Datasets:
messages listlengths 3 3 |
|---|
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nCI pipeline returns 500 when tenant is null #676\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"ba... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nClarify AC for Postgres replica #127\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"business_analy... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nRotate credentials for API gateway #4592\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"security\"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nGraphQL gateway dbt 모델 #983\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"data\", \"action\": \"i... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nsearch index returns 500 when offset is null #1212\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nCI pipeline 화면 비어 있음 #948\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"frontend\", \"action\": \... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nAdd audit log for priority #4755\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"frontend\", \"acti... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nReview PR touching revenue report #287\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"backend\", \... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nDeploy accessibility tree to prod-eu #1714\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"devops\"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\ndbt model for JWT rotation #444\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"data\", \"action\":... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nSpike research: Kafka consumer / tenant #2214\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"resea... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nSecurity audit for ticket list #1127\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"security\", \"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nRotate credentials for canary deploy #1241\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"security... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nKiem thu search index #412\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"qa\", \"action\": \"test... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nCrash notification service tren iOS #166\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"mobile\", ... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nDocument Zorch sync (offset) #570\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"business_analysis... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nAdd Kafka consumer for priority #1344\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"frontend\", \... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nuser funnel 스테이징 배포 #273\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"devops\", \"action\": \"de... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nGraphQL gateway bi loi 500 khi token null #2355\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"bac... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nTest pagination for revenue report #83\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"qa\", \"acti... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nReview PR touching user funnel #1250\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"backend\", \"a... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nadmin panel blank after hard refresh #282\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"frontend\... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nDeploy auth middleware to staging #188\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"devops\", \"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nKiem thu session store #317\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"qa\", \"action\": \"tes... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nInvestigate latency on SLA timers #168\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"backend\", \... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nDocument user funnel (priority) #3889\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"business_anal... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nrate limiter null일 때 500 #100\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"backend\", \"action\"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nPrioritize: ticket list #3418\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"product\", \"action\"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nSecurity audit for bulk assign #421\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"security\", \"a... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nCrash SLA timers tren iOS #515\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"mobile\", \"action\"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nDeploy JWT rotation len staging #361\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"devops\", \"ac... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nCrash offline sync tren iOS #4824\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"mobile\", \"actio... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nInvestigate latency on API gateway #3515\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"backend\",... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\naccessibility tree bi loi 500 khi title null #586\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"b... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nHotfix null deref in SLA timers #223\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"backend\", \"a... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nKiem thu i18n strings #852\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"qa\", \"action\": \"test... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nSecurity audit for accessibility tree #1333\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"securit... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nInference OOM on rate limiter #152\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"ai\", \"action\"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\ndbt model for notification service #2676\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"data\", \"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nDocument auth middleware (channel) #3519\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"business_a... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nJWT rotation 스테이징 배포 #654\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"devops\", \"action\": \"d... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nrate limiter bi loi 500 khi channel null #5342\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"back... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nETL missing rows for API gateway #3360\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"data\", \"ac... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nAnalyze drop near S3 export #132\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"product\", \"actio... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nFlaky e2e covering auth middleware #872\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"qa\", \"act... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nAdd bulk assign for tenant #2372\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"frontend\", \"acti... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nInvestigate latency on i18n strings #2029\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"backend\"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nRotate credentials for auth middleware #988\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"securit... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nRollback push notifications after 5xx #1866\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"devops\... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nFine-tune metrics for offline sync #74\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"ai\", \"acti... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nClarify AC for API gateway #964\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"business_analysis\"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nNut search index khong bam duoc #275\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"frontend\", \"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nTest pagination for rate limiter #4669\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"qa\", \"acti... