Re:Show HN: Codaholiq, AI automations for GitHub repositories
by NeuroFunky on Sunday March 08, 2026 @04:28AM
(#47295611)
For self-hosted vs hosted, I tried to make it easy to set up, but I'm wondering about teams that don’t want to deal with infrastructure setup and maintenance. By the way, you're totally right about privacy with the hosted version.
About the model not being confident about a recommendation: for now, there is no real mechanism to handle this, but automations can be set up with human-in-the-loop approval. That’s also something that can be addressed with prompting, but yes, I probably need to think about a smarter way to handle it
The architectural gap I'd think about next: what happens when the model isn't confident about a recommendation? Right now it looks like the automation posts results automatically. Most tools treat this as binary — auto-post or require a human click. But there's a useful middle ground where the agent can say "I'm confident on A-C, but flagging D for human review" before posting anything.
Handling that gracefully without bolting on a separate notification system (Slack webhook, email, etc.) is the hard part. Curious how you're thinking about confidence thresholds and escalation paths.