How will the SDLC evolve with AI agents as dev teammates? Agents mean faster intent → generation → human verification → continuous validation. Code reviews vanish, testing becomes predictive, deployments self-optimize, and docs write themselves. Engineers shift focus to.

RT @thenewstack: The logical assumption that testing will get easier if your engineering team scales along with your microservices growth i….

Andrej's talk: Signadot's SmartTests:

Andrej Karpathy nailed it: the future is AI + human collaboration. It’s all about the Generation → Verification loop—AI suggests, humans quickly verify. The real win? Speeding up human review, not just AI output. That’s why at Signadot, our Smart Diff highlights only breaking

A platform team lead shared: “We’re always fighting API breakages—what worked yesterday breaks prod today!” With 75% of production APIs deviating from specs, that’s no shock. Their solution? AI-powered differential testing. Now, breakages are caught pre-merge, no more.

Check out how our "shift left" platform enables testing at scale for microservices:

Hot take: Fast, cheap, AND reliable testing isn’t just a dream. 🚀 Engineering leaders are winning with shift-left: accountability + pre-merge fixes = better quality, speed, and serious cost savings. Ready to scale smarter? #ShiftLeftTesting #DevEx #Microservices #Kubernetes.

@IstioMesh Ready to dive deeper? Check out the full announcement on our blog for all the details. 🔗: #Kubernetes #Microservices #Istio #ServiceMesh #DevOps #OpenSource #K8s.

@IstioMesh And finally, we're going open source with our Chrome Extension! 🔓. Our browser extension, which helps you route traffic to test sandboxes, is now fully open source. Check out the code, contribute, and help us shape its future!.

@IstioMesh Next, we've supercharged local development! 💻. Our CLI can now fetch secrets & configmaps directly from your K8s cluster and inject them into your local environment. This means your local setup is a true mirror of production, helping you catch bugs way earlier.

First up: Experimental support for @IstioMesh Ambient Mesh! 🌐. Get all the benefits of Signadot's request-level isolation without the sidecar overhead. This is a massive step forward for building and testing on Istio. We're excited to help promote the future of service mesh!.

Big news! 🚀 @signadot Kubernetes Operator & CLI have hit 1.0!. This release is packed with major updates to streamline Kubernetes development, including a huge one for service mesh users. Read on for the highlights! 👇.

Your team says: “Staging is too slow—we need our own environments.”. But as VP Eng, you’re stuck. Say yes ➝ infra costs explode. Say no ➝ delivery slows, morale drops. The real problem? Shared staging isn't built for fast-moving teams. Smart leaders aren’t duplicating.

An engineering director admitted that their team ships to prod even when staging tests fail—because staging breaks more often than not. Shared environments caused so much noise, devs stopped trusting failures altogether. Incidents tripled. This is the hidden cost of staging.

RT @thenewstack: The GenAI revolution is creating entirely new classes of software complexity that our existing testing tools weren't desig….

RT @thenewstack: If your team can't push a single microservice change to production independently, you don't actually have microservices.….

RT @thenewstack: As cloud native architectures and microservices have transformed the way we build applications, our testing environments r….

RT @joecolantonio: Production shouldn’t be where you find broken #APIs. #SmartTest by @signadot runs contract checks in real #Kubernetes sa….

Worked with 100s of eng teams. Most with “microservices” can’t deploy a single service on its own. That’s not microservices—it’s a distributed monolith with extra steps. If that sounds familiar, this one’s for you: #microservices #devops

RT @fintech_weekly: 🚧 Staging queues killing your dev velocity?.Payments & compliance make shared environments even harder. ⚡️ @Signadot gi….