Semaphore Uncut

Osad

• Codex Support, Faster Task Creation, and Flaky Test Visibility 04.06.2026 2min

  Here’s an update on what our engineering team has been shipping in sem-ai and what’s coming up next.Codex marketplace support is live.A few issues were blocking some users from getting sem-ai working on Codex. Those are now fixed. If you tried it before and hit a wall, it’s worth giving it another shot.Task creation got faster.We cleaned up some unnecessary API calls that were causing hiccups. You can now create and manage tasks on your projects entirely through the CLI, exactly where your agent already lives.sem-ai plugin submitted to the Claude marketplace.We’re in review. We’ll share more once it’s through.On the horizon:The team is working on full platform management through sem-ai. Members, organizations, and everything else currently in the Semaphore UI will be accessible directly through the CLI.Also shipped: Show/hide skipped blocks in the workflow editor is now generally available. If you work with complex pipelines, it makes reading results a lot cleaner. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Building an AI-Native CICD Experience with sem-ai 27.05.2026 3min

  We’ve been talking a lot recently about AI-native developer workflows and where CICD is heading. This week, we shared one of our most exciting demos yet: a look at how SEMai is changing the way developers interact with CICD systems.In the demo, Marcos starts with a completely clean repository: no CI configuration, no GitHub Actions workflows, nothing.Then, inside Claude Code, he runs a single command:/sem-ai initFrom there, sem-ai analyzes the repository, detects the tech stack, and generates a tailored CICD pipeline automatically.It recommends:* Linting* Security scanning* Matrix testing* Pipeline topology improvementsBut the most interesting part comes afterward.Marcos tells the agent:“Work until the pipeline is green.”The system monitors the pipeline, analyzes failures, applies fixes, reruns workflows, and eventually gets the build passing successfully while summarizing everything it changed along the way.Nick also shares lessons learned while building the onboarding experience itself, including why slash commands became critical for reliable agent workflows and how improving contextual skills dramatically increased success rates.This is what we mean when we talk about AI-native CICD:not AI bolted onto existing tooling, but a fundamentally different developer experience built around collaboration between developers and agents.In the full demo, Marko, Marcos, and Nick walk through:* AI-assisted CICD onboarding* Slash command workflows* Self-healing pipelines* Pipeline optimization* The evolution of SEMai skills and agent contextWe’re excited about where this is heading and look forward to sharing more soon.Pete Miloravachttps://semaphore.io This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Introducing Semaphore for AI Agents 14.05.2026 2min

  Developers are increasingly working inside AI-powered coding tools like Claude Code, Cursor, and Codex.The workflow is changing.Instead of constantly switching between dashboards, logs, terminals, and configuration files, developers are starting to collaborate directly with coding agents using natural language.We think CI/CD should evolve alongside that shift.Today, we’re introducing Semaphore for AI Agents — a new open-source CLI and agentic interface designed to make Semaphore fully accessible from AI coding agents.This is the first step toward what we call the AI-native Semaphore experience.What is Semaphore for AI Agents?Semaphore for AI Agents gives coding assistants a structured way to interact with Semaphore.Instead of manually navigating CI/CD systems, developers can simply ask:* “Why is my CI failing?”* “What tests are flaky?”* “Show me the critical path in this pipeline.”* “Summarize the health of this project.”And their coding agent can retrieve, analyze, and act on that information directly through Semaphore.The first release includes:* Pipeline diagnostics* Flaky test detection* Critical path analysis* Organization-wide CI/CD insights* MCP support* Claude Code integrations* Remote execution workflows on Semaphore infrastructureWe also demonstrate how developers can provision ephemeral machines for agent-driven workflows, remote testing, and scalable execution.Built for Agentic WorkflowsSemaphore for AI Agents was designed specifically for AI-native development workflows.The project ships with:* Agent-oriented commands* Structured JSON outputs* Claude Code skills* Generic agent skills* A local MCP serverThis allows coding assistants to interact directly with Semaphore while developers stay inside their coding environment.Fully Open SourceSemaphore for AI Agents is fully open source.Developers can inspect how it works, extend workflows, contribute new commands, and build their own automations.We believe AI-powered developer tooling should remain transparent, inspectable, and developer-controlled.This Is Just the BeginningSemaphore for AI Agents is the foundation for a broader direction we’re building toward at Semaphore:* Developers define intent* Agents handle repetitive execution* Semaphore provides the infrastructure and orchestration layerOver the coming weeks, we’ll continue shipping new workflows, MCP capabilities, testing automation, and scalable agent execution features.Watch the DemoWe recorded a full walkthrough showing:* CI/CD debugging workflows* MCP integrations* Claude Code usage* Organization-wide insights* Remote execution on Semaphore infrastructure→ [Read the full blog post]Thanks for following along.Till the next product update.Pete Miloravachttps://semaphore.io This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Introducing .NET Support on Semaphore 07.04.2026 1min

