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hackernewsCI

CircleCI Chunk sidecars validate agent code in microVMs before CI

At a glance

CircleCI's Chunk sidecars run scoped microbuilds in Firecracker/E2B microVMs that mirror CI, hooking agent stop/eval events so Claude Code, Codex, or Cursor changes are validated before commit—~27s microbuilds and 3–5× lower token burn on retries in their tests. This workflow is listed under CI, Agent-Tooling, Claude-Code, Cursor, Codex.

Agents / tools
Chunk, Claude Code, Codex, Cursor, CircleCI

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Prompt excerpt

Install Chunk and run chunk init in this repo so the sidecar detects our stack and test commands. On each agent stop, run the scoped microbuild that mirrors CI before I commit or push. Fail the session if unit tests or lint in the changed slice fail.
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hackernewsClaude-Code

Kelos runs Claude Code and Codex in K8s pods that retry when CI fails

Kelos orchestrates Claude Code, Codex, Gemini, or OpenCode in ephemeral Kubernetes pods as CRDs—watching bug issues, drafting fix PRs, self-reviewing, and retrying when CI fails—while the author still does final review and merge.

KelosClaude CodeCodex+1
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