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Google I/O 2018, Day 2 Highlights: AI for Healthcare Sector

The second day of the Google I/O 18 consisted of several talks including AI and ML in healthcare sector, Web Assembly, Polymer, Chrome Dev Tools, Flutter. Let’s dive in to know what’s new and the improvements that have been made to the web!

Artificial Intelligence(AI):

 

Google’s AI to Improve Healthcare

We all have unfortunately, heard a doctor express with utmost despair that they could have done better if the patient could have been brought to medical attention a little early-on. Google thinks it can solve this problem for mankind. Last year at Google I/O, Sundar Pichai demonstrated the advanced computing powers of Google named Tensor Processing Units (TPU) which now has been working with eye hospitals to help doctors use Deep Learning, a machine learning module to screen Diabetic Retinopathy in a better way. 

Google’s AI analyses about 100,000 data points per patient, something humans can’t do, to determine if their health is likely to deteriorate in near future and if they may need readmission. The current level of accuracy in prediction by Google’s AI is better than traditional methods by 10%; the aim is to empower doctors by nearly 48 to 24 hours in advance before a patient falls sick again. 

Google focuses to make healthcare better by helping doctors be more efficient and for patients to get better quality of healthcare, in Google I/O 2018 this is only a beginning of human and machine working together.

Do It Yourself Artificial Intelligence

Google introduced the AIY Kits: a series of open source projects that include hardware and software tools, showcasing on-device artificial intelligence. With AIY Kits, users can use artificial intelligence to make human-to-machine interaction more like human-to-human interactions.

The first open source project is the Voice Kit. The speech recognition ability in this kit allows you to add voice recognition to assistive robots, talk to control devices such as light bulbs and replace physical buttons on household appliances and consumer electronics.

For Developers:

1. Chrome DevTools

There is a new shortcut, Ctrl + F that will pull up a new search sidebar in the Network pane of Chrome DevTools. With this search sidebar, you can search through headers and their values. You need to make sure Site Isolation for Chrome is enabled by heading to chrome://flags#enable-site-per-process and activating it.

  • Performance IsolationThe Performance panel has been improved to provide flame charts for every process.
  • Certificate Transparency The Security panel now provides the ability to show the certificate transparency information of a secure website.
  • Sources Panel The Sources Panel has a Network tab. The Network tab is now called the Page tab.

2. Web Performance

Google analyzes a lot of sites and has learned over time how to make them extremely fast. The Web Performance made easy talk by Eva and Addy Osmani showed how to fix common web performance bottlenecks and take advantage of the latest browser APIs to improve loading experience.

  • New Lighthouse Web Performance Audits
  • Optimizing Caching Strategies – Cache as many resources as possible efficiently.
  • Remove unnecessary bytes and don’t send things twice – Optimize Caching strategies. Cache as many resources as possible.
  • Remove unused JavaScript and CSS from the Critical Path.
  • Eliminate unnecessary downloads.
  • Don’t serve un-optimized or unnecessary images to your users.
  • Help browsers deliver critical resources.
  • Have a Web Font Loading Strategy.

Google announced a new experimental browser feature called Priority Hints. It allows you to specify the importance of a resource. The browser loads the resources with high importance first before the others.

3. Web Assembly

Google is working really hard to allow developers import web assembly modules into their JavaScript apps and have Chrome render it effectively. With Web Assembly, software like AutoCAD and Complex3 have created complex but fast UI web experiences.

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Why Netflix Broke Itself: Was It Success Rewritten Through Platform Engineering?

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Let’s take a trip back in time—2008. Netflix was nothing like the media juggernaut it is today. Back then, they were a DVD-rental-by-mail service trying to go digital. But here’s the kicker: they hit a major pitfall. The internet was booming, and people were binge-watching shows like never before, but Netflix’s infrastructure couldn’t handle the load. Their single, massive system—what techies call a “monolith”—was creaking under pressure. Slow load times and buffering wheels plagued the experience, a nightmare for any platform or app development company trying to scale

That’s when Netflix decided to do something wild—they broke their monolith into smaller pieces. It was microservices, the tech equivalent of turning one giant pizza into bite-sized slices. Instead of one colossal system doing everything from streaming to recommendations, each piece of Netflix’s architecture became a specialist—one service handled streaming, another handled recommendations, another managed user data, and so on.