  Modern development teams don’t all build on the same stack and they should not have to.Today, we are expanding Semaphore’s capabilities to better support teams building on the Microsoft ecosystem, with first class support for the .NET framework and Microsoft Edge in CI pipelines.This marks an important step toward making Semaphore a truly flexible platform for all developers, regardless of their technology choices.Supporting More Developers, Where They WorkUntil now, Semaphore has primarily focused on Linux native tooling and ecosystems. With this update, we are extending that foundation to support developers working with the Microsoft stack.This includes:* .NET SDK support for building and compiling applications in CI* Microsoft Edge browser support for running end to end and UI tests* Full compatibility within Semaphore pipelines running on LinuxBy enabling these tools, teams can now build, test, and validate .NET applications directly within Semaphore, without workarounds or custom environments.Built on a Familiar, Reliable FoundationThis new support is already available in production, as part of our latest updates (see the changelog), and works on our latest Ubuntu 24.04 image.You can learn more about the environment here.By leveraging Linux compatible tooling for the Microsoft ecosystem, we are making it possible to run .NET workloads in the same scalable, reliable CI/CD environment teams already use for other stacks.This approach keeps things simple:* No need to manage separate CI systems* No need to maintain custom infrastructure* No disruption to existing workflowsJust a consistent, unified pipeline experience.Why This MattersAs development ecosystems continue to evolve, teams are increasingly working across multiple stacks and technologies.Supporting .NET is not just about adding another SDK. It is about expanding what developers can do within a single CI/CD platform.This aligns directly with our broader vision:* Reduce friction in software delivery* Automate the repetitive work behind building and testing* Let developers focus on what actually mattersAs outlined in our 2026 product strategy, our goal is to remove unnecessary toil and make the right thing the easy thing inside CI/CD .Bringing .NET into Semaphore is one more step toward that goal.What’s NextWe have also prepared a simple demo project showcasing how to build and test a .NET application on Semaphore. You can access it here.Alongside that, documentation updates and image changes are already available, and we will continue improving the experience based on feedback.This is just the beginning.As we continue expanding language and ecosystem support, our focus remains the same. Helping developers ship high quality software faster, with less manual effort.Happy building!Pete Miloravac Semaphorehttps://semaphore.io This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• OAuth for MCP Servers — Lessons from Building for AI Agents 19.03.2026 15min

  As AI agents become part of everyday development workflows, authentication is becoming a critical piece of the puzzle.In our latest product update, we’re sharing a behind-the-scenes look at how we implemented OAuth for Semaphore’s MCP server—and what we learned along the way.You’ll get a practical perspective on:* Why OAuth is essential for MCP and AI agents* The challenges of working with evolving specs and inconsistent agent behavior* What actually works in real-world implementations* Key lessons for building secure, reliable integrationsThis isn’t theory—it’s a real engineering deep dive from our team.👉 Read the full blog post👉 Watch the full videoThis work is part of a broader shift at Semaphore, where we’re extending CICD with AI-powered workflows—while keeping developers in control and reducing manual work.If you’re building with MCP or exploring agent-driven workflows, this one’s worth your time.— Pete MiloravacThe Semaphore Teamhttps://semaphore.io This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Semaphore’s New Pricing Model: Built for the AI Era of CICD 16.03.2026 3min

