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| 🔗 Stories, Tutorials & Articles |
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| Year in Review: Lessons From 12 Projects Patreon Shipped in 2025 |
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Engineers at Patreon expanded Autopilot's suite of growth tools to cover the full membership funnel and tripled redemption rates through targeted algorithm and channel experiments, addressing challenges with ensuring email offer delivery consistency in a distributed worker system by transitioning to per-recipient processing and minimizing failure windows.
Additionally, Patreon engineers implemented gifting for existing members by refactoring the Patreon ecosystem to support fans holding both paid memberships and gifted ones, showcasing the importance of building platform features as LEGO bricks for future scalability and flexibility. |
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| The Rise of GPUOps: Where Infrastructure Meets Thermodynamics |
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GPU demand for AI has shot up 600% since 2020. It’s outpaced the cloud abstractions devs rely on - highlighting a growing gap between slick DevOps dashboards and the gritty realities of heat, cost, and silicon.
Enter GPUOps. It's not just a trend - it’s a new layer in the stack. Think observability with heat maps. Scheduling that knows when to cool it (literally). Uptime that factors in GPU burn, not just server load. |
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| Monitoring & Observability: Using Logs, Metrics, Traces, and Alerts to Understand System Failures |
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| Railway just leveled up its observability game. Now logs, metrics, and alerts all live in one tidy dashboard - clean and connected. Structured logs flow straight from stdout/stderr. Metrics pulse in real time. Alerts plug into monitors or deployment webhooks so teams catch fires before they rage. |
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| Making a micro Linux distro ✅ |
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| A dev dives into building a barebones Linux distro for RISC-V using QEMU. Starts at the metal: compiles the kernel, wires up a no-frills init process, packs it all into an initramfs. Then levels up, drops in u-root to swap out raw shell scripts for Go-powered userland tools. Adds network. Now it’s a full user-mode party on top of pure kernel machinery. |
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| What I Really Mean When I Say “Good Communication” in Incident Response |
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In the world of incidents, communication is key. Tailor messages for different audiences: be clear for business stakeholders, factual for IT management, and detailed for fellow responders.
Don't let vagueness derail incident response - keep stakeholders informed with precise updates and clear expectations. Practicing incident drills helps build crucial communication skills for effective responses. |
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