InfoQ Homepage AI, ML & Data Engineering Content on InfoQ
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Designing a Multi-Agent System for Engineering Support at Scale: a Case Study from Grab
Grab’s Central Data Team built a multi-agent AI system to automate repetitive engineering support tasks across its data warehouse platform. The system separates investigation and enhancement workflows using specialized agents coordinated via an orchestration layer. It reduces operational load, improves resolution speed, and shifts engineering effort from firefighting to platform engineering work.
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Anthropic Introduces MCP Tunnels for Private Agent Access to Internal Systems
Anthropic has expanded its Claude Managed Agents platform with two enterprise-focused capabilities: self-hosted sandboxes and MCP tunnels. The release aims to address a recurring challenge in enterprise AI deployments, where organizations want to use autonomous agents but cannot allow execution environments or internal systems to leave their security perimeter.
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Agoda Builds Multimodal Content System to Bridge Images and Reviews in Travel Discovery
Agoda unifies hotel images and guest reviews using a shared topic taxonomy, enabling multimodal retrieval across 700M+ images and multilingual reviews with offline enrichment and low-latency serving.
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Anthropic's Code with Claude Announces Managed Agents, Proactive Workflows, Capability Curve
Anthropic hosted "Code with Claude 2026" in San Francisco, featuring livestream sessions focused on Claude Code, the Claude API platform, and other projects. Key topics included developer experience, autonomy features, model step-changes, and the impact of AI on product architecture. Discussions included insights from GitHub, Vercel, and AI-native startups on engineering strategies and challenges.
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Cloudflare and Stripe Let AI Agents Create Accounts, Buy Domains, and Deploy to Production
Cloudflare and Stripe launched a protocol that lets AI agents autonomously create cloud accounts, register domains, start subscriptions, and deploy to production. Stripe handles identity and payment with a $100/month default cap. No other major cloud provider offers comparable agent-driven account provisioning.
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OpenAI Open-Sources Symphony, a SPEC.md for Autonomous Coding Agent Orchestration
OpenAI Symphony is an agent orchestrator that uses project-management tools, like issue trackers, as a control plan to coordinate multiple coding agents. Instead of developers managing interactive coding sessions, Symphony manages "tasks" by assigning each one to a dedicated agent that works autonomously to completion. Once a task is finished, a human is in charge to review the resulting output.
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Neobank Monzo Builds Governed Data Mesh across 100 Teams and 12000 dbt Models
Monzo recently redesigned its data warehouse to support more than 100 teams working on over 12000 dbt models. Introducing a so-called "meshy" approach, Monzo cut warehouse costs by about 40% and improved data delivery speed by 25%.
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Ubuntu Embraces Local AI instead of Cloud-First OS Integration
Ubuntu has outlined its AI strategy, describing it as a deliberate departure from industry trends towards cloud-centric, AI-first operating systems. Instead, the company says, Ubuntu will focus future releases on local intelligence, modular design, and strict user control.
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Google Introduces Cloud Fraud Defense as Successor to reCAPTCHA
At the recent Next ‘26 conference, Google introduced Google Cloud Fraud Defense, the successor to reCAPTCHA. The platform goes beyond basic bot detection to address broader online fraud across login, account creation, and payment flows, helping organizations detect suspicious behavior and block abuse, including fake accounts, automated attacks, and transaction fraud.
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Anthropic Introduces Routines for Claude Code Automation
Anthropic has introduced a new feature called Routines for Claude Code, allowing developers to configure automated coding workflows that run on schedules, through API calls, or in response to external events.
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Anthropic Traces Six Weeks of Claude Code Quality Complaints to Three Overlapping Product Changes
Anthropic published a postmortem tracing six weeks of Claude Code quality complaints to three overlapping product-layer changes: a reasoning effort downgrade, a caching bug that progressively erased the model's own thinking, and a system prompt verbosity limit that caused a 3% quality drop. The API and model weights were unaffected. All issues were resolved April 20.
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Anthropic Launches Claude Platform on AWS
Anthropic has announced the general availability of Claude Platform on AWS, a new deployment option that gives AWS customers direct access to Anthropic’s native Claude platform using AWS authentication, billing, and monitoring services.
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AWS WorkSpaces Now Lets AI Agents Operate Legacy Desktop Applications without APIs
AWS announced that Amazon WorkSpaces can now serve as managed virtual desktops for AI agents in public preview. Agents authenticate through IAM and operate legacy applications via computer vision and input simulation without APIs. Reflex benchmarks show vision agents consume 45x more tokens than API agents.
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Coder Agents Enable Running AI Coding Workflows on Self-Hosted Infrastructure
Coder Agents is a model-agnostic platform designed to let organizations run AI coding agents on their own infrastructure, rather than relying on cloud-based services. This allows teams to maintain full control over code, data, and execution environments.
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Netflix Introduces ‘Model Lifecycle Graph’ to Scale Enterprise Machine Learning
Netflix has developed a graph-based architecture for managing machine learning systems, called the Model Lifecycle Graph. This system maps interconnections between datasets, models, features, and workflows, addressing challenges in scaling ML operations. It enhances discoverability, governance, and component reuse while supporting a self-service approach for engineers and data scientists.