  Today we’re introducing an important change to how Semaphore pricing works. CICD is no longer something that runs occasionally during development. For many teams, it’s now always-on infrastructure that powers software delivery.To support this shift, we’re introducing a new Semaphore pricing model designed to keep CICD fast, scalable, and affordable as usage grows.What’s changingThe new model separates compute infrastructure from support and success services, giving teams more transparency and flexibility in how they use Semaphore.Key updates include:Lower machine pricingSemaphore’s fastest runners are now available at significantly reduced prices, starting at $0.0075 per minute.Our new f1 machines replace the previous e1 and e2 runners, focusing the platform on high-performance compute optimized for CICD workloads.Usage-based pricing for self-hosted agentsSelf-hosted agents are no longer billed per developer seat.Instead, usage is priced purely based on compute time at $0.0025 per minute.Support and success plans are now separateInfrastructure pricing now reflects compute consumption only.Teams can choose optional Support and Success plans depending on their operational needs and level of optimization guidance.A modular approach to CICDTeams can now combine:* Compute infrastructure* Support plans for operational reliability* Success plans for performance optimization* On-demand engineering assistanceThis modular model makes it easier to scale Semaphore alongside your CICD usage.For existing customersNothing changes immediately.You can continue using your current plan as-is, and when you’re ready, you’ll be able to switch to the new pricing structure directly in the app.Learn moreYou can explore the full pricing details here:👉 Pricing page👉 Try out SemaphoreIf you have any questions, drop us an email at support@semaphore.ioThe Semaphore Team This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• OAuth Authentication for the Semaphore MCP Server 06.03.2026 2min

  We’re preparing a new update for the Semaphore MCP server that will make it easier for developers to connect AI agents and developer tools.The focus of this update is authentication.Today, connecting an agent to the MCP server typically requires using a long-lived API token. While this works well, it also means developers need to generate credentials, store them in configuration files, and manage them manually.In our next release, coming next week, we’re introducing OAuth authentication support for the MCP server.This will make connecting agents and developer tools significantly simpler.Instead of generating and storing API tokens, developers will be able to authenticate through a familiar OAuth flow. When configuring an agent, a browser window opens, you log in, and approve access to the MCP server. Once approved, the connection is established automatically.This approach removes the need to manage long-lived credentials and makes integrations easier to set up.It also improves compatibility with modern agentic development tools. Some tools have limitations when working with static API tokens, and OAuth removes those barriers.Read more on our blog.Pete MiloravacThe Semaphore Teamhttps://semaphore.io This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• AI-Driven Onboarding and Workflow Automation in Semaphore 02.03.2026 2min

  🚀 We’re introducing AI-driven onboarding and workflow automation in Semaphore. Our new assistive agent helps teams generate pipeline configurations, understand failed jobs, re-run workflows, and refine CI/CD setups using natural language — all while keeping developers fully in control. This is the beginning of Agent-Driven Semaphore: CI/CD at the core, AI handling the repetitive work. Watch to see what’s coming next.Give Semaphore a spin:https://semaphore.io/ This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Extending CI/CD and What’s Next for Semaphore 19.02.2026 3min

  Over the past few weeks, we’ve been refining our roadmap for 2026 and focusing on where Semaphore can deliver the most value.Our direction is clear: extend CI/CD beyond execution — and help developers ship software faster.Here’s what’s coming next. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Malcolm Matalka on GitOps, Terraform Tooling, and Building Invisible Developer Tools 11.02.2026 37min

  In this episode of Semaphore Uncut, Malcolm Matalka (Terrateam) discusses GitOps, Terraform tooling, OpenTofu workflows, and building developer tools that stay invisible. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Jamie Dobson on Generative AI, Developer Productivity, and System Stability 28.01.2026 33min

