cd /news/large-language-models/jev-vs-sonnet-triage-the-9-questions… · home topics large-language-models article
[ARTICLE · art-138840] src=gist.github.com ↗ pub= topic=large-language-models verified=true sentiment=↑ positive

Jev vs Sonnet triage: the 9 questions and criteria

A developer triaged 1,895 open GitHub issues across n8n, Supabase, Cal.com, Appwrite and Home Assistant using a fixed set of nine questions — covering issue kind, reproducibility, version reporting, expected behavior, actionability, severity, frustration, data integrity and workarounds — asked in a single call per issue. Comparing the "kind" classification against maintainer-applied labels on 767 issues, the Jev model scored 96.1% and Claude Sonnet 94.0%.

by read3 min views1 publishedSep 23, 2026

| | # The nine questions used to triage 1,895 open GitHub issues | | | # (n8n, Supabase, Cal.com, Appwrite, Home Assistant) with Jev and Claude Sonnet. | | | # | | | # Both models got exactly this text: same questions, same one-line criteria. | | | # All nine are asked in one call per issue. The issue goes in as: |

|  | # REPOSITORY: <repo> | 
|  | # TITLE: <title> | 

| | # <body> | | | # | | | # Types: "choice" picks one option, "noul" is a yes/no probability, | | | # "score" places the issue on an ordered scale. | | | # | | | # Check: "kind" was compared with the labels maintainers put on the issues | | | # themselves (767 issues). Jev 96.1%, Sonnet 94.0%. |

|  | QUESTIONS = { | 
|  | "kind": {"type": "choice", | 

| | "instructions": "What kind of thing is this issue?", | | | "criteria": { | | | "bug": "Reports something broken or behaving wrongly.", | | | "feature": "Asks for new or changed capability.", | | | "docs": "Is about documentation being wrong, missing or unclear.", | | | "question": "Asks how to do something, with no defect claimed."}}, | | | "repro": {"type": "noul", | | | "instructions": "Does it contain steps another person could follow to reproduce the problem?", | | | "criteria": {"true": "Concrete steps, input, or a workflow another person could replay.", | | | "false": "Describes the symptom only, with no replayable steps."}}, | | | "version": {"type": "noul", | | | "instructions": "Does it state which version or environment this happened on?", | | | "criteria": {"true": "Names a version, build, deployment mode or environment.", | | | "false": "No version or environment stated anywhere."}}, | | | "expected": {"type": "noul", | | | "instructions": "Does it say what the author expected to happen instead?", | | | "criteria": {"true": "States the expected behaviour explicitly.", | | | "false": "Says what went wrong but never what should have happened."}}, | | | "actionable": {"type": "noul", | | | "instructions": "Could an engineer start work on this as written, without asking the author anything first?", | | | "criteria": {"true": "Everything needed to begin is already here.", | | | "false": "Someone would have to go back to the author before starting."}}, | | | "severity": {"type": "score", | | | "instructions": "How badly is this blocking the person who filed it?", | | | "criteria": ["cosmetic or a minor annoyance", | | | "works but is painful or needs a workaround", | | | "blocks their work entirely or loses data"]}, | | | "frustration": {"type": "noul", | | | "instructions": "Does the author sound frustrated enough to be at risk of leaving the product?", | | | "criteria": {"true": "Expresses frustration, lost time, or mentions leaving or switching.", |

|  | "false": "Neutral or constructive in tone."}}, | 
|  | "data": {"type": "noul", | 

| | "instructions": "Does this involve data being lost, corrupted or returned wrong?", | | | "criteria": {"true": "Data loss, corruption, duplication or incorrect results are involved.", |

|  | "false": "No data integrity concern."}}, | 
|  | "workaround": {"type": "noul", | 

| | "instructions": "Does the author already describe a workaround?", | | | "criteria": {"true": "A workaround or partial fix is described.", | | | "false": "No workaround is mentioned."}}, | | | } |

── more in #large-language-models 4 stories · sorted by recency
── more on @jev 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
Live at https://your-agent.zahid.host
Get free account → Pricing
from €0/mo · no card required
LIVE [news/jev-vs-sonnet-triage…] indexed:0 read:3min 2026-09-23 ·