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⚡ AI Lessons
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1d ago
My Comment-Reply Queue Draft One Reply to a Thread and It Went Deaf to Every Follow-Up After That
I have a small script, reply_comments.py , that keeps me from having to re-scan every DEV.to article for new comments by hand. It has two commands: pending (una
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1d ago
Add Human Approval to a Cron Job
Add human approval to a cron job so the schedule fires but the side effect waits for your go-ahead — with a working Python example and expiry window guidance. W
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2d ago
4.4% of MCP servers changed their tool contract in 36 hours
Two days ago I catalogued the tool surface of the public MCP registry: a random sample of 500 live servers, 477 inventories captured, every tool's inputSchema h
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2d ago
A Practical MCP Server Health Check: 6 Signals Before You Install
An MCP server can give an AI assistant access to a filesystem, browser, database, API, or internal service. That makes installation less like adding a bookmark
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
4d ago
I checked every MCP server in the official registry. About 1 in 10 is broken.
There is a number going around that roughly half of all remote MCP servers are dead. I had repeated it myself, in the README of a tool I published. I could not
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
4d ago
BrassCoders vs CodeRabbit: Different Jobs
The comparison that keeps coming up is "BrassCoders or CodeRabbit?" The framing is understandable but misses the real question: these tools don't occupy the sam
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
5d ago
MCP Final Spec Shipped. Now It Needs SRE Governance
<img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazon
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Fixing Alert on Host Resource Pressure in Hermes-Memory-Installer
The latest update to hermes-memory-installer addresses a critical gap in operational monitoring: the alert mechanism for host resource pressure was failing to t
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Build a CLI Provider Health Probe With a Local Task Journal
A tiny coding CLI has an awkward failure mode: the prompt leaves the terminal, the spinner stops, and nobody knows whether the task ran. Retrying feels producti
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
hermes-memory-installer: Avoiding Stale Commit Hashes in Consistency Notes
A recent commit in the hermes-memory-installer project updated a consistency note in the documentation to remove a direct commit hash reference. The message: do
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
🚀 MyZubster is Live! From Zero to Production on a VPS
🚀 MyZubster is Live! From Zero to Production on a VPS After hours of development and debugging, MyZubster is now live and accessible on a production VPS! 📌 Wh
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
MCP Ecosystem Week 30: When Your Developers' AI Tools Connect to Everything—What's in Your Allowlist?
Originally published at curatedmcp.com/blog/week-2026-30 MCP Ecosystem Week 30: When Your Developers' AI Tools Connect to Everything—What's in Your Allowlist? T
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
I Self-Hosted SigNoz the Week Its docker-compose Died — Here's the Map...
I sat down on a Saturday to self-host SigNoz and hit this in the repo's deploy/ folder: Note: The install.sh script and the docker-compose manifests have been d
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
95 Seconds to Root Cause: Claude Code Meets the SigNoz MCP
Connecting the SigNoz MCP server to Claude Code, a real latency hunt, and the traps that make the AI confidently wrong. A service in my stack got slow: p99 late
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Your monitoring cannot tell broken from off. Mine could not either.
Your monitoring cannot tell broken from off. Mine could not either. I run 33 processes. Agents, bridges, workers, a payment layer. Last week I opened my own sys
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
MCP Observatory: Scan, Test, and Secure MCP Servers Before Agents Depend on Them
MCP servers are becoming production dependencies. If an agent depends on a server, that server needs the same basic safety net as any other production integrati
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
Structured Logging in ColdFusion 2025: Log4j, Log Aggregation, and Centralized Monitoring
ColdFusion writes its logs through Apache Log4j2 under the hood, and in 2025 the right logging strategy is to move from plain-text log lines to structured JSON
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
agents-cli
Technical Analysis: Agents-CLI Overview Agents-CLI is a command-line interface (CLI) tool designed to manage and interact with various services, applications, a
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
Claude Code for Runbook Automation: How I Turned My Dusty Wiki Pages Into Steps That Actually Run
Every team I have worked on has a folder full of runbooks that nobody trusts. The runbooks were written during or right after an incident, by someone who was ti
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
How I Manage My VPS With Pi’s SSH Extension
Let me be honest about my Linux level first, because this whole article depends on it. I live in my IDE. These days, an agentic desktop. I write prompts, I revi
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
How I built my own Railway at just just $2/mo with 4 CPU cores and 7.7 GB of RAM; INSANE!
I spend more time than I probably should watching VPS offers on LET. Most deals are easy to ignore. Either the specifications are too weak, the useful locations
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Web3 Sees Price Gains Amid Critical Argo CD Security Flaws Impacting Infrastructure
🔗 Live Dashboard: autonomous-portfolio-2026.live 📢 Telegram: t.me/AII2026futher Today's Headlines Major crypto assets including BTC ($60,065), ETH ($1,610), a
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
hermes-memory-installer: System Metrics, Auto-Archive, Token Rotation, Dead-Letter Replay, and Prof
The latest update to hermes-memory-installer introduces a focused set of features that directly address production-level concerns: observability, storage manage
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Codex CLI Eating Your SSD? Here's How to Check and Fix It (2026)
<img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazon
DeepCamp AI