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Google IO 2016 Day 2 – Review

Google IO 2016 continued with Day 2 announcements and news about Google Daydream VR. As expected plenty of discussion were on VR, Google Play improvements and Google Cloud and Android Wear updates.

The second day of the show was a bit calmer by design in order to let developers get down into the details of everything that was announced on day 1, but there’s still plenty of newsworthy information out there from day 2.

The big headlines of the day were fresh details on Daydream VR, the final announcement that the Play Store is coming to Chrome OS and as expected Android Instant App stayed star of the 2nd day as well.

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The day 2nd at Google I/O 2016 continued with detailed explanations of announcements made on Day 1, but DayDream and Instant App stayed stars from Day 1:

  1. DayDream VR – Day 2
    Though we got a pretty solid rundown of Daydream VR at the Day 1 keynote, a handful of sessions on Day 2 gave us all of the deep details on Google’s new virtual reality push in Android N. We now know that the Nexus 6P is the first device set up to develop Daydream compatible apps, and Google has also launched a system for using another phone as a controller in lieu of yet-to-be-released Daydream controllers.Google also confirmed that it plans to release its own takes on the Daydream headset and controller designs, though the focus is still on third-party manufacturers making their own. On the content side, Google gave a sneak peek of the new virtual reality launcher in Android N, as well as new content offerings from YouTube, Google Play Movies and more. For content creation, Google announced partnerships and integrations with movie makers, developers and game engine creators.google-daydream-vr(1)
  2. Android Instant App- Day 2
    The “Android Instant App” continued to remain the star of 2nd day as well. With the buzz over Google’s new “Android Instant Apps” initiative that will enable Android devices to pull down specific parts of apps without downloading and installing a full app, it’s reasonable to expect the feature will make its way to Chrome OS. Speaking at a Q&A session after the announcement, the Chrome OS team from Google explained that anything designed to work on Android “should just work” on Chrome OS — yes, including Android Instant Apps.Google-Android-Instant-Apps-03

Google also provided little details on Google Home, Google Assistant and Android N, but asked people to wait for the year fall and its release.

The two new big announcement of the day 2 were:

  1. Chrome OS
    After being heavily rumored, Google finally dropped the news on us — Google Play is coming to Chrome OS. Later this year, Chromebooks, Chromeboxes and Chromebases will be able to launch the Google Play Store and download millions of Android apps. Those apps will run as first-class citizens on the system, right next to any Chrome apps you may have.

Unlike the ARC Welder that preceded it, this new implementation opens up a world of possibilities for consumers to get great apps on their Chromebooks.

Play-Store-app-on-Chrome-browsewr-624x351(1)

  1. Google Play Awards
    Google I/O
    is all about developers, and part of that story is giving praise to the developers that make the fantastic apps that Google itself notices as being exceptionally great. Google took time after the show on Day 2 to highlight these apps, and while there are big names included that you’ve heard of, there are plenty that you haven’t seen that were worth highlighting and checking out.

Manufacturers are free to choose between Chrome OS and Android

With the lines blurring between the experience of using Android and using Chrome OS, Google’s Hiroshi Lockheimer also said that there isn’t any specific screen size or device type where Google will tell a manufacturer whether it should choose Android or Chrome OS as their system of choice.

Chrome OS is still obviously tailored toward larger devices with a keyboard and mouse, while Android works best on smaller touch-only form factors, but if a manufacturer wants to cross the typical lines now that Chrome OS supports Android apps they’re free to do so. There will continue to be mainstream Chromebooks out there that have convertible form factors and resemble something more like a tablet, and on the other side of things companies can still choose to make Android-powered laptops if they wish.

Google also announced later yesterday that it was in the process of developing a faster chip – known as Tensor Processing Unit – to speed up transactions in artificial intelligence. Not much is known about the chip, however, and the company promised to detail later this year.

The 3rd day expectations are also high. For updates of 3rd day stay with Mantra Labs.

If any queries approach us on hello@mantralabsglobal.com

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Smart Manufacturing Dashboards: A Real-Time Guide for Data-Driven Ops

Smart Manufacturing starts with real-time visibility.

Manufacturing companies today generate data by the second through sensors, machines, ERP systems, and MES platforms. But without real-time insights, even the most advanced production lines are essentially flying blind.

