Sr. Content Developer at Microsoft, working remotely in PA, TechBash conference organizer, former Microsoft MVP, Husband, Dad and Geek.
153225 stories
·
33 followers

Google's AI Search Results Will Now Turn To Reddit For 'Expert Advice'

1 Share
Google is updating AI Overviews and AI Mode to more prominently surface "Expert Advice" from public discussions, social platforms, forums, blogs, and Reddit. Engadget reports: Via a new "Expert Advice" section that can appear in AI responses, Google will display "a preview of perspectives from public online discussions, social media and other firsthand sources." In the sample screenshot the company provided, quotes from forums, WordPress blogs and Reddit were arranged above links to their respective sources. Google plans to add more context to these links, too, showing "a creator's name, handle or community name," so you can judge what you might want to click through and read from a glance. Google will also start recommending in-depth articles at the end of AI responses for further exploration of a given topic, and link to more sources directly in its generated answers rather than just at the end. If you subscribe to any publications, AI responses will also highlight sources from the subscriptions you link to your Google account.

Read more of this story at Slashdot.

Read the whole story
alvinashcraft
5 hours ago
reply
Pennsylvania, USA
Share this story
Delete

Barry Diller trusts Sam Altman. But ‘trust is irrelevant’ as AGI nears, he says.

1 Share
Barry Diller defended OpenAI CEO Sam Altman, while warning that AGI remains an unpredictable force needing guardrails.
Read the whole story
alvinashcraft
5 hours ago
reply
Pennsylvania, USA
Share this story
Delete

ReactOS Unifies Installation Media, Introduces GUI Installer and New ATA Driver

1 Share
jeditobe writes: Developers of ReactOS told Phoronix that the project has introduced a unified BootCD, replacing its previously separate installation media and LiveCD images. The new image combines the traditional text-mode installer with a LiveCD mode in a single medium. Within this unified BootCD, the updated LiveCD mode now includes an option to launch a first-stage GUI installer. The graphical interface is intended to make installation more approachable for new users compared to the long-standing text-based setup process. In a separate development, the project has also merged a new ATA storage driver that has been in progress since early 2024. The plug-and-play aware storage stack supports SATA, PATA, ATAPI, AHCI, and even SCSI devices, potentially expanding the range of hardware on which ReactOS can successfully boot. Following recent improvements to graphics driver support, the project continues to make incremental progress across core subsystems, though its long development timeline remains a point of discussion. Will these usability and hardware compatibility improvements be enough to broaden ReactOS adoption beyond its current niche? Please note that all new features are not present in version 0.4.15 and are available for testing in the latest nightly test builds.

Read more of this story at Slashdot.

Read the whole story
alvinashcraft
5 hours ago
reply
Pennsylvania, USA
Share this story
Delete

Kubernetes v1.36: Server-Side Sharded List and Watch

1 Share

As Kubernetes clusters grow to tens of thousands of nodes, controllers that watch high-cardinality resources like Pods face a scaling wall. Every replica of a horizontally scaled controller receives the full stream of events from the API server, paying the CPU, memory, and network cost to deserialize everything, only to discard the objects it is not responsible for. Scaling out the controller does not reduce per-replica cost; it multiplies it.

Kubernetes v1.36 introduces server-side sharded list and watch as an alpha feature (KEP-5866). With this feature enabled, the API server filters events at the source so that each controller replica receives only the slice of the resource collection it owns.

The problem with client-side sharding

Some controllers, such as kube-state-metrics, already support horizontal sharding. Each replica is assigned a portion of the keyspace and discards objects that do not belong to it. While this works functionally, it does not reduce the volume of data flowing from the API server:

  • N replicas x full event stream: every replica deserializes and processes every event, then throws away what it does not need.
  • Network bandwidth scales with replicas, not with shard size.
  • CPU spent on deserialization is wasted for the discarded fraction.

Server-side sharded list and watch solves this by moving the filtering upstream into the API server. Each replica tells the API server which hash range it owns, and the API server only sends matching events.

How it works

The feature adds a shardSelector field to ListOptions. Clients specify a hash range using the shardRange() function:

shardRange(object.metadata.uid, '0x0000000000000000', '0x8000000000000000')

The API server computes a deterministic 64-bit FNV-1a hash of the specified field and returns only objects whose hash falls within the range [start, end). This applies to both list responses and watch event streams. The hash function produces the same result across all API server instances, so the feature is safe to use with multiple API server replicas.

Currently supported field paths are object.metadata.uid and object.metadata.namespace.

Using sharded watches in controllers

Controllers typically use informers to list and watch resources. To shard the workload, each replica injects the shardSelector into the ListOptions used by its informers via WithTweakListOptions:

import (
 metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
 "k8s.io/client-go/informers"
)

shardSelector := "shardRange(object.metadata.uid, '0x0000000000000000', '0x8000000000000000')"

factory := informers.NewSharedInformerFactoryWithOptions(client, resyncPeriod,
 informers.WithTweakListOptions(func(opts *metav1.ListOptions) {
 opts.ShardSelector = shardSelector
 }),
)

For a 2-replica deployment, the selectors split the hash space in half:

// Replica 0: lower half of the hash space
"shardRange(object.metadata.uid, '0x0000000000000000', '0x8000000000000000')"

// Replica 1: upper half of the hash space
"shardRange(object.metadata.uid, '0x8000000000000000', '0x10000000000000000')"

A single replica can also cover non-contiguous ranges using ||:

"shardRange(object.metadata.uid, '0x0000000000000000', '0x4000000000000000') || " +
 "shardRange(object.metadata.uid, '0x8000000000000000', '0xc000000000000000')"

Verifying server support

When the API server honors a shard selector, the list response includes a shardInfo field in the response metadata that echoes back the applied selector:

{
 "kind": "PodList",
 "apiVersion": "v1",
 "metadata": {
 "resourceVersion": "10245",
 "shardInfo": {
 "selector": "shardRange(object.metadata.uid, '0x0000000000000000', '0x8000000000000000')"
 }
 },
 "items": [...]
}

If shardInfo is absent, the server did not honor the shard selector and the client received the complete, unfiltered collection. In this case, the client should be prepared to handle the full result set, for example by applying client-side filtering to discard objects outside its assigned shard range.

