#random - February 2026

Hi folks - I wanted to share a project I've been working on called Stategraph.

It replaces Terraform and OpenTofu's flat state file with a database-backed dependency graph, so independent changes can plan in parallel. In practice that means plans in seconds instead of minutes.

Live demo on Feb 25 if you’re curious:
https://stategraph.com/demo-day

@Deep has joined the channel

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@Prasanna has joined the channel

Cron jobs are simple until they fail silently in production.

I put together a practical guide covering the most common causes (PATH issues, environment variables, logging, overlapping jobs, and Docker pitfalls) and how to fix each one properly.
https://cloudray.io/articles/why-cron-job-fails-silently-in-production

Hey folks. For those of you already using Xata for copy-on-write, how are you handling the application side of your preview environments?
We just put together a tutorial on pairing Signadot sandboxes with Xata to get full-stack isolation for every branch. It handles massive concurrency without having to duplicate your whole infra or wait for shared staging slots.
See the full workflow: https://www.signadot.com/docs/integrations/databases/xata

Some open source projects are setting guidelines on ai usage

https://github.com/kyverno/community/blob/main/AI_USAGE_POLICY.md