Skip to content

Calibrating Jev as a Code Reviewer

The Hacker News thread for Selmar's calibration notes on Jev comment rules, batching traps, and ordering.py comparisons.

Format
Post
Published by
Community
Author
Lectem
Last verified
Oct 2026

Highlights

  • 2 points on launch. Story URL points at github.com/Selmar/typesafe-jev-calibrate-for-code-review.
  • README argues thresholds do not transfer when unrelated comments share a batch without file context.

Watch out

Small thread. Measurements are from one Unity game repo.

Questions about this entry

Short answers drawn from the linked project or page.

Reactions & coverage

Posts, threads, and videos about this entry from around the web.

Hacker News: Thread on Selmar's Jev code-review calibration notes and ordering.py comparisons.

Lectem2 pointsCalibrating Jev as a Code ReviewerRead the thread on Hacker News

Hacker News: Jev classifies agent PR hunks as P0, P1, or P2 so reviewers see P0 first.

namanbhulawat47 pointsJev Based Code ReviewRead the thread on Hacker News

X: Magic Jev Ball for code review

X: jev-review: a local-first score loop for coding agents

Related terms

Glossary definitions related to this entry.

More Jev resources like this

958GitHub stars
An independent, community-maintained catalog of open-source projects built with Jev, citing public evidence behind each entry it lists.
Jev Guides & Articles#community#typescript#awesome-list
A calibration write-up and scripts for Jev comment and code rules on a Unity project, with ordering.py to compare rule versions on real blocks.
Jev Benchmarks & Evaluations#community#evaluation#code-review
The r/LocalLLaMA thread arguing that Jev's constrained probabilities are ordinary zero-shot classification, and that the comparison should be other classifiers.
Jev Guides & ArticlesPost#community#open-models#evaluation
Community
A searchable companion site to the heyjunpenn awesome-jev list: 962 GitHub projects with stars, languages, and one-line Jev decision summaries per repo.
Jev Guides & Articles#community#awesome-list#evaluation
Community
The Hacker News thread for frodi-karlsson/onesie, covering stdin questions, shell-safety gates, and calibration over labelled commands.
Jev Guides & ArticlesPost#community#integration#evaluation
Community
The Hacker News thread for enigma-jev, a software Bombe plus live Enigma demo where Jev picks cribs and judges German plaintext.
Jev Guides & ArticlesPost#community#evaluation#games
Community

From the Jev guides

Original write-ups on what this entry is for.

The typed-answer shape removes a category of data risk, not all of it. Zero data retention per surface, the legal set to read, and the controls that remain yours to run.
Jev Guides & Articles#privacy#compliance#legal
Read article
TypeSafe serves Jev from one API. A second tier of independent sites wraps it with their own keys, credits, and playgrounds. How to read the disclaimers before you paste a key.
Jev Guides & Articles#ecosystem#trust#hosting
Read article
The first ten days produced three receptions that rarely meet: a Product Hunt launch, a 620-point Hacker News thread, and a r/LocalLLaMA that doubted the framing. Reading them together.
Jev Guides & Articles#launch#community#reception
Read article
Back to all resources

From the Jev community

Posts from builders shipping with Jev right now.

Follow @typesafeai