pedro Diniz (DEI).

About the Talk:

“For over 50 years, information technology has relied upon Moore’s Law: providing, for the same cost, 2x the number of logic transistors that were possible a few years prior. For much of that time, the smaller devices also provided dramatic energy and performance improvement through Dennard Scaling, but that scaling ended over a decade ago. While technology scaling continues, per transistor cost is no longer scaling in the advanced nodes. In this post Moore’s Law reality, further price/performance improvement follows only from improving the efficiency of applications using innovative hardware and software techniques.

Unfortunately, this need for innovative system solutions runs smack into the enormous complexity of designing and debugging contemporary VLSI based hardware/software platforms; a task so large it has caused the industry to consolidate, moving it away from innovation. The result is a set of platforms aim at different computing markets. To overcome this challenge, we need to develop a new design approach and tools to enable small groups of application experts to selectively extend the performance of those successful platforms.

Like the ASIC revolution in the 1980s, the goal of this approach is to enable a new set of designers, then board level logic designers, now application experts, to leverage the power of customized silicon solutions. Like then, these tools won’t initially be useful for current chip designers, but over time will underly all designs. In the 1980s to provide access to logic designers, the key technologies were logic synthesis, simulation, and placement/routing of their designs to gate arrays and std cells. Today, the key is to realize you are creating an “app” for an existing platform, and not creating the system solution from scratch (which is both too expensive and error prone), and to leverage the fact that modern “chips” are made of many chiplets. The new approach must provide a design window familiar to application developers, with similar descriptive, performance tuning, and debug capabilities. These new tools will be tied to highly capable platforms that are used as the foundation, like the appStore model for mobile phones. This talk will try to convince you this might be possible, and where innovative design/tools are needed.”

About the Speaker:

Professor Horowitz initially focused on designing high-performance digital systems by combining work in computer-aided design tools, circuit design, and system architecture. During this time, he built a number of early RISC microprocessors, and contributed to the design of early distributed shared memory multiprocessors. In 1990, Dr. Horowitz took leave from Stanford to help start Rambus Inc., a company designing high-bandwidth memory interface technology. After returning in 1991, his research group pioneered many innovations in high-speed link design, and many of today’s high speed link designs are designed by his former students or colleagues from Rambus.

In the 2000s he started a long collaboration with Prof. Levoy on computational photography, which included work that led to the Lytro camera, whose photographs could be refocused after they were captured. Dr. Horowitz’s current research interests are quite broad and span using EE and CS analysis methods to problems in neuro and molecular biology to creating new agile design methodologies for analog and digital VLSI circuits. He remains interested in learning new things, and building interdisciplinary teams.”

YACC – the only Portuguese team to qualify for the final stage of the Bosch Future Mobility Challenge 2026

The YACC team – Yet Another Careless Car has qualified for the final stage of the Bosch Future Mobility Challenge 2026, standing out as the only Portuguese team amongst the 22 selected for this decisive stage of the competition.

The 2026 edition proved to be particularly demanding, and was described by the organisers themselves as the most competitive ever. Of the 141 teams that applied, only 78 were admitted to the competition, 57 completed the qualifying round and just 22 secured a place in the final stage, which underscores the high standard achieved by the team from the Department of Informatics and Computing Engineering (DEI) at the Faculty of Engineering of the University of Porto (FEUP).

The YACC team comprises students from the Bachelor’s Degree in Informatics and Computing Engineering (L.EIC) – Joana Azevedo Louro, Luís Miguel Costa Gonçalves, Luís Miguel Rosa Santos, Luís Wolffrom Barbosa and Leonor Silva Bidarra, under the mentorship of Bruno Lima, a lecturer at DEI. The initiative also involves Ricardo Cruz, a DEI lecturer as well, who has been developing work in the field of autonomous vehicles and who mentored the first team to reach this stage of the competition, “BeepLearning”, in 2022.

YACC’s qualification marks the third time that a team comprising members of FEUP’s DEI has reached the final stage of this competition (following “BeepLearning” in 2022 and “BadSeeds” in 2024), consolidating the institution’s presence in a highly demanding international technical and scientific context.

The final stage, which includes the Testing Days, Semi-Finals and Finals, will take place between 16 and 20 May in Cluj-Napoca, Romania, where the teams will demonstrate the performance of their solutions in a competitive environment.

The Bosch Future Mobility Challenge is an international technical competition organised by the Bosch Engineering Center Cluj-Napoca, which challenges student teams to develop autonomous driving and connectivity algorithms for 1/10-scale vehicles. These vehicles operate in an environment simulating a miniature smart city, being tested in scenarios such as lane keeping, navigating junctions, interpreting road signs and interacting with other road users.

Further information on the team’s journey can be followed via their Instagram page, where it will also be possible to support the team in the race for the Audience Award, which is awarded based on audience interaction.

We wish YACC every success in this final phase, as well as a truly enriching experience, both technically and personally.