Hi HN! My name is Olaf, I work at CircleCI as a technology advisor in the CTO office, came in through the acquisition of my company Vamp.io (progressive delivery for microservices on k8s) in 2021. Wanted to hear the HN community feedback and thoughts on a project we think could be very interesting when adding AI coding agents to the SDLC and your CI pipelines.

Our team at CircleCI built Chunk sidecars after repeatedly running into the same issue internally: by the time our CI catches a failure, the agent has already moved on and most of the useful context is gone.

The basic idea of Chunk sidecars is to move fast lightweight validation into the inner development loop.

Chunk sidecars runs scoped “microbuilds” inside a lightweight microVM that mirrors your CI environment. It tries to auto-detect your stack and test commands, syncs changes from the agent session, and runs validations before commit/push.

A few implementation details that might be interesting:

validation hooks trigger automatically during agent stop/evaluation events warm snapshots keep startup times low validations run against environments matching the CI stack instead of local machine state microbuilds only run the relevant slice instead of the entire pipeline

In our own experiments we measured:

~27 second average microbuild compute ~5 minutes total billable compute for equivalent full CI runs 3x–5x lower token usage in retry loops

The compute comparison is billable compute vs billable compute, not wall clock time. Full CI pipelines were parallelized.

The 27s is with warm snapshots — first-time setup takes about 15 minutes. We tested this on our own pipeline, not a large corpus. Larger repos with heavier deps will vary.

Under the hood it's currently Firecracker microVMs, running on E2B infrastructure. Current spec: 4 CPU, 8GB RAM (comparable to a Docker large). Things can change in the future depending on feedback and learnings.

Short demo video (YT) here: https://circle.ci/4dq9fph Blog post: https://circleci.com/blog/chunk-sidecars/ Chunk CLI GitHub repo: https://github.com/CircleCI-Public/chunk-cli

This works with any CircleCI account (including the free one), and integrates with Claude Code, Codex, Cursor, or your own agents. The project is open source and also has features that work without CircleCI connected. Simply install the Chunk CLI and run "chunk init" and the sidecar auto-detects your stack and test commands.

Would love all feedback, especially from people already experimenting with agentic workflows. We're especially curious whether others are seeing the same CI failure rate pattern and "widening gap" between inner and outer dev/SDLC loop with agent-generated code?

A Chinese Peasant's Italian Roots (2001)