0
Applied AI·July 31, 2026·1 min read

Show HN: How to build and self-host a code review agent

Share

A self-hosted code review agent built on a harness SDK like Tilde shows how quickly agentic tooling is moving from SaaS products to primitives you can wire into your own CI. Engineering leaders should pilot these agents on non-critical repos now to map where they reduce review load versus where they create new failure modes.

Applied AI

Sources: OpenAI demoed a new "Astra" AI model family to US policymakers and regulators this week, touting its improved abilities to complete long-running tasks

If Astra is being framed around long-running tasks to policymakers first, OpenAI is trying to normalize agentic, persistent workflows as a regulated category, not just a product feature. For operators, assume the bar for "safe enough to run unattended for hours" is about to get both higher and more formally defined.