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Agentic AI at Glean with Eddie Zhou


Glean is a office search and information discovery firm that helps organizations discover and entry data throughout varied inside instruments and knowledge sources. Their platform makes use of AI to supply personalised search outcomes to help members of a corporation in retrieving related paperwork, emails, and conversations. The rise of LLM-based agentic reasoning programs now presents new alternatives to construct superior performance utilizing a corporation’s inside knowledge.

Eddie Zhou is a founding engineer at Glean and beforehand labored at Google. He joined Sean Falconer to debate the engineering and design concerns round constructing agentic tooling to reinforce productiveness and decision-making.

 

Sean’s been an educational, startup founder, and Googler. He has revealed works protecting a variety of matters from AI to quantum computing. At present, Sean is an AI Entrepreneur in Residence at Confluent the place he works on AI technique and thought management. You’ll be able to join with Sean on LinkedIn.

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Don’t let troubleshooting drag you into the early hours of the morning. Simply “DDx it” and resolve points quicker.

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Huawei set to ship 910C AI chips at scale, signaling shift in world AI provide chain



“From a efficiency standpoint, Nvidia’s new-generation chips — such because the B200 and the upcoming B300 Extremely, based mostly on TSMC’s 4nm course of and outfitted with superior HBM3/3E reminiscence — have considerably widened the hole in comparison with Huawei’s 910C, which is probably going constructed on SMIC’s N+2 7nm course of (successfully 14nm) and lacks superior HBM reminiscence,” mentioned Neil Shah, companion and co-founder at Counterpoint Analysis.

Shah famous that whereas Huawei’s chip might theoretically match the older Nvidia A100 or H100 in some duties, it could require extra energy and heavy software program optimization to deal with numerous AI workloads.

“International adoption of Huawei’s 910C can be hindered by restricted developer help, ecosystem maturity, and integration challenges,” mentioned Manish Rawat, semiconductor analyst at Techinsights. “Nonetheless, it presents a viable different to Nvidia’s chips for Chinese language enterprises or these affected by geopolitical constraints, particularly as US export controls restrict entry to superior Nvidia GPUs.”

Implications on enterprise AI adoption

Regardless of not being the perfect out there, the 910C might nonetheless show viable for a lot of enterprise- and hyperscale-AI use circumstances.

It might take longer to coach fashions in comparison with US-designed chips, however for a lot of, it’s a suitable trade-off given present geopolitical and provide chain dangers.

“For enterprises – notably these working in or sourcing from China – it presents a reputable different within the face of tightening US export controls, whereas supporting home innovation ecosystems like DeepSeek and decreasing dependence on international applied sciences,” mentioned Prabhu Ram, VP of the business analysis group at Cybermedia Analysis.  “Though Nvidia maintains an edge in software program maturity and vitality effectivity, Huawei’s progress displays China’s rising power in competing on the forefront of AI {hardware} within the rising AI period.”

If firms working in or sourcing from China undertake Huawei’s ecosystem, it might considerably affect their procurement methods, vendor choice, and know-how evaluations, driving larger alignment with Chinese language applied sciences.

ios – Swift Knowledge don’t save Mannequin


i’ve created a small Utility that may learn in a Gross sales Examine Image from a Vendor. On this case Rewe. Loading the Knowledge and creating within the SalesCheckView is not any Drawback and the attempt catch block don’t throws an error. However once I go into the SalesCheckListView I do get an empty Swift Knowledge question for my SalesCheck. I’ve different Querys in different Views that do work however this are not looking for what I would like. Perhaps somebody sees my mistake. Thanks in andvance.

My App appears to be like like this:

Foremost

import SwiftUI
import SwiftData

@fundamental
struct TestAppApp: App {
    
    var physique: some Scene {
        WindowGroup {
            ContentView()
        }.modelContainer(for: [ReceiptModel.self, FoodModel.self, ReceiptFoodQuantity.self, SalesCheck.self])
    }
}

Content material:

import SwiftUI

struct ContentView: View {
    var physique: some View {
        MainHub()
    }
}

#Preview {
    ContentView()
}

Hub

import SwiftUI

struct MainHub: View {
    var physique: some View {
        NavigationStack{
            NavigationLink("Recepits") {
                ReceiptAddView()
            }
            NavigationLink("Meals") {
                FoodAddView()
            }
            NavigationLink("Add Gross sales Examine") {
                SalesCheckView()
            }
            NavigationLink("Gross sales Examine") {
                SalesCheckListView()
            }
        }
    }
}

