Teknoloji

Building Conversational Commerce with Multi-Agent Swarms on GCP: A Working Prototype

This document provides a publication template and metadata structure for a technical blog post focused on building Conversational User Interfaces (CUIs) using AI. It outlines key developer focus areas, product stacks, and approval workflows required for publishing technical content through Google Developer Studio. The framework helps engineers organize their guides and solutions to effectively share AI-driven conversational interface designs with the developer community.

Google Developers Blog · EN

Fast, reliable A2UI, with swappable inference formats

A2UI now supports swappable inference formats, introducing A2UI Express which uses up to 3x fewer tokens and cuts latency by compiling compact Python-style syntax into standard A2UI JSON via Agent SDKs. Developers can also use controlled generation with TypeSafe's Jev system-decision models to render known-shape screens in under 300 ms while smaller models stream text. These updates require no changes to frontend renderers or component catalogs, offering flexible performance levers for generative UI development across Python, TypeScript, and Dart.

Google Developers Blog · EN

Hill-Climbing Agent Quality with Agents CLI Evaluation

This post walks through the Agents CLI evaluation loop for systematically improving agent performance through continuous testing and grading. It demonstrates how to catch prompt regressions, evaluate model backend swaps using side-by-side trace comparisons, and automate evaluation passes. Developers will also learn how to integrate nightly scheduled runs with threshold-based alerting to track quality over time.

Google Developers Blog · EN

Smaller apps and faster GPU inference with LiteRT in Google Play services

LiteRT in Google Play services now offers GPU inference powered by ML Drift, delivering about 1.4x faster performance alongside the new CompiledModel API. Switching from bundled binaries reduces app size by approximately 8 MB while enabling seamless, automatic runtime updates across billions of devices. Developers can easily adopt these updates by updating their dependencies and utilizing the new Android Studio LiteRT skill for automated migration.

Google Developers Blog · EN

Build Generative UI Apps with A2UI & CopilotKit Agents

See Google A2Ui in action! Learn how to natively render agentic UIs across Langchain, AWS Strands, Microsoft agents, and Google ADK using CopilotKit SDKs for A2UI.

Google Developers Blog · EN

DevFest is back!

DevFest 2026 runs from October 1 to December 31, bringing together nearly a million developers across more than 800 global events centered on the agentic AI era. Under the theme "Build, Secure, Scale," participants gain hands-on experience with Google’s developer stack—including Gemini, Google AI Studio, Google Antigravity, and Web MCP—through live workshops and codelabs. The conference focuses on enabling developers to prototype rapidly, ensure secure and private deployments, and leverage production-ready infrastructure.

Google Developers Blog · EN

Streamlining Security Investigations with Agents

Slack’s Security Engineering team is responsible for protecting Slack’s core infrastructure and services. Our security event ingestion pipeline handles billions of events per day from a diverse array of data sources. Reviewing alerts produced by our security detection system is our primary responsibility during on-call shifts. We’re going to show you how we’re using AI…

Slack Engineering · EN

How Slack Rebuilt Notifications 📣

Introduction 🔔 At Slack, notifications are how teams stay in the loop, but they can also become overwhelming when not designed with intention. Our goal was to make staying informed feel effortless. We set out to rebuild one of Slack’s most complicated systems from the ground up by bringing calm, consistency, and clarity to the…

Slack Engineering · EN

From Custom to Open: Scalable Network Probing and HTTP/3 Readiness with Prometheus

The Problem: Legacy Tooling and Its Limitations Currently, Slack utilizes a hybrid approach to network measurement, incorporating both internal (such as traffic between AWS Availability Zones) and external (monitoring traffic from the public internet into Slack’s infrastructure) solutions. These tools comprise a combination of commercial SaaS offerings and custom-built network testing solutions developed by our…

Slack Engineering · EN

Managing context in long-run agentic applications

Excerpt In complex, long-running agentic systems, maintaining alignment and coherent reasoning between agents requires careful design. In this second article of our series, we explore these challenges and the mechanisms we built to keep teams of agents working productively over long time spans. We present a range of complementary techniques that balance the conflicting requirements…

Slack Engineering · EN

From SSH to REST: A Security-Driven Modernization of Slack’s EMR Data Pipelines

Excerpt By 2024, Slack’s data platform had accumulated 700+ SSH-based operators orchestrating critical data pipelines. We’re talking daily search indexing that processed terabytes of data, analytics jobs powering business intelligence, the whole shebang. Every single one of these jobs required direct SSH access to production AWS Elastic MapReduce (EMR) clusters. We had a massive security…

Slack Engineering · EN

Slack AI: The Path to Multi-Cloud

In early 2023, Slack faced a foundational challenge: serving Large Language Models (LLMs) at enterprise scale with the security, reliability, and performance our customers expect. Over three years, we evolved from basic infrastructure to orchestrating a sophisticated multi-cloud architecture. We didn’t just want shiny new models; we needed a system resilient to regional outages and…

Slack Engineering · EN

Agentic Testing: Where Agents Fit in the E2E Testing Stack

Abstract Agent-driven end-to-end (E2E) tests add a new exploratory layer to testing, but should they replace traditional deterministic tests? We ran more than 200 agentic E2E workflows using the Playwright MCP, Playwright CLI, and agent-generated Playwright tests in test workspaces using non-production data to find out how agentic testing could fit into both our and…

