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Google Cloud brings tech behind Search and YouTube to enterprise gen AI apps

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Google Cloud brings tech behind Search and YouTube to enterprise gen AI apps

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As the generative AI continues to progress, having a simple chatbot may no longer be enough for many enterprises.

Cloud hyperscalers are racing to build up their databases and tools to help enterprises deploy operational data quickly and efficiently, letting them build applications that are both intelligent and contextually aware.

Case in point: Google Cloud’s recent barrage of updates for multiple database offerings, starting with AlloyDB.

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According to a blog post from the company, the fully managed PostgreSQL-compatible database now supports ScaNN (scalable nearest neighbor) vector index in general availability. The technology powers its Search and YouTube services and paves the way for faster index creation and vector queries while consuming far less memory.

In addition, the company also announced a partnership with Aiven for the managed deployment of AlloyDB as well as updates for Memorystore for Valkey and Firebase.

Understanding the value of ScaNN for AlloyDB

Vector databases are critical to power advanced AI workloads, right from RAG chatbots to recommender systems.

At the heart of these systems sit key capabilities like storing and managing vector embeddings (numerical representation of data) and conducting similarity searches needed for the targeted applications. 

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As most developers in the world prefer PostgreSQL as the go-to operational database, its extension for vector search, pgvector, has become highly popular. Google Cloud already supports it on AlloyDB for PostgreSQL, with a state-of-the-art graph-based algorithm called Hierarchical Navigable Small World (HNSW) handling vector jobs.

However, on occasions where the vector workload is too large, the performance of the algorithm may decline, leading to application latencies and high memory usage.

To address this, Google Cloud is making ScaNN vector index in AlloyDB generally available. This new index uses the same technology that powers Google Search and YouTube to deliver up to four times faster vector queries and up to eight-fold faster index build times, with a 3-4x smaller memory footprint than the HNSW index in standard PostgreSQL. 

“The ScaNN index is the first PostgreSQL-compatible index that can scale to support more than one billion vectors while maintaining state-of-the-art query performance — enabling high-performance workloads for every enterprise,” Andi Gutmans, the GM and VP of engineering for Databases at Google Cloud, wrote in a blog post.

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Gutmans also announced a partnership with Aiven to make AlloyDB Omni, the downloadable edition of AlloyDB, available as a managed service that runs anywhere, including on-premises or on the cloud.

“You can now run transactional, analytical, and vector workloads across clouds on a single platform, and easily get started building gen AI applications, also on any cloud. This is the first partnership that adds an administration and management layer for AlloyDB Omni,” he added.

What’s new in Memorystore for Valkey and Firebase?

In addition to AlloyDB, Google Cloud announced enhancements for Memorystore for Valkey, the fully managed cluster for the Valkey in-memory database, and the Firebase application development platform. 

For the Valkey offering, the company said it is adding vector search capabilities. Gutmans noted that a single Memorystore for Valkey instance can now perform similarity search at single-digit millisecond latency on over a billion vectors, with more than 99% recall. 

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He also added that the next version of Memorystore for Valkey, 8.0, is now in public preview with 2x faster querying speed as compared to Memorystore for Redist Cluster, a new replication scheme, networking enhancements and detailed visibility into performance and resource usage. 

As for Firebase, Google Cloud is adding Data Connect, a new backend-as-a-service that will be integrated with a fully managed PostgreSQL database powered by Cloud SQL. It will go into public preview later this year.

With these developments, Google Cloud hopes developers will have a broader selection of infrastructure and database capabilities — along with powerful language models – to build intelligent applications for their organizations. It remains to be seen how these new advancements are deployed to real use cases, but the general trend indicates the volume of gen AI applications is expected to soar significantly.

Omdia estimates that the market for generative AI applications will grow from $6.2 billion in 2023 to $58.5 billion in 2028, marking a CAGR of 56%.

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CISCO MXA UCS C220 M3 RACK SERVER – RACK-MOUNTABLE – XEON E5-2665 2.4 GHZ – 64 GB – HDD 4 X 600 GB

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CISCO MXA UCS C220 M3 RACK SERVER - RACK-MOUNTABLE - XEON E5-2665 2.4 GHZ - 64 GB - HDD 4 X 600 GB



CISCO MXA UCS C220 M3 RACK SERVER FOR CISCO SHOW AND SHARE ENTERPRISE – RACK-MOUNTABLE – XEON E5-2665 2.4 GHZ – 64 GB – HDD 4 X 600 GB ($11995.99)

Link: https://www.rjoventuresinc.com/2021/11/cisco-mxa-ucs-c220-m3-rack-server.html?m=1

Link: https://www.shoptech.xyz/2021/11/cisco-mxa-ucs-c220-m3-rack-server.html?m=1

MAIN SPECIFICATIONS

Product Description: Cisco MXA UCS C220 M3 Rack Server for Cisco Show and Share Enterprise – rack-mountable – Xeon E5-2665 2.4 GHz – 64 GB – HDD 4 x 600 GB