#Preview {
    MainHub()
}

SalesCheckView

import SwiftUI
import Imaginative and prescient



@Observable
class ItemPricingModel: Identifiable{
    var id : UUID
    var identify: String
    var value: String
    
    init(identify: String, value: String) {
        self.id = UUID()
        self.identify = identify
        self.value = value
    }
}

struct SalesCheckView: View {
    @Surroundings(.dismiss) non-public var dismiss
    @Surroundings(.modelContext) var context
    @State non-public var regonizedText = ""
    @State non-public var itemPricingModelList: [ItemPricingModel] = []
    var physique: some View {
        VStack {
            Picture(.test2)
                .resizable()
                .aspectRatio(contentMode: .match)
            
            Button("acknowledge"){
                print("pressed")
                loadPhoto()
            }
            Spacer()
            ShoppedListView(itemPricingModelList: $itemPricingModelList)
            Button("Save Gross sales Examine"){
                let salesCheck = SalesCheck(namePricingModel: itemPricingModelList,vendorName: "Rewe")
                print(salesCheck)
                context.insert(salesCheck)
                do {
                    attempt context.save()
                    dismiss()
                }
                catch { print ("Error saving context: (error)")
                }
            }
        }
        .padding()
        
        
    }
    
    non-public func loadPhoto() {
        recognizeText()
        
    }
    
    non-public func recognizeText() {
        let picture = UIImage(useful resource: .test2)
        guard let cgImage = picture.cgImage else { return }
        
        let handler = VNImageRequestHandler(cgImage: cgImage)
        
        let request = VNRecognizeTextRequest { request, error in
            guard error == nil else {
                print(error?.localizedDescription ?? "")
                return
            }
            
            guard let end result = request.outcomes as? [VNRecognizedTextObservation] else { return }
            
            let recogArr = end result.compactMap {end in end result.topCandidates(1).first?.string
            }
            
            DispatchQueue.fundamental.async {
                self.itemPricingModelList = ReweSalesCheckAnalyzer(scannedSalesCheck: recogArr).analyze()
            }
        }
        
        request.recognitionLevel = .correct
        do {
            attempt handler.carry out([request])
        } catch {
            print(error.localizedDescription)
        }
    }
}



#Preview {
    SalesCheckView()
}

SalesCheckModel

import Basis
import SwiftData



@Mannequin
class SalesCheck{
    @Attribute(.distinctive) var id: UUID
    var nameString: String
    var value: String
    var venodrName: String
    
    init(namePricingModel: [ItemPricingModel], vendorName: String) {
        var nameString: String = ""
        var priceString: String = ""
        
        self.id = UUID()
        
        for (i,merchandise) in namePricingModel.enumerated(){
            if i==1{
                nameString += merchandise.identify
                priceString += merchandise.value
            }else{
                nameString += ", " + merchandise.identify
                priceString += ", " + merchandise.value
            }
        }
        
        
        self.nameString = nameString
        self.value = priceString
        self.venodrName = vendorName
    }
}

SalesCheckListView

import SwiftUI
import SwiftData

struct SalesCheckListView: View {
    @Question var salesCheckListQuery: [SalesCheck]
    var physique: some View {
        Button("teste"){
            print(salesCheckListQuery)
        }

        ForEach(salesCheckListQuery) { salesCheck in
            Textual content("Vendor  (salesCheck.nameString)")
        }
    }
}

ios – WKwebview doesn’t enable video being performed within the background


I’ve been engaged on a private iOS mission for enjoyable — basically a YouTube music participant, studying how background media playback works in native iOS apps.

After seeing that Musi (a well-known music streaming app) can play YouTube audio within the background with the display off — I bought actually curious. I’ve been making an attempt to duplicate that fundamental background audio performance for YouTube embeds utilizing WKWebView. I’ve spent a loopy period of time (most likely 20 hours) making an attempt to determine this out however have achieved no success.

Right here’s what I’ve tried thus far:

-Embedding a YouTube video in a WKWebView

-Activating AVAudioSession with .playback and setting .setActive(true)

-Including the UIBackgroundModes key with audio in Data.plist

-Including the NSAppTransportSecurity key to permit arbitrary masses

–Testing on an actual machine (iPhone 14, iOS 18.1 goal)–

What occurs:

Audio performs advantageous within the foreground.

If I exit the app and go to the lock display shortly sufficient (lower than 3 seconds) after urgent play, I can resume playback briefly from the lock display — however it doesn’t mechanically proceed like in Musi and different apps prefer it.

More often than not, the audio stops when the app is backgrounded.

I get this error constantly within the logs:

Error buying assertion:

It looks like the app lacks some particular entitlements associated to WebKit media playback. I don’t have AppDelegate/SceneDelegate (utilizing SwiftUI), however can add if wanted.

I’m tremendous curious how music streaming apps utilizing youtube as a supply get round this — are they doing one thing totally different beneath the hood? A customized participant? A SafariViewController trick? Is there a selected technique to configure WKWebView to maintain taking part in within the background, or is that this a recognized limitation?