Slack Engineering · EN

Shipyard: How We Built Slack’s Next-Generation EC2 Platform

Over the past few years, we’ve been on a journey to modernise how we run Amazon Elastic Compute Cloud (EC2) instances at Slack. In our first post, Advancing Our Chef Infrastructure, we shared how we moved from a single Chef stack to a resilient, multi-stack setup with versioned cookbook deployments and safer promotion workflows. This…

Slack Engineering · EN

May 15, 2026

In this issue: Defense in Depth, Medieval Style Human Trust of AI Agents Mythos and Cybersecurity Is "Satoshi Nakamoto" Really Adam Back? Mexican Surveillance Company ICE Uses Graphite Spyware FBI Extracts Deleted Signal Messages from iPhone Notification Database Hiding Bluetooth Trackers in Mail Medieval Encrypted Letter Decoded What Anthropic’s Mythos Means for the Future of Cybersecurity Claude Mythos Has Found 271 Zero-Days in Firefox Fast16 Malware A Ransomware Negotiator Was Working for a Ransomware Gang Hacking Polymarket DarkSword Malware Rowhammer Attack Against NVIDIA Chips Smart Gla

Bruce Schneier Crypto-Gram · EN

June 15, 2026

In this issue: Bypassing On-Camera Age-Verification Checks Zero-Day Exploit Against Windows BitLocker Laurie Anderson Is Quoting Me On AI Security macOS Kernel Memory Corruption Exploit CISA Security Leak Identifying People Using Wi-Fi Routers FBI’s 2025 Internet Crime Report Chilling Effects Vulnerability Disclosure in the Age of AI Microsoft Threatening Security Researcher The Intersection of Encryption and AI AI Used to Decrypt Medieval Ciphers Hacking Meta’s AI Chatbot AI Worm Anthropic’s Project Glasswing Update Critical Zcash Vulnerability Found and Fixed GPS As a Key Distribution Platfo

Bruce Schneier Crypto-Gram · EN

July 15, 2026

In this issue: The FCC Wants to Eliminate Burner Phones Flock Cameras Are Being Used for Stalking AI Use by the US Government Embedding Forbidden Text in Spyware to Discourage AI Analysis Anthropic’s Fable and the State of AI Professional Athletes and Wearables Anthropic’s Fable 5 Model Jailbroken Within Days Interesting Paper Exploring Prompt Injection AI and Liability One Million Passports Leaked Online Meta Is Testing Facial Recognition for Police and Military Robot Police Officers Factoring RSA Keys with Many Zeros The Realities of AI Video Surveillance Papa Johns Surveillance-Based Advert

Bruce Schneier Crypto-Gram · EN

August 15, 2026

In this issue: A Video Screen That Is Also a Camera Protecting Privacy in an AI Era Details of Alan Turing’s Voice Encryption System On Flock License Plate Tracking Cameras MIT to Become Hotbed of AI Video Surveillance First-Person Identity Theft Story End-to-End Encryption and "Going Dark" Why AI Needs a “Genie Coefficient” Cognyte Sells a Mobile Cell Surveillance Van Axon Is Another License Plate Surveillance Company Measuring LLMs' Ability to Perform Cryptanalysis Long-Lived Vulnerability in Microsoft Secure Boot Measuring the Tendency of AI Agents to Go Rogue Should You Use AI for a Task?

Bruce Schneier Crypto-Gram · EN

September 15, 2026

In this issue: Hacking Public Wi-Fi DNS to Steal Credentials LLMs and Contextual Integrity ICE Collecting DNA Samples Police Are Hiding Their Use of Flock Surveillance Cameras Detailed Timeline of OpenAI’s Cyberattack on Hugging Face More Incidents of AIs Going Rogue in Cybersecurity Challenges AI Is Learning to Write Genetic Code Criminal Deception in Silicon Valley Black Hat State of Security Vendors Spyware for Babies LLM-Based Social Engineering Scams AI Doesn’t Mean the End of Mathematics—at Least Not Yet Hiding Prompt Injection in Legal Filing Is Someone Hacking DoD Refrigerators? Rewiri

Bruce Schneier Crypto-Gram · EN

October 15, 2026

In this issue: Fake CAPTCHA Scams How Candidates Could Use AI for Good Are AIs Still Struggling with CAPTCHAs? Reverse-Engineering Flock Cameras GPT-6 Astra Breaks an Old Enigma Message Research on Models Engaging in Genie-Like Behavior Malicious npm Packages That Evade Defenses On Anthropic’s AI Misuse Report New Attack Against RSA Using Device Linking to Eavesdrop on WhatsApp and Signal I Want Better Reporting on AI Genie Behavior Connected Cars Are a Surveillance Platform How American Political Campaigns Are Using AI—and What They’re Spending on the Tools Unidentified Flock Cameras in Flori

Bruce Schneier Crypto-Gram · EN

How we detect frontier model misalignment

OpenAI uses layered monitoring to detect frontier model misalignment and unauthorized agent behavior so responders can intervene before incidents escalate.

OpenAI Blog · EN

An updated Model Spec for more capable and beneficial AI

OpenAI’s updated Model Spec outlines five core values to guide more capable AI toward sound judgment, human agency, and faithfulness to human intent.

OpenAI Blog · EN

Fair use benefits everyone

OpenAI shares excerpts from court briefs by creators, academics, accessibility advocates, and legal experts, among others, on how fair use supports AI training and innovation.

OpenAI Blog · EN

Community safety report and new protections for teens

OpenAI is strengthening violence prevention in ChatGPT with expanded safeguards, earlier interventions, and a new commitment to public safety reporting.

OpenAI Blog · EN