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nAdd cache layer for channel #1898\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"frontend\", \"act... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nAnalyze drop near feature flags #281\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"product\", \"a... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\ntriage queue bi loi 500 khi priority null #1613\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"bac... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nSpike research: Postgres replica / channel #532\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"res... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nGraphQL gateway returns 500 when title is null #717\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nCrash rate limiter tren iOS #1117\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"mobile\", \"actio... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nAdd audit log for title #2497\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"frontend\", \"action\... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nGraphQL gateway bi loi 500 khi title null #1630\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"bac... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nETL missing rows for offline sync #1932\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"data\", \"a... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nSpike research: offline sync / token #1627\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"research... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nTest pagination for dark mode #578\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"qa\", \"action\"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nRedesign empty state for dark mode #2362\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"design\", ... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\ndbt model for Zorch sync #1639\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"data\", \"action\": ... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nmodel server bi loi 500 khi priority null #2833\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"bac... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nSpike research: embedding search / token #253\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"resea... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nCrash dbt mart tren iOS #1080\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"mobile\", \"action\":... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nDocument cache layer (offset) #651\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"business_analysi... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nSpike research: auth middleware / priority #1878\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"re... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nInference OOM on session store #3492\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"ai\", \"action... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nRefactor oauth login retries #92\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"backend\", \"actio... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nSpike research: offline sync / channel #2181\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"resear... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nuser funnel returns 500 when priority is null #1403\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nAdd search index for payload #2738\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"frontend\", \"ac... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nKiem thu ticket list #750\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"qa\", \"action\": \"test\... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nrate limiter 스테이징 배포 #5054\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"devops\", \"action\": \"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\ndbt model for dbt mart #816\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"data\", \"action\": \"i... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nSpike research: auth middleware / offset #2961\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"rese... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nGraphQL gateway iOS 크래시 #806\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"mobile\", \"action\": ... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nRefactor Kafka consumer retries #1853\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"backend\", \"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nDeploy feature flags to staging #1358\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"devops\", \"a... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nETL missing rows for Zorch sync #2981\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"data\", \"act... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nClarify AC for webhook worker #925\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"business_analysi... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nRefactor bulk assign retries #3382\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"backend\", \"act... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\noffline sync bi loi 500 khi label null #1163\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"backen... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nZorch sync null일 때 500 #318\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"backend\", \"action\": ... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nadmin panel crashes on iOS post-login #1297\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"mobile\... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nDocument Redis cache (payload) #5600\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"business_analy... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nDocument bulk assign (priority) #4452\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"business_anal... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nRotate credentials for audit log #2379\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"security\", ... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nnotification service returns 500 when assignee is null #2079\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nNut oauth login khong bam duoc #1149\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"frontend\", \"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nTest pagination for notification service #4134\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"qa\"... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nwebhook worker returns 500 when label is null #2578\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nRollback assignee picker after 5xx #400\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"devops\", \... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nArchitecture review of push notifications #980\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"rese... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nReview PR touching JWT rotation #432\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"backend\", \"a... |
[
{
"role": "system",
"content": "You triage Zorch tickets into role, action, and risk labels."
},
{
"role": "user",
"content": "Ticket:\nRollback cache layer after 5xx #34\n\nReturn JSON with keys role, action, risk."
},
{
"role": "assistant",
"content": "{\"role\": \"devops\", \"acti... |
End of preview. Expand in Data Studio
Zorch Ticket Triage
A synthetic, multilingual (English, Vietnamese, Korean) dataset for triaging software tickets in the Zorch SDLC orchestration setting. Each ticket gets three labels:
- role: which role should own the task
- action: what kind of work the task is
- risk: the main risk category of the task
All data is synthetic and template-generated. Names, tenants, URLs, emails and CVE ids are fictitious (*.example, zorch.io).
Related model: niko0xdev/julia-1-swe, a Julia-1 based triage model with the same label schema. Note that julia-1-swe was fine-tuned on the separate R126/R134 compositional sets from the julia-1-zorch repository, not on the files in this dataset.