But microservices alone weren’t enough. What if one slice of pizza burns? Would the rest of the meal be ruined? Netflix wasn’t about to let a burnt crust take down the whole operation. That’s when they introduced the Circuit Breaker Pattern—just like a home electrical circuit that prevents a total blackout when one fuse blows. Their famous Hystrix tool allowed services to fail without taking down the entire platform. 

Fast-forward to today: Netflix isn’t just serving you movie marathons, it’s a digital powerhouse, an icon in platform engineering; it’s deploying new code thousands of times per day without breaking a sweat. They handle 208 million subscribers streaming over 1 billion hours of content every week. Trends in Platform engineering transformed Netflix into an application dev platform with self-service capabilities, supporting app developers and fostering a culture of continuous deployment.

Did Netflix bring order to chaos?

Netflix didn’t just solve its own problem. They blazed the trail for a movement: platform engineering. Now, every company wants a piece of that action. What Netflix did was essentially build an internal platform that developers could innovate without dealing with infrastructure headaches, a dream scenario for any application developer or app development company seeking seamless workflows.

And it’s not just for the big players like Netflix anymore. Across industries, companies are using platform engineering to create Internal Developer Platforms (IDPs)—one-stop shops for mobile application developers to create, test, and deploy apps without waiting on traditional IT. According to Gartner, 80% of organizations will adopt platform engineering by 2025 because it makes everything faster and more efficient, a game-changer for any mobile app developer or development software firm.

All anybody has to do is to make sure the tools are actually connected and working together. To make the most of it. That’s where modern trends like self-service platforms and composable architectures come in. You build, you scale, you innovate.achieving what mobile app dev and web-based development needs And all without breaking a sweat.

Source: getport.io

Is Mantra Labs Redefining Platform Engineering?

We didn’t just learn from Netflix’s playbook; we’re writing our own chapters in platform engineering. One example of this? Our work with one of India’s leading private-sector general insurance companies.

Their existing DevOps system was like Netflix’s old monolith: complex, clunky, and slowing them down. Multiple teams, diverse workflows, and a lack of standardization were crippling their ability to innovate. Worse yet, they were stuck in a ticket-driven approach, which led to reactive fixes rather than proactive growth. Observability gaps meant they were often solving the wrong problems, without any real insight into what was happening under the hood.

That’s where Mantra Labs stepped in. Mantra Labs brought in the pillars of platform engineering:

Standardization: We unified their workflows, creating a single source of truth for teams across the board.

Customization:  Our tailored platform engineering approach addressed the unique demands of their various application development teams.

Traceability: With better observability tools, they could now track their workflows, giving them real-time insights into system health and potential bottlenecks—an essential feature for web and app development and agile software development.

We didn’t just slap a band-aid on the problem; we overhauled their entire infrastructure. By centralizing infrastructure management and removing the ticket-driven chaos, we gave them a self-service platform—where teams could deploy new code without waiting in line. The results? Faster workflows, better adoption of tools, and an infrastructure ready for future growth.

But we didn’t stop there. We solved the critical observability gaps—providing real-time data that helped the insurance giant avoid potential pitfalls before they happened. With our approach, they no longer had to “hope” that things would go right. They could see it happening in real-time which is a major advantage in cross-platform mobile application development and cloud-based web hosting.

The Future of Platform Engineering: What’s Next?

As we look forward, platform engineering will continue to drive innovation, enabling companies to build scalable, resilient systems that adapt to future challenges—whether it’s AI-driven automation or self-healing platforms.

If you’re ready to make the leap into platform engineering, Mantra Labs is here to guide you. Whether you’re aiming for smoother workflows, enhanced observability, or scalable infrastructure, we’ve got the tools and expertise to get you there.

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