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Lights Out, Systems On: Validating Instant Power Loss Readiness-Winpcsoft.com

Lights Out, Systems On: Validating Instant Power Loss Readiness

We are introducing Instantaneous PowerLoss Storm, a new testing paradigm within the meta-infrastructure to manage and mitigate instantaneous or unforeseen power outages in our data...
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TPU Just Got Split in Two — and It Changes Everything About AI Infrastructure-Winpcsoft.com

TPU Just Got Split in Two — and It Changes Everything About AI Infrastructure

By Geeta Kakrani | Google AI developer expertImagine you run a restaurant. For years they had a chef who took care of sourcing the ingredients, preparing, cooking, serving and clea...
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How to Build and Deploy an AI Agent with Gemini CLI and Google ADK: A-Winpcsoft.com

How to Build and Deploy an AI Agent with Gemini CLI and Google ADK: A

Step-by-step guide to Vibe codingA simplified, practical guide through Google's Codelab Agentverse: The Shadowblade's Codex, focusing on the build itself.📂 All commands from this ...
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Building a Multimodal Indonesian Fake-News Detector with JAX, Flax, and Keras Kinetic on Cloud TPU-Winpcsoft.com

Building a Multimodal Indonesian Fake-News Detector with JAX, Flax, and Keras Kinetic on Cloud TPU

How I trained a Stance-Aware Cross-Encoder that classifies Indonesian news headlines against claims — starting on a free Colab TPU and scaling out to Cloud TPU v5p with a single...
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SilverTorch: Index as Model — A New Retrieval Paradigm for Recommendation Systems-Winpcsoft.com

SilverTorch: Index as Model — A New Retrieval Paradigm for Recommendation Systems

We’re introducing SilverTorch, a reimagining of recommendation systems that unifies all retrieval components for user generated content under a unified architecture.  SilverTorch...
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Flutter at Google I/O 2026-Winpcsoft.com

Flutter at Google I/O 2026

Forget everything you knew about cross-platform restrictions. The rules just changed!The dust has finally settled on Google I/O 2026, and if I'm being completely honest, the Flutte...
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[Mar-Apr 2026] AI Community — Activity Highlights and Achievements-Winpcsoft.com

[Mar-Apr 2026] AI Community — Activity Highlights and Achievements

We love sharing the accomplishments of the Google AI communities over the month. We appreciate all the hard work and dedication of our community members. Without further ado, here ...
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Reel Friends: Building Social Discovery that Scales to Billions-Winpcsoft.com

Reel Friends: Building Social Discovery that Scales to Billions

At first glance, the new Friend Bubbles feature looks pretty simple. It highlights Reels that your friends have seen and reacted to. But sometimes the functions that seem the simpl...
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Migrating Data Ingestion Systems at Meta Scale-Winpcsoft.com

Migrating Data Ingestion Systems at Meta Scale

Das Datenerfassungssystem von Meta, das unsere Ingenieurteams für aktuelle Schnappschüsse des Social Graph nutzen, wurde kürzlich einer umfassenden Überarbeitung unterzogen, um...
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Labyrinth 1.1: Making End-to-End Encrypted Backups Even More Reliable -Winpcsoft.com

Labyrinth 1.1: Making End-to-End Encrypted Backups Even More Reliable 

We're introducing version 1.1 of Labyrinth, the encrypted storage system and protocol that secures messages and history in Messenger. Labyrinth 1.1 improves the reliability of end-...
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⚖️ LexiMini: How I Built an AI Legal Assistant for India — From Scratch, on a TPU-Winpcsoft.com

⚖️ LexiMini: How I Built an AI Legal Assistant for India — From Scratch, on a TPU

Fine-tuning Gemma 3 4B on Indian Law Data · MaxText · Tunix Distillation · HuggingFaceThis blog documents the approach behind a TPU-based LLM pipeline I’m currently building.Th...
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Serve and Inference Gemma 4 on TPU-Winpcsoft.com

Serve and Inference Gemma 4 on TPU

introductionIn early April 2026, Google released Gemma 4, the latest family of open multimodal models, and momentum has been building ever since. Gemma 4 is available in four sizes...
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How Meta Is Strengthening End-to-End Encrypted Backups-Winpcsoft.com

How Meta Is Strengthening End-to-End Encrypted Backups

The HSM-based Backup Key Vault Metas HSM based Backup Key Vault Provides the foundation for end-to-end encrypted backups for WhatsApp and Messenger. The system allows users to prot...
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ML acceleration guide: TPUs vs GPUs-Winpcsoft.com

ML acceleration guide: TPUs vs GPUs

There's a lot of hype about GPUs and NVIDIA, but how much do you know about TPUs?Rack with TPUs (left) and GPUs (right)The article contains code examples, which you can find at the...
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Gemma 4 as an LLM-as-a-Judge: Batch Responsible AI Evaluation on Cloud TPU v5e-Winpcsoft.com

Gemma 4 as an LLM-as-a-Judge: Batch Responsible AI Evaluation on Cloud TPU v5e

TPU batch evaluation pipeline for RAI Checklist CLICalibrated trust (the governance framework I built for agent AI systems) requires measurable governance checks performed against ...
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Opera GX For PC Free Download-Winpcsoft.com

Opera GX For PC Free Download

Opera GX For pc is a unique web browser designed specifically for gamers, offering an optimized browsing experience tailored to gaming needs. With advanced customization options, b...
Modernizing the Facebook Groups Search to Unlock the Power of Community Knowledge-Winpcsoft.com

Modernizing the Facebook Groups Search to Unlock the Power of Community Knowledge

We have has fundamentally changed Facebook group searches to help people more reliably discover, sort and validate community content that is most relevant to them. We introduced a ...
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Fine-Tuning Gemma 3 on TPU for Medical Q&A with Keras and JAX-Winpcsoft.com

Fine-Tuning Gemma 3 on TPU for Medical Q&A with Keras and JAX

I wanted to build a medical Q&A fine-tuning project that remained truly TPU native on Kaggle. This project uses Google's 'gemma-3–1b-it', KerasHub, JAX backend and a Kaggle TPU to...
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Bringing Multimodal Gemma 4 E2B to the Edge: A Deep Dive into LiteRT-LM and Qualcomm QNN-Winpcsoft.com

Bringing Multimodal Gemma 4 E2B to the Edge: A Deep Dive into LiteRT-LM and Qualcomm QNN

Running Large Language Models (LLMs) on mobile devices used to be a dream of the future. Today, with the release of Google Gemma 4 Family and the powerful LiteRT-LM Framework, deli...
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Post-Quantum Cryptography Migration at Meta: Framework, Lessons, and Takeaways-Winpcsoft.com

Post-Quantum Cryptography Migration at Meta: Framework, Lessons, and Takeaways

We’re sharing lessons learned from Meta’s post-quantum cryptography (PQC) migration to help other organizations strengthen their resilience as industry transitions to post-quantu...
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Capacity Efficiency at Meta: How Unified AI Agents Optimize Performance at Hyperscale-Winpcsoft.com

Capacity Efficiency at Meta: How Unified AI Agents Optimize Performance at Hyperscale

We provide insights into Meta's Capacity Efficiency Program, where we developed an AI agent platform that helps automatically find and resolve performance issues across our infrast...
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