Configurations and files
| Config | Files | train | validation | test | Format |
|---|---|---|---|---|---|
default |
prepared/{train,val,test}.jsonl |
1,536 | 196 | 196 | chat messages, short titles, deduplicated, leak-free |
short_with_meta |
prepared/with_meta/*.jsonl |
1,536 | 196 | 196 | same rows plus metadata |
long |
prepared/long/*.jsonl |
2,294 | 196 | 196 | chat messages, full ticket bodies |
long_with_meta |
prepared/long/with_meta/*.jsonl |
2,294 | 196 | 196 | same rows plus metadata |
mixed |
prepared/long/mixed/*.jsonl |
3,830 | 392 | 392 | short and long rows of the same split, shuffled |
raw |
train_split.jsonl, val.jsonl |
5,600 | 600 | original generated rows (see Limitations: leaky split) | |
repo_format |
repo_format/*.jsonl |
16,800 | 1,800 | one row per head, built from raw |
Other files:
train.jsonl(6,200 rows): all original source rows, equal totrain_split.jsonlplusval.jsonl.prepared/extras/train_all_copies.jsonlandtrain_all_copies_with_meta.jsonl(4,640 rows): every source copy of thedefaulttrain groups, differing only by the trailing#number.labels.json: the label schema.prepared/prepare.py,prepared/long/build_long.py,prepared/long/long_pools.py: scripts that rebuild the prepared and long variants.prepared/stats.jsonandprepared/long/stats.jsonhold counts and validation results.prepared/README.md,prepared/long/README.md: detailed build notes.
Data structure
Chat format (default, long, mixed)
{"messages": [
{"role": "system", "content": "You triage Zorch tickets into role, action, and risk labels."},
{"role": "user", "content": "Ticket:\nCI pipeline returns 500 when tenant is null #676\n\nReturn JSON with keys role, action, risk."},
{"role": "assistant", "content": "{\"role\": \"backend\", \"action\": \"fix\", \"risk\": \"production\"}"}
]}
With metadata (short_with_meta)
{"messages": [...], "text": "GraphQL gateway dbt 모델 #983", "lang": "ko",
"labels": {"role": "data", "action": "implement", "risk": "data_sensitive"},
"split": "train", "group_id": "13b6e9e60299", "template": "{C} dbt 모델", "n_copies_in_source": 3}
Repo format (repo_format)
{"state": {"title": "Review PR touching JWT rotation #5849"},
"question": "Which role should own this task?", "type": "choice",
"options": ["product", "business_analysis", "research", "design", "frontend", "mobile", "backend", "data", "ai", "qa", "devops", "security"],
"target": 6,
"meta": {"scenario_id": "zorch_triage_train-0", "decision": "role", "source": "zorch_triage_train"}}
Fields
| Field | Description |
|---|---|
messages |
System, user and assistant turns. The assistant turn is the JSON label object. |
text |
Ticket title (short variant). |
lang |
en, vi or ko. |
labels |
Object with role, action, risk. |
split |
Split the row belongs to. |
group_id |
Id of the normalized-text group used for leak-free splitting. |
template |
Generator template ({C} is the component slot). |
n_copies_in_source |
Number of source copies collapsed into this row. |
seed_text, seed_group_id |
(long) Short record the long row was built from. |
accented |
(long) Whether Vietnamese text keeps diacritics. |
variant, title_used, style, sections |
(long) Build choices: formatting style and composed sections. |
target_tokens, user_tokens_qwen, total_tokens_qwen, total_tokens_llama |
(long) Length target and measured token counts. |
state |
(repo_format) Ticket fields, here only title. |
question, options, type |
(repo_format) Head question, label list, choice. |
target |
(repo_format) Index of the correct label in options. |
meta |
(repo_format) scenario_id, decision (head), source. |
Labels
| Head | Labels |
|---|---|
| role (12) | product, business_analysis, research, design, frontend, mobile, backend, data, ai, qa, devops, security |
| action (11) | implement, document, fix, test, research, review, analyze, investigate, design, deploy, refactor |