Getting involved

This feature is in alpha and requires enabling the ShardedListAndWatch feature gate on the API server. We are looking for feedback from controller authors and operators running large clusters.

If you have questions or feedback, join the #sig-api-machinery channel on Kubernetes Slack.

Read the whole story
alvinashcraft
5 hours ago
reply
Pennsylvania, USA
Share this story
Delete

WW 982: Don't Lick the Manta Rays - Breaking Down Microsoft's Earnings

1 Share

Microsoft's earnings report went out last week, and the company spent a lot on AI in the quarter. Microsoft updates its customers on what it's done to address Windows 11 problems. And Xbox kills Copilot plans for the console.

Microsoft Earnings

  • Microsoft announced that it earned a net income of $31.8 billion on revenues of $82.9 billion in the previous quarter.
  • Windows: 1.6 billion monthly active devices, a focus on quality after years of enshittification - but revenues from PC makers were down 2 percent YOY.
  • Microsoft Edge "has taken share for 20 consecutive quarters," which isn't supported by the evidence.
  • Bing "monthly active users reached one billion for the first time," raising questions about how Microsoft defines the term "user."
  • Xbox: "The team is recommitting to our core fans and players, and shaping the future of play," new records for monthly active Xbox users and game streaming hours.
  • AI: Capex spending in the quarter was $32 billion, down from previous quarter as previously described, but up 49 percent YOY.

More earnings

  • Apple, Google/Alphabet, and Amazon.
  • AMD - Up because of AI datacenter.
  • Qualcomm - Plus, Intel just hired away a key Qualcomm exec.

Windows

  • Microsoft shares an update about what it's done to address Windows 11 pain points so far.
  • Marcus Ash is one of the good guys.
  • Some of this is happening in Insider, some is rolling out to retail.
  • Windows Insider Program and Windows Update improvements we discussed last week - two primary channels in WIP now.
  • Simplifying AI experiences - fewer Copilot icons (Notepad, etc.).
  • File Explorer improvements - performance, fewer hangs, better polish and consistency.
  • Widgets - Feed will be off by default, fewer interruptions, no hover activate.
  • System performance - Smaller memory footprint, more aggressive RAM restoration, and more.
  • Soon: Taskbar updates, Start updates, and more to share at Build in June.
  • Week D update arrives with a peek at May's Patch Tuesday.
  • Major: Xbox Mode, AI agents on the Taskbar are the first two big features of 2026.
  • Minor: Also adds File Explorer improvements, new haptic feedback effects, touch keyboard improvements, and more.
  • Shocking new report that Microsoft Edge is incredibly insecure should surprise no one.

AI

  • Microsoft Agent 365 Platform is out of preview, supports local AI agents and Copilot Cowork Agent arrives on mobile with plugin support.
  • Microsoft launches a Legal AI Agent in Word.
  • Apple's plan to open up to multiple third-party AIs is a good one.
  • Canonical's plan to add AI to Ubuntu is also good, but you're never going to believe what happened next.

Xbox and Gaming

  • Asha Sharma reorgs Xbox, kills Copilot on the console.
  • Forza Horizon 6, more coming to Game Pass in May.
  • Xbox April Update is out with updates for all platforms.
  • Next Call of Duty will not ship on Xbox One, PS4.
  • Age of Empires II: Definitive Edition is coming to the Mac for some reason.
  • And finally, with the Supreme Court refusing to block the implementation of the ruling in Epic v. Apple, Microsoft's Xbox game store for mobile is one step closer to happening.

Tips and picks

  • Tip of the week: Embrace inconvenience.
  • App pick of the week: Windows Defender.
  • RunAs Radio this week: Securing Active Directory with Spencer Alessi.
  • Brown liquor pick of the week: Stalk & Barrel Whisky.

These show notes have been truncated due to length. For the full show notes, visit https://twit.tv/shows/windows-weekly/episodes/982

Hosts: Leo Laporte, Paul Thurrott, and Richard Campbell

Sponsors:





Download audio: https://pdst.fm/e/pscrb.fm/rss/p/mgln.ai/e/294/cdn.twit.tv/megaphone/ww_982/ARML3541053303.mp3
Read the whole story
alvinashcraft
5 hours ago
reply
Pennsylvania, USA
Share this story
Delete

.NET Nanoframework with José Simões

1 Share
Ready to go nano? Carl and Richard talk to José Simões about the open source .NET nanoFramework - a community-driven project to provide .NET for embedded systems. José talks about the evolution from the .NET microFramework, to something even smaller, while at the same time, microcontrollers have gotten much more powerful. The conversation looks beyond the hobbyist and educational uses of these systems into commercial IoT applications. The development cycle is one you'll recognize, working in Visual Studio (or Visual Studio Code) and executing against an emulator, or to the actual controller via USB. And yes, you can set breakpoint in the controller!



Download audio: https://dts.podtrac.com/redirect.mp3/api.spreaker.com/download/episode/71899697/dotnetrocks_2001_dot_net_nanoframework.mp3
Read the whole story
alvinashcraft
5 hours ago
reply
Pennsylvania, USA
Share this story
Delete
Next Page of Stories