Manufacturers are implementing real-time dashboards that serve as control towers for their daily operations, enabling them to shift from reactive to proactive decision-making. These tools are essential to the evolution of Smart Manufacturing, where connected systems, automation, and intelligent analytics come together to drive measurable impact.

Data is available, but what’s missing is timely action.

For many plant leaders and COOs, one challenge persists: operational data is dispersed throughout systems, delayed, or hidden in spreadsheets. And this delay turns into a liability.

Real-time dashboards help uncover critical answers:

  • What caused downtime during last night’s shift?
  • Was there a delay in maintenance response?
  • Did a specific inventory threshold trigger a quality issue?

By converting raw inputs into real-time manufacturing analytics, dashboards make operational intelligence accessible to operators, supervisors, and leadership alike, enabling teams to anticipate problems rather than react to them.

1. Why Static Reports Fall Short

  • Reports often arrive late—after downtime, delays, or defects have occurred.
  • Disconnected data across ERP, MES, and sensors limits cross-functional insights.
  • Static formats lack embedded logic for proactive decision support.

2. What Real-Time Dashboards Enable

Line performance and downtime trends
Track OEE in real time and identify underperforming lines.

Predictive maintenance alerts
Utilize historical and sensor data to identify potential part failures in advance.

Inventory heat maps & reorder thresholds
Anticipate stockouts or overstocks based on dynamic reorder points.

Quality metrics linked to operator actions
Isolate shifts or procedures correlated with spikes in defects or rework.

These insights allow production teams to drive day-to-day operations in line with Smart Manufacturing principles.

3. Dashboards That Drive Action

Role-based dashboards
Dashboards can be configured for machine operators, shift supervisors, and plant managers, each with a tailored view of KPIs.

Embedded alerts and nudges
Real-time prompts, like “Line 4 below efficiency threshold for 15+ minutes,” reduce response times and minimize disruptions.

Cross-functional drill-downs
Teams can identify root causes more quickly because users can move from plant-wide overviews to detailed machine-level data in seconds.

4. What Powers These Dashboards

Data lakehouse integration
Unified access to ERP, MES, IoT sensor, and QA systems—ensuring reliable and timely manufacturing analytics.

ETL pipelines
Real-time data ingestion from high-frequency sources with minimal latency.

Visualization tools
Custom builds using Power BI, or customized solutions designed for frontline usability and operational impact.

Smart Manufacturing in Action: Reducing Market Response Time from 48 Hours to 30 Minutes

Mantra Labs partnered with a North American die-casting manufacturer to unify its operational data into a real-time dashboard. Fragmented data, manual reporting, delayed pricing decisions, and inconsistent data quality hindered operational efficiency and strategic decision-making.

Tech Enablement:

  • Centralized Data Hub with real-time access to critical business insights.
  • Automated report generation with data ingestion and processing.
  • Accurate price modeling with real-time visibility into metal price trends, cost impacts, and customer-specific pricing scenarios. 
  • Proactive market analysis with intuitive Power BI dashboards and reports.

Business Outcomes:

  • Faster response to machine alerts
  • Quality incidents traced to specific operator workflows
  • 4X faster access to insights led to improved inventory optimization.

As this case shows, real-time dashboards are not just operational tools—they’re strategic enablers. 

(Learn More: Powering the Future of Metal Manufacturing with Data Engineering)

Key Takeaways: Smart Manufacturing Dashboards at a Glance

AspectWhat You Should Know
1. Why Static Reports Fall ShortDelayed insights after issues occur
Disconnected systems (ERP, MES, sensors)
No real-time alerts or embedded decision logic
2. What Real-Time Dashboards EnableTrack OEE and downtime in real-time
Predictive maintenance using sensor data
Dynamic inventory heat maps
Quality linked to operators
3. Dashboards That Drive ActionRole-based views (operator to CEO)
Embedded alerts like “Line 4 down for 15+ mins”
Drilldowns from plant-level to machine-level
4. What Powers These DashboardsUnified Data Lakehouse (ERP + IoT + MES)
Real-time ETL pipelines
Power BI or custom dashboards built for frontline usability

Conclusion

Smart Manufacturing dashboards aren’t just analytics tools—they’re productivity engines. Dashboards that deliver real-time insight empower frontline teams to make faster, better decisions—whether it’s adjusting production schedules, triggering preventive maintenance, or responding to inventory fluctuations.

Explore how Mantra Labs can help you unlock operations intelligence that’s actually usable.

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