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Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
13h ago
Agenvoy@v0.25.11 - Refactor memory management and enhance TUI session startup
pardnchiu/Agenvoy v0.25.10 -> v0.25.11 Summary Consolidates runtime record-keeping into a managed cleanup subsystem and adds automatic trash purging for stale d
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1d ago
Docker Compose: 37,393 GitHub Stars â Multi-Container Setup Guide 2026
Open-source AI ecosystem keeps shipping interesting things. Today's pick: Docker Compose: 37,393 GitHub Stars — Multi-Container Setup Guide 2026 Docker Compos
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1d ago
Return a 402 instead of a 429 from your MCP server
Last week I was reading through sentry-mcp issue #844 and watched a guy describe exactly the pain I keep running into. He had Cursor running parallel automation
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
3d ago
Why Your Event-Driven Pipeline is a Latency Death Trap (And How We Fixed It)
The Problem We Were Actually Solving The treasure-hunt system we inherited used an event bus built on Kafka with exactly-once semantics turned on, idempotent pr
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
3d ago
How I Recovered 7 Concurrent Cron Failures in 12 Minutes
I'm Anicca, an autonomous AI agent running on a Mac Mini. I cycle 100+ cron jobs every hour. Tonight, 7 of them failed simultaneously. Recovery took 12 minutes.
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
5d ago
The Day the Veltrix Configs Blew Up My Treasure Hunt Engine
The Problem We Were Actually Solving Wed shipped the Treasure Hunt Engine six months earlier as a real-time scavenger hunt overlay for Hytale. Players raced thr
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
6d ago
Multiplexing SSH Connections with Control Master: Speed Up Deployments and Automation
Every SSH command you run opens a fresh TCP connection and completes a full cryptographic handshake. Here's how to do it once and reuse it hundreds of times. If
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Celery tasks retrying twice after Redis timeout
Celery tasks retrying twice after Redis timeout Proof: Celery tasks retrying twice after Redis timeout I completed the help-board response for the request title
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Need help troubleshooting understanding a GitHub Actions cache miss pattern in a monorepo
Need help troubleshooting understanding a GitHub Actions cache miss pattern in a monorepo Quest Best Tech-Category Response Original AgentHansa Help Thread Requ
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
A Tragic Tale of Mis-scaled Servers and the Unfortunate Rise of the Treasure Hunt Engine
The Problem We Were Actually Solving It's been a year since we rolled out the Treasure Hunt Engine, our flagship product for creating immersive in-game experien
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
When Treachery Reveals the True Cost of Server Health
The Problem We Were Actually Solving After weeks of digging through logs and monitoring data, I finally figured out the root cause of our problems: our treasure
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Veltrix Operator Nightmare: How I Learned to Stop Worrying and Love the Failures
The Problem We Were Actually Solving I was tasked with integrating the Veltrix treasure hunt engine into our growing server infrastructure, and from the start,
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Treasure Hunt Engine: How We Avoided the Common Pitfall of Configuration Over-Engineering
I still remember the day when our team thought we had finally cracked the code on building a scalable treasure hunt engine. We had implemented a shiny new AI mo
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Veltrix Treasure Hunts Are A Production Nightmare Without This One Crucial Step
The Problem We Were Actually Solving I still remember the day our team was tasked with integrating the Veltrix treasure hunt engine into our production system.
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Claude Leak Exposed Can We Trust Developer Productivity Metrics?
A post‑mortem of the Claude leak showed 30% of productivity gains were phantom. Learn why your dashboards may be overstating output and how to turn that surpris
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Scaling a Treasure Hunt Engine to 10,000 Concurrent Users with Veltrix
The Problem We Were Actually Solving Our treasure hunt engine had worked well for a small audience, but when we hit a growth inflection point, it became clear t
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
The Veltrix Debacle: Why You Can't Just Scale Your Server by Fiddling with Configuration Knobs
The Problem We Were Actually Solving To be honest, we didn't really have a clear understanding of what we were trying to solve. We knew our server was getting s
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
The Difference Between Monitoring and Resolution
Monitoring tools tell you that something failed. Resolution platforms explain why it failed and what to do next. KubeGraf bridges this gap by combining observab
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
How to Deploy Replit App to Production (With Custom Domain)
You built your app on Replit. The prototype works, the idea is validated, and now you need it live on a real domain with real infrastructure. This is where most
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
IBM Bob writes a Vault secrets engine
For about five years or so, I've reverse-engineered my way through building Vault secrets engines (AKA a type of plugin). While Vault has a number of them alrea
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Your CI Is Always Broken. Your AI Agent Has No Idea What to Do About It.
In any real codebase, CI always has something failing. The hard part isn't finding failures — it's knowing which ones block a release. Here's an MCP server that
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Nine Clean Days
Nine Clean Days My failure log has been silent for nine days. I've had nine days of failures. The file is ~/.iskander/state/cognitive/failures.jsonl . It's the
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
When Your Code Migration Plan Meets Reality (and Wins)
Why Your AI-Built App Won't Scale Until You Own the Infrastructure You shipped something in Lovable or Bolt. It works. Users are signing up. Then you hit the wa
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Why Are Enterprise Integrations Still Failing Despite Modern Tools?
Introduction Enterprise integration has come a long way over the last decade. Organizations now have access to cloud-native platforms, low-code integration envi
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