| risk (5) | normal, production, security, data_sensitive, architecture |
Distribution (default config)
| Language | train | validation | test |
|---|---|---|---|
| en | 1,121 | 143 | 143 |
| vi | 260 | 33 | 33 |
| ko | 155 | 20 | 20 |
| role | train | val | test |
|---|---|---|---|
| backend | 360 | 46 | 46 |
| frontend | 194 | 25 | 25 |
| devops | 158 | 20 | 20 |
| research | 137 | 17 | 17 |
| business_analysis | 125 | 16 | 16 |
| data | 123 | 16 | 16 |
| qa | 95 | 12 | 12 |
| mobile | 94 | 12 | 12 |
| security | 94 | 12 | 12 |
| product | 63 | 8 | 8 |
| ai | 63 | 8 | 8 |
| design | 30 | 4 | 4 |
| action | train | val | test |
|---|---|---|---|
| fix | 515 | 66 | 66 |
| implement | 193 | 25 | 25 |
| deploy | 158 | 20 | 20 |
| document | 125 | 16 | 16 |
| investigate | 125 | 16 | 16 |
| research | 106 | 13 | 13 |
| test | 95 | 12 | 12 |
| analyze | 95 | 12 | 12 |
| review | 62 | 8 | 8 |
| refactor | 32 | 4 | 4 |
| design | 30 | 4 | 4 |
| risk | train | val | test |
|---|---|---|---|
| normal | 666 | 85 | 85 |
| production | 453 | 58 | 58 |
| architecture | 200 | 25 | 25 |
| data_sensitive | 154 | 20 | 20 |
| security | 63 | 8 | 8 |
Source rows (train.jsonl, 6,200): en 4,375, vi 1,016, ko 809.
How it was created
- Generation. 6,200 source tickets from 38 title templates x 40 components (x 10 field slots for 5 templates). Role and action are fully determined by the template; risk by the template in about 94% of rows.
- Cleaning (
prepared/prepare.py). 382 rows (6.2%) carried a random, contradictory risk label and were dropped. The 5,818 clean rows were collapsed to 1,928 unique normalized texts (strip trailing#number, NFC, lowercase, collapse whitespace). - Splitting. About 80/10/10, stratified by template, seed 42, grouped so that no normalized text appears in more than one split. All labels and all 22 label combinations appear in every split.
- Long variant (
prepared/long/build_long.py). Each long row is seeded from one short record, keeps its label and split, and adds a full ticket body (about 200 to 1,500 Qwen tokens) assembled from hand-written sentence pools: description, repro steps, logs, acceptance criteria, comments and noise, in 5 formatting styles. About 70% of Vietnamese long rows keep diacritics. - Repo format.
rawrows converted to one row per head for the julia-1-zorch trainer.
Intended use
- Training and benchmarking small classifiers or SFT models for role / action / risk ticket triage.
- Testing robustness to long, noisy ticket bodies (
long,mixed). - Not a measure of real-world triage accuracy.
Limitations and biases
- Synthetic and templated. Only 38 title templates, and every template appears in train, validation and test. Scores on these splits measure in-template generalization and will be near 100%. Evaluate on real tickets before trusting a model.
rawandrepo_formatare leaky. 521 of 600 source validation rows (87%) share a normalized text withtrain_split.jsonl. Do not report results on these splits; usedefaultorlong.- Short Vietnamese has no diacritics. None of the 1,016 Vietnamese source rows use accents, so models may underperform on accented Vietnamese (the long variant partly addresses this).
- Class imbalance. backend and fix dominate; design, refactor and risk=security are small (4 to 8 rows per class in validation and test).
- Sentence pool artifacts in the long variant, with smaller pools for vi and ko than for en.
- English dominates (about 73% of rows).
Citation
@misc{zorchtriage2026,
title = {Zorch Ticket Triage: A Synthetic Multilingual Dataset for SDLC Ticket Routing},
author = {niko0xdev},
year = {2026},
howpublished = {\url{https://huggingface.co/datasets/niko0xdev/zorch-triage-dataset}}
}
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