up until recently, there was a very real tradeoff between delivery velocity and stability
shipping fast meant monitoring new deployments really closely
fast forward to 2026, and we have a new environment “stack” that developers and agents move with, not around
Full-stack ephemeral environments on every pull request.
Co-hosting @readkubelist | Spreading the gospel: ephemeralenvironments.io
- now you can schedule your #ClaudeCode tasks to repeat on a loop devs are finding this super valuable for PR babysitting: tell Claude to watch your PRs, react to build logs, and resolve any issues brought up in the comments
- Claude tokens == NLP tokens these are the smallest units of text that LLMs use to process input/generate output (1 token = 1 word, 1 subword, or 1 letter, depending on your model)
- there isn’t exactly a wrong choice for a container registry, but how to eval which is right for you? - use the CR bundled with your cloud/git ecosystem - OSS vs. proprietary: both $$ in different ways - artifact support (OCI, helm, AI model) - vuln scanning/IAM
- engineering teams are improving their #ClaudeCode workflows every day. but CC should test its own work a feature might take ~10 tweaks to get right, most obvious after running simple smoke/UI tests give agents access to real infra: they can self-verify shipyard.build/blog/coding-ag…

