Case Study How Laurel brings production-ready validation to AI-native development while cutting change failure rate by 82%

Platform A technical overview of the sandbox engine and the platform built on it. Smart Tests Run fully managed API tests for every PR and let AI detect regressions. Jobs Run your existing test suites in the cluster against any Sandbox. Plans Reusable validation workflows agents author and run on every change.

Ephemeral Environments Lightweight, on-demand Kubernetes environments for any change. Local Development Run services locally against dependencies in your remote cluster. Preview Environments Preview every code change without duplicating full environments. Microservices Testing Test microservices against real dependencies on every PR, no mocks. Agentic Development Give coding agents real environments to run, test, and verify their changes.

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Testing MCP ServersNew Local Development on KubernetesNew Staging EnvironmentsNew Validating AI-Generated Code Kubernetes Sandbox Explained Ephemeral Environments Guide to Microservices Testing Contract Testing The Future of API Validation Microservices Testing for FinTech

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Agents 28 Case Studies 7 Contract Testing 6 Ephemeral Environments 48 Integration/E2E Testing 44 Product Announcements 5 Tutorials/Guides 24

Agents

Why Claude Needs a Real Environment to Validate Cloud-Native Code

May 5, 2026
Agents

The Staging Trap: How to Unblock AI Coding Agents in Enterprise Kubernetes

April 7, 2026
AgentsIntegration/E2E Testing

Why Coding Agents Will Break Your CI/CD Pipeline (and How To Fix It)

April 2, 2026
Product AnnouncementsAgents

Introducing Plans: Microservices Validation Superpowers for Coding Agents

March 23, 2026
Agents

Agents Write Code. They Don't Do Software Engineering.

March 16, 2026
Agents

2026 CircleCI Report: The Agent Validation Gap Is Here

March 16, 2026
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The Agent PR Flood Is Here. If You Run Istio, You're Halfway to Solving It.

February 26, 2026
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Coding Agents Are Only as Good as the Signals You Feed Them

February 23, 2026
Contract TestingAgents

Why the MCP Server Is Now a Critical Microservice

February 19, 2026
Integration/E2E TestingAgents

Your CI/CD Pipeline Is Not Ready To Ship AI Agents

February 16, 2026
Integration/E2E TestingAgents

Ramp's Inspect shows closed-loop AI agents are software's future

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Agents

Your infrastructure isn’t ready for agentic development at scale

February 4, 2026

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The Future of API Validation
Microservices Testing for FinTech
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