Type: Server – rack-mountable – Trusted Platform Module (TPM)

Height (Rack Units): 1U

Server Scalability: 2-way

Processor: 2 x Intel Xeon E5-2665 / 2.4 GHz (3.1 GHz) (8-core)

Processor Socket: LGA2011 Socket

Processor Main Features: Intel Turbo Boost Technology 2

Cache Memory: 40 MB L3 cache

Cache Per Processor: 20 MB

RAM: 64 GB (installed) / 256 GB (max) – DDR3 SDRAM – PC3-12800

Storage Controller: RAID (SATA 6Gb/s / SAS 6Gb/s) – PCIe 2.0 x8 (LSI MegaRAID SAS 9266-8i)

Server Storage Bays: Hot-swap 2.5″

Hard Drive: 4 x HDD 600 GB (hot-swap) – SAS – 10000 rpm

Optical Storage: No optical drive

Networking: GigE

Power: AC 120/230 V (50/60 Hz)

Power Redundancy: Optional

Dimensions (WxDxH): 16.9 in x 28.5 in x 1.7 in

Weight: 22.05 lbs

Manufacturer Warranty: Limited warranty – 90 days

#Cisco ##Reseller #Server #Enterprise .

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Drone versus drone combat is bringing a new kind of warfare to Ukraine

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Drone versus drone combat is bringing a new kind of warfare to Ukraine

A Ukrainian drone operator with a first-person view kamikaze drone

Andriy Andriyenko/SOPA Images/Shutterstock

As both sides of the ongoing Russia-Ukraine war attempt to claim technological supremacy, drone versus drone combat has become routine – and thanks to the ubiquity of cameras, this new kind of warfare is being documented in real time across air, land and sea.

Russia’s invasion of Ukraine has already been dubbed the “first drone war”, with some sources suggesting that small drones are inflicting as much as 80 per cent of the damage to military hardware and personnel. Now, the war has evolved, with machines…

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NYT Crossword: answers for Wednesday, October 2

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NYT Crossword: answers for Monday, September 23


The New York Times crossword puzzle can be tough! If you’re stuck, we’re here to help with a list of today’s clues and answers.

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Dell PowerEdge Server Portfolio

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Dell PowerEdge Server Portfolio



Dell PowerEdge servers are designed to accelerate performance for powerful computing across data centers, large-scale public clouds and edge locations.
Learn more: https://www.dell.com/sR_11s16XPw .

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Gmail gets redesigned summary cards with more data & features

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Google implemented summary cards in Gmail a few years ago to give you key snippets of data and shortcuts to quick actions as soon as you open an email in certain categories. The feature is especially useful when you’re checking emails about tickets, purchases, travel, etc. Now, Google has announced a big update to Gmail’s summary cards that will make them even more functional.

Gmail’s revamped summary cards include more options and useful info

Gmail’s summary cards appear in four categories of emails: Shopping, Events, Bills, and Travel. Now, Google is redesigning the cards to not only give them a new look but to integrate new quick actions and useful info. For purchases, the cards will show order details and the expected product delivery date. For events, you’ll be able to directly add upcoming events to your Calendar account, invite other people, and get directions to the location.

For bills, you’ll be able to check them out, pay them, or add a reminder to pay them later to your Google Tasks account. For travel emails, you’ll get data like the hotel’s check-in and check-out times. Summary cards in travel emails will also let you directly check-in for flights and manage hotel reservations.

The redesign of summary cards in Gmail also makes the feature more useful for getting data at a glance. Now you’ll get short summaries with all the essential information you need before reading the email. The cards will also include shortcuts to actions like “Get directions,” “Invite others,” “Track package,” “Check in,” “Remind me,” or “Mark as paid.” Google made sure that summary cards in Gmail were dynamic. This means that the information they display is updated in real-time in case there are changes regarding events, delivery dates, and more.

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Gmail event summary card before and after
Event summary card: before vs after

Summary cards getting a “Happening soon” section

Google wants to make summary cards a fundamental part of Gmail. So, the company will give them more prominence with a whole new “Happening soon” section. “Happening soon” will be available at the top of inboxes and in the Gmail search box. It will include summary cards for your purchases. The new section won’t be there permanently, but it will appear when there are relevant updates about your orders.

If you have multiple pending orders with delivery dates close together, Gmail will stack the relevant summary cards. You can expand all pending cards from the stacked one whenever you want. You can also dismiss summary cards altogether if you don’t find them useful.

The new summary cards are already available for purchase-related emails on Android and iOS. The company will roll out cards for events, invoices, and travel “in the coming months.” The “Happening soon” section will also take a few months to roll out.

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Toten 42U Server Rack Unpack

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Toten 42U Server Rack Unpack



if any need to know about Toten Product, also about Toten 42U server Rack Please Comment

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