Would actually admire any perception from people who’ve explored this earlier than or understand how apps like Musi pulled it off.

Thanks prematurely!

Enhance

Cisco U. Highlight: Your Finest Day of Studying is Ready


In case you really feel just like the world of tech simply entered a fast-forward time machine, you’re not alone. That’s why we’ve organized this yr’s Cisco U. Highlight on April 24, 2025, to share our imaginative and prescient of what’s forward and assist you to be taught the talents that matter most within the tech panorama of at this time AND tomorrow.

Our themes: pillars of digital resilience

Waiting for the methods and applied sciences of the longer term is a necessary a part of constructing digital resilience, which can assist you to and your workforce put together for each predictable and unpredictable occasions that come your method.

This yr, we’re specializing in the next themes—all integral to any community infrastructure now and sooner or later:

  • AI and AIOps
  • Community modernization
  • Safety
  • Observability and analytics

Cisco U. Highlight has one thing for everybody

We’ve additionally aimed the highlight on you! Attendees, from entry-level to professional, can select from partaking technical lectures and hands-on, trendsetting demos on these vital matters. It’s the right probability to hitch main minds in these main applied sciences.

Plus, when you’re trying to get recertified, you may earn Persevering with Training credit whereas attending. (We’ll ship you the main points in your registration affirmation.)

Register for Cisco U. Highlight now.

Seize your calendars to jot down some favorites

We’ve got a lot in retailer for you. It’s by no means too early to begin planning your agenda.

Listed here are pattern highlights for our upcoming classes, organized by our major themes.

AI and AIOps

At Cisco U. Highlight, we will present you ways AI and AIOps are carried out.

Be a part of us down the yellow brick street to the wizard behind the AI curtain.

You’ll be taught the secrets and techniques to constructing your individual bot, stroll by way of easy methods to arrange a community operations assistant reimagined with the assistance of Ollama, discover the longer term for networking and cybersecurity careers, and extra.

Community modernization

Making ready for the longer term additionally goes hand in hand with community modernization.

These classes will assist you to to remain aggressive and future-proof your community infrastructure. Take a glimpse into our community modernization crystal ball and learn to greatest prep for planning, designing and deploying Wi-Fi 7, and past.

Get your wi-fi LAN prepared for the longer term whilst you be taught in regards to the newest WLAN requirements, their capabilities, and the brand new necessities they introduce. Discover the assorted kinds of AI architectures for each front-end and back-end networks. Learn to demystify information modeling utilizing real-life examples to raised perceive how YANG statements function. Plus, there’s a lot extra!

Safety

Networks and community engineering are intently tied to safe community designs, safety protocols, safety threats, and incident response. Select from a wide range of classes to find your newest and most enjoyable choices for bringing your elite safety talent set to life.

Soak up the knowledge of pros who’ve been there and carried out that.

Learn to be your workforce’s entry-level go-to individual for key AI safety dangers, frequent assault strategies, and introductory methods for bettering AI safety posters in your group.

Discover what it takes to develop into a talented defender within the rising subject of moral hacking. Uncover the facility of Generative AI leveraged from inside a Cisco XDR Automate workflow.

And also you don’t have to cease there.

Observability and analytics

Be taught how one can acquire deep, actionable insights right into a community’s state and efficiency by analyzing information flows and connectivity, and going past fundamental monitoring to proactively establish and resolve points.

And no, we’re not likely going spelunking, however the classes on this theme are about discovering what’s behind each passageway in your community.

Learn to leverage the Splunk single repository of knowledge to make knowledgeable choices AND remediate the community problem robotically.

See community automation in motion whilst you learn to seamlessly combine NetBox, Meraki, and Splunk to create a totally automated and clever community configuration monitoring setting. Plus, develop into your workforce’s subsequent troubleshooting guru, beginning with the information it is advisable higher perceive and troubleshoot issues in stay digital service functions and extra.

The tech future appears to be like shiny, and we’re right here that will help you shine in it. Be taught. Join. Innovate. And prepare to place all of it collectively to spark the subsequent innovation in your group.

We’ll mild the way in which and present you what’s attainable

Cisco U. Focus will start with our extremely anticipated keynote deal with by Par Merat, VP, Studying at Cisco. As AI transforms all the things from community operations to cybersecurity, the necessity for steady studying and talent growth has by no means been extra pressing.

Whether or not you’re trying to future-proof your profession or lead your group by way of digital transformation, this keynote will present a transparent roadmap for thriving in an period the place AI and human experience intersect.

Watch the Cisco U. Highlight Keynote on April 24, 2025, at 8:30 a.m. Pacific Time.

Lock in your registration, keep watch over your electronic mail, and prepare—your greatest day of studying is ready.

Build the future-ready tech abilities for tomorrow.

Register for Cisco U. Highlight at this time.

Register now without spending a dime


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