Blog topic
Agents
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Product AnnouncementsAgentsIntroducing the signadot-validate Skill: Close the Loop for Coding Agents Building Microservices
A new skill that lets coding agents like Claude Code, Codex, or Cursor validate their own changes against real, production-like microservice environments, powered by Signadot.
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AgentsAI Code Testing for Cloud-Native Systems: Why Unit Tests Aren't Enough
Coding agents pass the unit tests they wrote, then break against real upstream services. Why AI code testing belongs in the inner loop, with agents running each change against real dependencies.
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Product AnnouncementsAgentsClosing the Loop for Coding Agents in Cloud-Native Systems
Why coding agents can't tell whether a change works alongside the rest of a microservices system, and how per-task, production-like environments let them iterate against the real thing.
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AgentsAI Coding Agents Broke the PR Pipeline. Validation Is How You Fix It.
Open-source maintainers are buried in AI-generated pull requests, and enterprise teams are next. Why more review won't fix it, and how every PR can carry proof that it works.
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AgentsWhy Claude Needs a Real Environment to Validate Cloud-Native Code
Coding agents do their best work when they can check it, and cloud-native systems make that hard. Why Claude needs a realistic environment inside its loop, without duplicating the stack.
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AgentsThe Staging Trap: How to Unblock AI Coding Agents in Enterprise Kubernetes
The organizations that will lead the agentic era are not the ones generating the most code. They are the ones that can validate and ship that code as fast as it is written.
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AgentsIntegration/E2E TestingWhy Coding Agents Will Break Your CI/CD Pipeline (and How To Fix It)
When coding agents multiply the code awaiting review, shared staging and CI jam. The fix: lightweight ephemeral environments per change and plans that let agents validate their own work.
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Product AnnouncementsAgentsIntroducing Plans: Microservices Validation Superpowers for Coding Agents
How Signadot Plans let coding agents like Claude Code and Cursor test their own changes against live microservices before a PR opens, using Actions that platform teams govern.
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AgentsAgents Write Code. They Don't Do Software Engineering.
Writing code and doing software engineering are different jobs. A three-tier model for dividing work between coding agents and developers by capability, not by how much autonomy to allow.
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Agents2026 CircleCI Report: The Agent Validation Gap Is Here
CircleCI's 2026 data shows a 59% throughput surge concentrated in the top teams while main branch success fell to 70.8%. Why validation infrastructure, not the model, makes the difference.
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AgentsThe Agent PR Flood Is Here. If You Run Istio, You're Halfway to Solving It.
Why agent-written PRs make validation the bottleneck, why duplicating environments per PR cannot keep up, and how Istio routing plus OpenTelemetry baggage give each PR an ephemeral environment.
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AgentsCoding Agents Are Only as Good as the Signals You Feed Them
An agent's output is only as good as its feedback loop. Lessons from harness engineering and Stripe's Minions, a hierarchy of feedback signals and why they belong in the platform.
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