Software architecture news

The definition Tampa Bay News Wire. Vantagepoint A. The field of artificial intelligence has significantly advanced over the past decades, inspired by discoveries from the fields of biology and neuroscience.

The framework is applied to multimodal classification problems. Compared to existing methods based on unsupervised learning with post-labeling, the model enhances the state-of-the-art results. SCALP boards can be interconnected in a modular way to support the structure of the neural model.

Such a unified software and hardware approach enables the processing to be scaled and allows information from several modalities to be merged dynamically. The deployment on hardware boards provides performance results of parallel execution on several devices, with the communication between each board through dedicated serial links. The proposed unified architecture, composed of the ReSOM model and the SCALP hardware platform, demonstrates a significant increase in accuracy thanks to multimodal association, and a good trade-off between latency and power consumption compared to a centralized GPU implementation.

Or when we discovered the magical-seeming invention of personal Xerox machines that later became an office necessity?. When it comes to document management, we surely have come a long way from using AI, automation and the rise of cloud-out network architecture IBM on In the last two years, we have seen an explosion in the number of cloud providers used by enterprises.

What started-out with deployments in one or two clouds has now morphed into five or six, especially when SaaS providers are taken into consideration. We are truly operating in a hybrid, multi-cloud world, and this is having a profound effect on application and network usage. But factory inspectors are always on the lookout for these sorts of defects, because they can create serious slowdowns in time-sensitive manufacturing production schedules.

It seems that went by so quickly. As a kid growing up, my grandfather used to tell me every year goes by a little faster, so enjoy the time you have. After this last year, I would have to say he is right about that. Weigh the option of building a separate service or module instead, and what the pros and cons of that approach would be. At Uber, we used to send out all our software design documents to all engineers , until there were around 2, of us.

Encourage people asking questions and offering alternatives. Be pragmatic in setting sensible time limits to discuss the feedback and incorporate it, where it's needed. Straightforward feedback can be quickly addressed on the spot, while more detailed feedback might be quicker to settle in-person. Simple, jargonless software design over architecture patterns The goal of designing a system should be simplicity.

Getting better at designing systems I've heard many people ask for tips on becoming better in architecting and designing systems. Pull over a teammate and whiteboard your design approach. Draw up what you are working on and why you are doing things. Make sure they understand. And when they do, ask for their feedback. Write up your design in a simple document and share it with your team, asking for feedback. No matter how simple or complex thing you're working on, may that be a smaller refactor or a large project, summarize this.

Do it in a way that makes sense to you and a way that others can understand - for inspiration, here's how I've seen it done at Uber. Share it with your team in a format that allows commenting, like Google Docs, Office, or others. Ask people to add their thoughts and questions. Design it two different ways and contrast the two designs.

When most people design an architecture, they go with one approach: the one popping in their head. However, architecture is not black-and-white. Come up with a second design that could also work.

Contrast the two, explaining why one is better than the other. List the second design briefly as an alternative considered, arguing why it was decided against.

Be explicit about tradeoffs you make, why you made them, and what things you have optimized for. Be clear about constraints that exist and you've had to take into account.

Review other's designs. Do it better. Assuming you have a culture, where people share their designs via whiteboarding and sessions or documents, get more out of these reviews. During a review, most people only try to take things in, becoming one-way observers. Instead, ask clarifying questions for parts that are not clear. Ask them about other alternatives they've considered. Ask them what tradeoffs they've taken and what constraints they've assumed.

Play devil's advocate and suggest another, possibly simpler alternative - even if it's not a better one - asking them their thoughts on your suggestion. Even though you've not thought as much about the design as the person presenting it, you can still add a lot of value and learn more.

Senior Backend Engineer at Brave Care. You need to Register an InfoQ account or Login or login to post comments. But there's so much more behind being registered. Your message is awaiting moderation. Thank you for participating in the discussion. I think "data mesh" deserves a hyperlink. Well said on level of carbon usage by software industry compared to aviation.

A less talked about scenario. If we go with standard terms of quality attributes of ISO quality model, where can we fit the four areas of concern - Designing Resilience, Observability, Portability, Sustainability? Portability straight away fits under quality characteristic - Portability. Can we say Resilience and Observability be part of Reliability?

And Sustainability be part of Maintainability? Can we have some insight on it? Like Print Bookmarks. Key Takeaways In a cloud-native world, architects are reprioritizing the -ilities they consider most important. Innovative architects are designing for resilience, observability, portability, and sustainability. Dapr and the Open Application Model are two ways to make building distributed systems easier, and it will be interesting to watch how they are adopted in the future.

The pendulum seems to be coming to rest, after swinging to extremes between monoliths and microservices. As a result, architects are relying on well-established patterns and designs that focus on high cohesion and low coupling, regardless of the underlying technology. In fully-remote work environments, architects are finding new ways to communicate with their teams, and finding replacements for the water cooler chats which were useful for gathering knowledge.

Related Sponsor Stuck trying to diagnose connectivity or performance issues? Upcoming QCon Events QCon, the international software development conference, is returning in-person and online in Author Contacted. This content is in the InfoQ topic. Soulful Socio-Technical Architecture. Why the Future of Monitoring Is Agentless. Embracing Observability in Distributed Systems. Data Mesh: an Architectural Deep Dive. More More More!

Even though this overlapping of activities results in a lack of consensus both in relation to the history of the professions and current professional practice, it is important to highlight the differences and specificities that characterize each of these professions today.

It's not uncommon to see housing complexes integrate commercial spaces at the ground level, but the challenge of mediating between the private and public realm on a smaller scale, especially with the rise of the home office, has forced architects to explore all aspects of the structure, from the topography it sits on, to the direction of light and wind, to the design and organization the domestic space.

This interior focus explores different design solutions that show how architects and interior designers transformed their projects from a living space into a mixed-use typology, taking into account privacy, flexibility, functionality, and predefined spatial requirements. The architect explores different dormitory conditions across the country and questions whether these leading public universities " enthusiastically endorse the idea of putting thousands of its students in windowless rooms in the name of density and efficiency ".

Data shows that many more people are living alone, but the surprising fact is that living alone does not necessarily correspond with an increase in feelings of loneliness. Architecture has been evolving towards increases in privacy and private space for centuries.

This video looks at architectural designs that attempt to reverse those trends by designing living scenarios that incorporate more opportunities for public engagement. But the video goes deeper to look at examples that radically rethink residential architecture, its construction, design, and inclusion of public space. Concrete is not purely a structural element. As we demonstrated in an article about kitchen projects using concrete countertops , the material is gaining significant traction in the world of residential furnishings and fixtures.

To further exemplify this, we have curated a list of several projects that use concrete benches to create beautiful moments inside and outside the home. In fact, in just four years from now, by , the BIM market is projected to be valued at a jaw-dropping You'll now receive updates based on what you follow!

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