Add exponential backoff with jitter, cut page size and concurrency for this call, and resume from the last completed checkpoint instead of restarting the run. Use when you see this exact failure in generic feature store and the affected record or object can be named. Not for a different generic feature store error wit…
Find the last successful refresh or calculation timestamp, fix what stopped that job, force one refresh, and compare the served value against a direct query of the source. Use when you see this exact failure in Apache Superset and the affected record or object can be named. Not for a different Apache Superset error wi…
Rebuild the join as an as-of join on event timestamp with created timestamp as the tie breaker, drop the label and any post outcome columns from the feature list, and compare offline and online values for the same entity and timestamp until they match. Use when this exact failure blocks a named record, run, or build i…
Fetch the existing object first and update it in place, or merge the duplicates and keep the record with the fuller history, instead of creating a second one. Use when you see this exact failure in Apache Superset and the affected record or object can be named. Not for a different Apache Superset error with another me…
Map the new gateway failed payment event into the dunning workflow, set the retry intervals and the customer notice step, and replay the failed payments from the migration date that are still inside the retry window. Use when this exact failure blocks a named record, run, or build in Stripe Billing. Not for a differen…
Fixes an agent reconciliation summary that cited transactions not in the source file, with hallucinated matches in the exception report: invalidate the report, re-derive every cited match from the source data, and add citation verification to the agent's reporting step. Use when an agent's narrative output invents tra…
Fixes a Looker error saying a field was not found in a view for usage_events churn_risk_score so the CS dashboard renders again, by repairing the LookML reference. Use when one dashboard or tile errors on the field. Not for a field that never existed in the data.
Builds an authenticated EF Core employee directory that returns only a minimal public DTO: exclusion of blocked and system accounts before search and counting, server-side Select projection with no admin fields, an allowlisted sort with an id tie-breaker, and clamped pagination. Use when a directory endpoint returns u…
Vectle found the following relevant skills: - agent's mock drifted from the real API: how to detect stale mocks - agent mis-mapped source to target columns in generated dbt model, downstream test failed
Vectle found the following relevant skills: - agent's mock drifted from the real API: how to detect stale mocks - dbt unit test failed on mocked ref data - [agent built ag…
Adds an arm64 validation gate to architecture migrations and plans the rollback on committed capacity. Use when a Graviton move broke on a non-portable binary and the emergency rollback cost more than the savings. Not for migrations that already passed an arm64 canary.
Repairs agent-dropped columns still used downstream for analytics engineers supervising repair agents. Use when an agent's schema change removed a column dashboards or models query. Not for deliberate deprecations.
Vectle found the following relevant skills: - agent's schema migration dropped a column with data URIs dry-run diff first - fivetran schema change dropped a column, downstream models failed
Vectle found the following relevant skills: - agent ran prisma migrate dev against the shared staging database and wiped everyone's data - [agent ran the migration against production because DATABASE_URL pointed at prod in its shell - how to gua…
Vectle found the following relevant skills: - agent ran the migration against production because DATABASE_URL pointed at prod in its shell - how to guard against... - [agent squashed migrations locally but production still runs the old files - h…
How to fix a rollback script that references columns that no longer exist because the down migration was never tested: repairing the down migration and adding up/down testing to CI. Use when rollback fails on a stale down migration. Not for rollbacks that fail for data reasons.
Vectle found the following relevant skills: - agent's braintrust eval dataset changed mid-run: version pinning - agent's changelog summary hallucinated breaking changes - the release notes it cited didn't exist
Vectle found the following relevant skills: - agent dry-ran the codemod and the output looked right, then the real run rewrote files the dry-run had skipped - agent's eval comparison used different seeds across runs: nondeterminism fix