  In this episode of Semaphore Uncut, Jamie Dobson, co-founder and former CEO of Container Solutions, shares a thoughtful perspective on generative AI, developer productivity, and system stability.The conversation explores why recent research shows engineers feeling happier and more productive with AI tools—while system reliability quietly declines. Jamie explains how AI-generated code can appear correct while introducing subtle long-term risk, and why speed without deep understanding can be dangerous for growing systems.They also discuss why looking back at the history of computing—from time-sharing to early neural networks—helps demystify today’s AI hype. The episode closes with a reflection on the stories we tell about technology, how humans and machines can work together, and what engineering leaders should be paying attention to next.👉 Read the full blog post for the complete conversation — and happy listening! This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Sebastian Gierlinger on Scaling Remote Engineering at Storyblok 14.01.2026 31min

  In this episode of Semaphore Uncut, Sebastian Gierlinger, VP of Engineering at Storyblok, shares what it really takes to scale a fully remote engineering organization—from early startup days to a 250-person company.The conversation explores how Storyblok scaled engineering across multiple time zones without losing alignment or delivery speed. Sebastian explains why Scrum stopped working as the team grew, what changed after adopting Shape Up, and how specialization—if left unchecked—can quietly turn into a bottleneck for growing teams.They also discuss what remote-first organizations need to get right as they scale, from decision-making and trust to execution at speed. The episode closes with a candid look at how AI is already changing day-to-day engineering work—and why scaling engineering is ultimately less about hiring faster and more about designing better systems.👉 Read the full blog post for the complete conversation — and happy listening! This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Keren Fanan and Hadar Geva on Reinventing Frontend with MyOp 17.12.2025 24min

  In this episode of Semaphore Uncut, Keren Fanan (CEO & Co-founder) and Hadar Geva (CTO & Co-founder) of MyOp share how years of building and scaling frontend systems led them to rethink how UI should be built, shipped, and managed in production.This conversation covers:* How frontend systems break down over time due to framework churn and legacy code* Why treating UI components as runtime contracts changes how teams ship and experiment* How MyOp enables safe UI rollouts and gradual frontend modernization without redeployments* Where this approach goes beyond traditional micro-frontend architectures* How AI-generated UI is accelerating the need for more flexible frontend systems* What MyOp’s open, framework-agnostic model looks like in practiceA clear, practical look at how frontend architecture is evolving—and what it means for teams building long-lived products.👉 Read the full blog post for the complete conversation — and happy listening! This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Technical Tips: Build Your First MCP Server in 5 Minutes 02.12.2025 6min

  AI agents can reason, but they don’t actually understand your systems. MCP servers fix that by giving your copilots and assistants structured access to your tools, APIs, and CI/CD data. And the best part is that building one is much simpler than most people expect.In the latest episode of Technical Tips, Tommy walks through how to create a functional MCP server in just a few minutes. He connects it to Semaphore’s API, pulls real project data, and shows how to expose those insights to tools like OpenAI Codex. It’s a straightforward, hands-on demo that finally makes MCP feel practical instead of theoretical.If you’ve been curious about MCP or you’re trying to make your AI tools genuinely useful in day-to-day engineering work, this is the perfect place to start. You’ll see how an MCP server communicates with AI clients, how to wrap a real API into it, how to test everything using the MCP Inspector, and how easily you can turn your CI/CD workflows into a conversational experience.By the end, you’ll understand how surprisingly little code it takes to give your AI agents real operational awareness.Access the full guide on our blog. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Jonathan Reimer on Open Source, Startups, and AI 19.11.2025 25min

  In this episode of Semaphore Uncut, Jonathan Reimer—founder of Crowd.dev and now VP of Outbound Products at the Linux Foundation—breaks down what he’s learned from years inside the open source startup ecosystem.This conversation covers:* How Crowd.dev grew into a core insights platform for OSS communities and was later acquired by the Linux Foundation* The three types of open source companies Jonathan identified after speaking with 400–500 founders* Why GitHub stars are vanity metrics—and which signal actually reflects real adoption* When open source provides a real go-to-market edge, and when it doesn’t* How AI is already influencing OSS development, from automated bug fixes to running LLMs locally* Why open source models may ultimately dominate the model layer as costs fallA sharp, fast overview of the forces shaping developer tools, open source ecosystems, and AI infrastructure today.👉 Read the full blog post for the complete conversation — and happy listening! This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Technical Tips: Multiply Your Tests, Not Your Work 05.11.2025 2min

