InfoQ Homepage Automation Content on InfoQ
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DoorDash Builds LLM Conversation Simulator to Test Customer Support Chatbots at Scale
DoorDash engineers built a simulation and evaluation flywheel to test large language model customer support chatbots at scale. The system generates multi-turn synthetic conversations using historical transcripts and backend mocks, evaluates outcomes with an LLM-as-judge framework, and enables rapid iteration on prompts, context, and system design before production deployment.
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Netflix Automates RDS PostgreSQL to Aurora PostgreSQL Migration across 400 Production Clusters
Netflix engineers describe an internal automation platform that migrates nearly 400 RDS PostgreSQL clusters to Aurora, reducing downtime and operational risk. The platform coordinates replication, CDC handling, controlled cutover, and rollback, while supporting service teams in a self-service migration workflow.
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OpenAI Introduces Harness Engineering: Codex Agents Power Large‑Scale Software Development
OpenAI introduces Harness Engineering, an AI-driven methodology where Codex agents generate, test, and deploy a million-line production system. The platform integrates observability, architectural constraints, and structured documentation to automate key software development workflows.
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GitHub Agentic Workflows Unleash AI-Driven Repository Automation
Recently launched in technical preview, GitHub Agentic Workflows introduce a way to automate complex, repetitive repository tasks using coding agents that understand context and intent, GitHub says. This enables workflows such as automatic issue triage and labeling, documentation updates, CI troubleshooting, test improvements, and reporting.
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Anthropic Announces Claude CoWork
Introducing Claude Cowork: Anthropic's groundbreaking AI agent revolutionizing file management on macOS. With advanced automation capabilities, it enhances document processing, organizes files, and executes multi-step workflows. Users must be cautious of backup needs due to recent issues. Explore its potential for efficient office solutions while ensuring data integrity.
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Inside the Development Workflow of Claude Code's Creator
Claude Code's creator Boris Cherny described how he uses it at Anthropic, highlighting practices such as running parallel instances, sharing learnings, automating prompting, and rigorously verifying results to compound productivity over time.
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AWS Debuts “DevOps Agent” to Automate Incident Response and Improve System Reliability
AWS recently announced the public preview of AWS DevOps Agent, a new "frontier agent" that aims to help organizations react more quickly to production incidents, identify root causes, and proactively strengthen system reliability.
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System Initiative Unveils Expansion with Real-Time Multi-Cloud Discovery and Automation
System Initiative recently announced a major set of new capabilities designed to give engineering organizations instant, real-time visibility and AI-driven control across any cloud platform or API.
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Slack Security: inside the New Anomaly Event Response Architecture
Slack has launched Anomaly Event Response (AER), a real-time security system that autonomously detects suspicious activity, terminates risky sessions, and reduces response time from days to minutes. The system’s architecture includes a detection engine, decision framework, and response orchestrator to help organizations prevent breaches efficiently.
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Cursor 1.7 Adds Hooks for Agent Lifecycle Control
Cursor has introduced a Hooks system in version 1.7 that allows developers to intercept and modify agent behavior at defined lifecycle events. Hooks can be used to block shell commands, run formatters after edits, or observe agent actions in real time.
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Microsoft Launches Azure App Testing: a Unified Hub for Load and End-to-End Testing
Introducing Azure App Testing: a unified hub combining Azure Load Testing and Microsoft Playwright for streamlined, efficient application testing. With AI-powered tools for accelerated performance insights and seamless scaling, users can simulate real-world traffic across multiple regions. Optimize your testing experience and ensure top-notch app performance with Azure's innovative solutions.
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AWS Shield Network Security Director: Network Topology Visibility and Remediation Guidance
Introducing AWS Shield Network Security Director: a game-changer in DDoS protection and network security visibility. This innovative feature automates resource discovery, evaluates configurations against best practices, and prioritizes security findings. With actionable remediation steps and natural language queries via Amazon Q Developer, organizations can enhance their security posture.
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AWS Introduces Open Source Model Context Protocol Servers for ECS, EKS, and Serverless
AWS has launched open-source Model Context Protocol (MCP) servers on GitHub to supercharge AI development within Amazon ECS, EKS, and Serverless environments. These specialized tools equip developers with real-time, context-specific insights, enhancing application deployment, troubleshooting, and operational efficiency. Empower your cloud experience today!
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How Allegro Does Automated Code Migrations for over 2000 Microservices
Allegro shared the details of the process it uses to manage code migrations at scale. The company combined GitHub’s Dependabot and OpenRewrite projects into a custom solution that helps developers perform mundane code migration tasks automatically across numerous source code repositories. The company tackled many edge cases to ensure the process operates smoothly, relieving initial trust issues.
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Using Artificial Intelligence in Software Testing
Quality Assurance Engineers can evolve into artificial intelligence (AI) strategists, guiding AI-driven test execution while focusing on strategic decisions. Rather than replacing testing roles, AI can enhance them by predicting defects, automating test maintenance, and refining risk-based testing. Human-AI collaboration is crucial for maintaining quality in increasingly complex software systems.