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⚡ AI Lessons

Dev.to · opscanopy
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Why Your GitHub Actions Workflow Didn't Trigger: branches, tags & paths Filters Explained
You pushed a commit, opened the Actions tab, and there's nothing there. No red X, no yellow dot — the...

Dev.to · opscanopy
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
One CVE, four ignore files: unifying Trivy, Grype, Snyk and osv-scanner
You triaged the CVE. A scanner flagged CVE-2023-45853 in zlib, you read the advisory, confirmed the...

Dev.to · opscanopy
🔐 Cybersecurity
⚡ AI Lesson
3w ago
One CVE, four ignore files: unifying Trivy, Grype, Snyk and osv-scanner
You triaged the CVE. A scanner flagged CVE-2023-45853 in zlib, you read the advisory, confirmed the...

Dev.to · opscanopy
3w ago
Writing robust regular expressions for log lines
A regular expression that parses a log line in your editor and a regular expression that survives a...

Dev.to · opscanopy
3w ago
How to read a PromQL query
PromQL looks dense the first time you meet it. A line like histogram_quantile(0.99, sum by (le,...

Dev.to · opscanopy
📐 ML Fundamentals
⚡ AI Lesson
3w ago
LogQL vs PromQL: the same query in both languages
If you’ve written Prometheus queries, Grafana Loki’s LogQL looks reassuringly familiar — rate(...),...

Dev.to · opscanopy
3w ago
The GitHub Actions security mistakes linters miss
A YAML linter will tell you when your workflow won’t parse. It won’t tell you when your workflow...

Dev.to · opscanopy
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
Stop shipping a stale .env.example
A .env.example is the one file in your repo that nobody runs, nobody tests, and everybody trusts....

Dev.to · opscanopy
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
Migrating from cron to systemd timers
Cron has run the world’s scheduled jobs for forty years, and on most servers it still works fine. But...

Dev.to · opscanopy
3w ago
Reading cron expressions
Almost everyone who runs a backend has stared at a line like */15 9-17 * * 1-5 and half-remembered...
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