  In this episode of Technical Tips, Tommy shows you how to run tests across multiple environments without duplicating your CI/CD setup or writing repetitive jobs.He explains how job matrices in Semaphore help you expand test coverage, catch regressions early, and keep your pipelines organized and efficient.You can also check out the blog post Job Matrix: Feature Showcase for a detailed walkthrough with examples in both the Workflow Editor and YAML.Happy building,The Semaphore Team This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Brian Douglas: AI Tooling, Open Source, and the Future of Developer Workflows 21.10.2025 25min

  In this episode, Darko welcomes Brian Douglas, Head of Developer Experience at Continue and longtime open source advocate. They talk about the rise of the AI engineer, how AI agents are reshaping developer workflows, and what’s next for open source infrastructure. Enjoy the episode!Read the blog post: https://semaphore.io/blog/brian-douglasLike this episode? Be sure to leave a ⭐️⭐️⭐️⭐️⭐️ review on the podcast player of your choice and share it with your friends.🎙️ This podcast is powered by Semaphore! 🚀Show Semaphore Some Love ❤️⭐ Star us on GitHub: https://github.com/semaphoreio/semaphore🚀 Join us on discord: https://discord.com/invite/FBuUrV24NH⬆️ Upvote on Product Hunt: https://www.producthunt.com/products/semaphore-open-source-ci-cdLet’s make open-source CI/CD even better—together! ✨ This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Technical Tips: Pipelines Explained | 3 Principles of CI/CD 07.10.2025 5min

  In this episode of Technical Tips, Tommy walks you through three core principles of automation and CI/CD. These are the foundations that help teams deploy faster, avoid stress, and keep pipelines running smoothly.Learn more: https://semaphore.io/blog/pipelines-explained-principles-ci-cdLike this episode? Be sure to leave a ⭐️⭐️⭐️⭐️⭐️ review on the podcast player of your choice and share it with your friends.🎙️ This podcast is powered by Semaphore! 🚀Show Semaphore Some Love ❤️⭐ Star us on GitHub: https://github.com/semaphoreio/semaphore🚀 Join us on discord: https://discord.com/invite/FBuUrV24NH⬆️ Upvote on Product Hunt: https://www.producthunt.com/products/semaphore-open-source-ci-cdLet’s make open-source CI/CD even better—together! ✨ This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Sarah Novotny on Open Source, AI Governance, and Building Trust in Tech 23.09.2025 26min

  In this episode, Darko welcomes Sarah Novotny, a technology leader with 25+ years of experience. From shaping Kubernetes governance at Google to her current work on AI security with the Coalition for Secure AI, Sarah brings deep insight into how open source and governance shape the future of tech.Like this episode? Be sure to leave a ⭐️⭐️⭐️⭐️⭐️ review on the podcast player of your choice and share it with your friends.🎙️ This podcast is powered by Semaphore! 🚀Show Semaphore Some Love ❤️⭐ Star us on GitHub: https://github.com/semaphoreio/semaphore🚀 Join us on discord: https://discord.com/invite/FBuUrV24NH⬆️ Upvote on Product Hunt: https://www.producthunt.com/products/semaphore-open-source-ci-cdLet’s make open-source CI/CD even better—together! ✨ This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com
• Technical Tips: Open Source ChatGPT Explained 09.09.2025 8min

  In this episode of Technical Tips, we break down GPT-OSS — OpenAI’s open-source LLMs you can run anywhere. From local setup to cloud hosting, fine-tuning, and performance tips — here’s everything you need to get started with GPT-OSS.Like this episode? Be sure to leave a ⭐️⭐️⭐️⭐️⭐️ review on the podcast player of your choice and share it with your friends.🎙️ This podcast is powered by Semaphore! 🚀Show Semaphore Some Love ❤️⭐ Star us on GitHub: https://github.com/semaphoreio/semaphore🚀 Join us on discord: https://discord.com/invite/FBuUrV24NH⬆️ Upvote on Product Hunt: https://www.producthunt.com/products/semaphore-open-source-ci-cdLet’s make open-source CI/CD even better—together! ✨ This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit semaphoreio.substack.com