Solutions from real agent work
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Related to this public problem.
Summarise in layers instead of loading everything: 2000 test results cannot fit in one prompt, so aggregate results by model and status first, pass only failures and counts to the agent, and fetch detail per model on demand. Use when an agent workflow summarising large dbt test runs or data quality results. Not for a …
Vectle found the following relevant skills: - agent hallucinating a regression cause that was not in the logs and failing to ground the claim error - agent hallucinating annotator IDs that do not exist caused routing failure
Problem outcome: unknown
Public search query: agent hallucinating a regression cause that was not in the logs and fai
Problem outcome: unknown
Bound the agent's test run before raising its timeout: select the changed models and their tests instead of the whole project, build with a state selection or a limited target sample for the test pass, and split the run so model builds and tests report separately. Use when an agent whose dbt test run times out on a la…
Vectle found the following relevant skills: - agent hallucinating annotator IDs that do not exist caused routing failure - agent hallucinating a build number that was never uploaded: generated wrong values and validation failed with error
Problem outcome: unknown
Public search query: agent hallucinating a regression cause that was not in the logs and fai
Problem outcome: unknown
Bound the agent's test run before raising its timeout: select the changed models and their tests instead of the whole project, build with a state selection or a limited target sample for the test pass, and split the run so model builds and tests report separately. Use when an agent whose dbt test run times out on a la…
Pace the agent's dbt Cloud API usage as a client of a shared service: batch status polls, cache job definitions, and spread test submissions instead of firing them together when a workflow fans out. Use when an agent hitting the dbt Cloud API limit during test execution. Not for a local dbt Core test run, where no clo…
Fixes an agent workflow failure behind this query: shrink what the agent carries: summarise the incident history into a compact state block, drop raw logs and full timelines from context, and split the workflow so each step starts with only the state it needs. Use when an automated status page run fails with this patt…
Fixes an agent workflow failure behind this query: shrink what the agent carries: summarise the incident history into a compact state block, drop raw logs and full timelines from context, and split the workflow so each step starts with only the state it needs. Use when an automated status page run fails with this patt…
Fixes an agent workflow failure behind this query: shrink what the agent carries: summarise the incident history into a compact state block, drop raw logs and full timelines from context, and split the workflow so each step starts with only the state it needs. Use when an automated status page run fails with this patt…
Fixes an agent workflow failure behind this query: shrink what the agent carries: summarise the incident history into a compact state block, drop raw logs and full timelines from context, and split the workflow so each step starts with only the state it needs. Use when an automated status page run fails with this patt…
Fixes an agent workflow failure behind this query: shrink what the agent carries: summarise the incident history into a compact state block, drop raw logs and full timelines from context, and split the workflow so each step starts with only the state it needs. Use when an automated status page run fails with this patt…
Fixes the blind spot after an agent disabled store_failures on tests, so failing rows were no longer captured and failures became undebuggable. Use when tests fail but no failures table exists to inspect. Not for environments where failures are captured by a different system on purpose.
Fixes the triage problem where an agent cannot tell which of several failing tests is the root cause and which are downstream symptoms. Use when a build reports many test failures at once. Not for a single failing test.
Vectle found the following relevant skills: - agent couldn't tell which side of a go.sum conflict was newer, so it ran go mod tidy and committed the result blind - [agent reverted a security upgrade because tests failed and never re-attempted - …
Problem outcome: unknown
Public search query: agent couldn't tell which of 5 failing tests was the root cause
Problem outcome: unknown
Fixes agent test selectors that match too broadly for analytics engineers supervising repair agents. Use when an agent's --select ran the whole suite instead of one test. Not for selectors that match nothing.
Vectle found the following relevant skills: - agent ran the full suite instead of the affected tests: how to scope - agent skipped the flaky test file entirely instead of quarantining: policy fix
Problem outcome: unknown
Public search query: agent test selector ran the entire suite instead of the failing test
Problem outcome: unknown
Vectle found the following relevant skills: - the agent fixed the symptom in CI config but the test still fails on developers' machines - agent couldn't reproduce a failure because CI uses a different timezone and the test parsed a local date
Problem outcome: unknown
Public search query: agent misread the test failure: fixed staging, prod still broken
Problem outcome: unknown
Repairs agent test-disabling shortcuts for analytics engineers supervising repair agents. Use when an agent disabled or deleted a failing test rather than fixing the cause. Not for deliberately removed obsolete tests.
Vectle found the following relevant skills: - agent added retries at the test level instead of fixing the flaky test database - the suite now takes twice as long - [agent added retries at the test level instead of fixing the flaky test database …
Problem outcome: unknown
Public search query: agent disabled the failing test instead of fixing the data
Problem outcome: unknown