Alluxio has the following 2024 Technology Predictions about major developments that are in the pipeline. Haoyuan Li, founder and CEO, describes what he sees in AI/ML, Data & Analytics, Cloud, DevOps and Storage in 2024.
AI/ML
Compute Power is the New Oil
The soaring demand for GPUs has outpaced industry-wide supply, making specialized compute with the right configuration a scarce resource. Compute power has now become the new oil, and organizations are wielding it as a competitive edge. In 2024, we anticipate even greater innovation and adoption of technologies to enhance compute efficiency and scale capacity as AI workloads continue to explode. In addition, specialized AI hardware, like TPUs, ASICs, FPGAs and neuromorphic chips, will become more accessible.
Moving GenAI from Pilots to Production
GenAI is influencing organizations’ investment decisions. While early GenAI pilots show promise, most organizations remain cautious about full production deployment due to limited hands-on experience and rapid evolution. In 2023, most organizations are on small and targeted trials to assess benefits and risks carefully. As GenAI technologies mature and become more democratized through pre-trained models, cloud computing, and open-source tools, budget allocations will shift more heavily toward GenAI in 2024.
Balancing In-House and Vendor-Provided LLMs
To leverage the power of LLMs, organizations need to decide between building their own models, utilizing a closed-source model like GPT4 via APIs, or fine-tuning a pre-trained open-source LLM. In 2024, as LLMs keep iterating, organizations would not want to be “locked in” to one model or one vendor. They will likely adopt a hybrid approach, balancing the use of pre-trained models with developing in-house custom models when there are tighter privacy, IP ownership, and security requirements.
Green AI
In 2024, more organizations will recognize the pressing sustainability challenges posed by AI projects as adoption accelerates. Technological advancements like optimized data architectures, reduced data copies, and renewable energy tapping will help. However, technology alone is not enough. Organizations will also need to implement governance processes and human-centered values that ensure AI projects drive business value without negatively impacting the environment. Organizations that proactively embrace green AI principles in 2024 will gain a competitive advantage and build public trust.
Data & Analytics
Overcoming Data Silo Challenges
Data silos remain a challenge for organizations – many analytics and AI systems spread across regions, clouds, and platforms, resulting in a vast amount of data duplication and separate governance models. In 2024, to accelerate time-to-insights and scale analytics and AI initiatives, organizations will increasingly need to manage distributed data. More will develop data strategies for unified management of scattered data through flexible orchestration, abstraction, and virtualization.
Cloud
Cloud Cost Optimization Will be More Strategic in 2024
In 2024, cloud cost optimization will become more strategic. Beyond tactical cost management, such as rightsizing and adopting spot instances, organizations will undertake more strategic evaluations and optimizations. These will modernize and optimize cloud-deployed systems for cost-efficiency, with some workloads potentially reverting to on-premises. Cloud ROI depends on holistic optimization spanning architecture designs, cost monitoring, negotiations with cloud vendors, and continuous re-evaluation.
Hybrid and Multi-cloud Acceleration
In 2024, the adoption of hybrid and multi-cloud strategies is expected to accelerate, both for strategic and tactical reasons. From a strategic standpoint, organizations will aim to avoid vendor lock-in and will want to retain sensitive data on-premises while still utilizing the scalable resources offered by cloud services. Tactically, due to the continued scarcity of GPUs, companies will seek to access GPUs or specific resources and services that are unique to certain cloud providers. A seamless combination of cross-region and cross-cloud services will become essential, enabling businesses to enhance performance, flexibility, and efficiency without compromising data sovereignty.
DevOps
The Integration of DevOps and MLOps to Streamline AI Projects
In 2024, MLOps will increasingly integrate with DevOps to create more streamlined workflows for AI projects. The combination of MLOps and DevOps creates a set of processes and automated tools for managing data, code, and models to enhance the efficiency of machine learning platforms. Data scientists and software developers will get the freedom to transition to high-value projects without the need for manually overseeing models. The trend is driven by streamlining the process of delivering models to production to reduce time-to-value.
Storage
From Specialized Storage to Optimized Commodity Storage for AI Platform
The growth of AI workloads has driven the adoption of specialized high-performance computing (HPC) storage optimized for speed and throughput. But in 2024, we expect a shift towards commoditized storage. Cloud object stores, NVMe flash, and other storage solutions will be optimized for cost-efficient scalability. The high cost and complexity of specialized storage will give way to flexible, cheaper, easy-to-manage commodity storage tailored for AI needs, allowing more organizations to store and process data-intensive workloads using cost-effective solutions.
How Well Does The New Esso/Mobile App Work For Contactless Fuel Fill Ups? Let’s Find Out!
Posted in Commentary with tags Esso on December 22, 2023 by itnerdYou might recall that because of recent issues with the Esso/Mobil app during its rollout that resolved themselves, that drove me to trying the Shell App to see if it was any better at contactless fuel fill ups and payments. But seeing as the Esso/Mobil app was all new, I decided to give that a test to see if it was any better. After all, it was the clear winner when pitted against the Petro Canada app. Thus it would only be fair to see if it retained the crown, or had dropped a couple of places.
I’ll skip past the registration process as I covered that when I encountered the issues with this app. But I am going to assume that now that things seem to be working, it should be smooth for you. The first thing that I will say is that the user interface of the Esso/Mobil app makes it easy to use. Once you click on “Pay At Pump” you’re presented with a pretty clean interface that allows you to type in the pump number and choose if you want a car wash as well (assuming the station has a car wash). Then you can pay using Apple Pay which is my preferred payment method. Once authorized, it only takes a few seconds for the pump to be activated. This is similar to the Shell App.
One thing that I should point out is that the previous version of the app which was called Speedpass+ had an Apple Watch app. But that Apple Watch app was pretty useless as it wouldn’t work properly unless your iPhone was nearby with the iPhone app running. The Esso/Mobil app has done away with the Apple Watch app and I can’t say that I miss it. Though it would be been nice for one of these gas companies to come up with an Apple Watch app that doesn’t require an iPhone so that I can use that to get a fill up if I need to.
Another thing that Esso/Mobil seem to have done away with is the gas discount cards. The previous version of the app allowed you to store discount card and apply them to your gas purchases automatically. This new app seems not to have that functionality. And that’s a serious downgrade from the previous version of the app. They need to bring that back as that was one of the things that made it better than the Petro Canada app. On the plus side, they do better integrate the PC Optimum rewards system into the Esso/Mobil app. Though some functionality requires you to have the PC Optimum app installed.
So where does this leave the Esso/Mobil app relative to the competition from Shell and Petro Canada? In my opinion, Esso/Mobil and Shell are basically tied. If Shell had the ability to use Apple Pay to pay in store, it would go ahead. If Esso/Mobil kept the functionality to add discount cards, it would go ahead. That leaves the Petro Canada app a step behind those two as they really haven’t changed or improve the functionality. And it takes longer to activate the pump versus the other two.
This is something that I’ll be keeping my eye on as contactless payments at the gas pump is the best way to get gas in Canada. And it’s nice that there are not only options, but hopefully those options spur competition to make things better for consumers. And that’s a win for everyone.
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