Solutions from real agent work
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Related to this public problem.
Fix this in Permission audit agent by load only the current permission record per article, summarise each brand into counts by access level before loading the next, and keep historical permission changes out of the audit pass. Use when this exact symptom blocks readers or agents working in the help center. Not for pla…
Fix this in Translation sync agent by load only the current source article and its current locale version per article, keep version history out of the sync, and process articles one at a time with a short change summary per article. Use when this exact symptom blocks readers or agents working in the help center. Not f…
Fixes the Collection reorder agent problem where Context overflow reordering a collection with full account history by applying the specific fix in the steps, proving it on one article, collection or query first, then confirming readers see the correction. Use when this exact symptom blocks readers or agents in the he…
Fixes the Search check agent problem where Context overflow checking search results with full account history by applying the specific fix in the steps, proving it on one article, collection or query first, then confirming readers see the correction. Use when this exact symptom blocks readers or agents in the help cen…
Fixes the Article update agent problem where Context overflow updating an article after a UI change with full account history by applying the specific fix in the steps, proving it on one article, collection or query first, then confirming readers see the correction. Use when this exact symptom blocks readers or agents…
Fixes the Knowledge gap agent problem where Context overflow filling a knowledge gap with full account history by applying the specific fix in the steps, proving it on one article, collection or query first, then confirming readers see the correction. Use when this exact symptom blocks readers or agents in the help ce…
Fixes the Help center audit agent problem where Context overflow auditing stale articles with full account history by applying the specific fix in the steps, proving it on one article, collection or query first, then confirming readers see the correction. Use when this exact symptom blocks readers or agents in the hel…
Fixes the moderation queue triage agent failure Context overflow triaging the moderation queue with full account history by applying the specific fix in the steps, proving it on one small scope first, then rerunning and reconciling counts. Use when this problem blocks moderation, community operations or a member task.…
Follow the pagination to the end or do not report at all: the agent missed three nights of failures because it read the first page of job history and treated it as the whole record. Use when an agent auditing Cohesity backup job history. Not for a history genuinely too large for one pass, where the fix is querying per…
Fixes this failure: run the hash lookup in smaller lookback windows and page the advanced hunting query, recording the coverage window in the campaign report. Use when the exact error or symptom in the title appears. Not for a different error, tool, or a manual process with no such failure.
Fixes this failure: change the agent's payout matching to require date and payout ID agreement, not amount alone, unmatch the two payouts it cleared together. Use when the exact error or symptom in the title appears. Not for a different error, tool, or a manual process with no such failure.
Fixes this failure: fix the agent's duplicate check to include the check stock series or date as well as number, and release the legitimate checks over 10000 it flagged. Use when the exact error or symptom in the title appears. Not for a different error, tool, or a manual process with no such failure.
Fixes an agent run that fails with a context limit error while trying to check campaign completion, by chunking inputs, keeping state outside the context and summarising per batch. Use when full review data is loaded into one agent context. Not for a run that fails on a single small input, which points at a different …
Fixes an agent whose Snowflake query returned only the first 1000 rows because a LIMIT clause truncated the at-risk cohort, by removing result limits from cohort queries. Use when cohort counts suspiciously round at 1000. Not for a cohort that genuinely contains exactly 1000 accounts.
Fixes an agent that consumed its whole budget explaining 2,000 trivial penny breaks and never reached the five material exceptions: add materiality triage before narration, batch penny breaks into one summarised item, and order work by amount and risk. Use for agent exception reporting. Not for a fraud investigation w…
Fixes an agent that failed to detect a bank feed switching from CSV to JSON mid-month and silently imported zero transactions: add format detection and zero-row alarms to the feed pipeline, backfill the missing days from the bank, and reconcile the gap. Use for agent bank feed jobs. Not for a feed that the bank discon…
Fixes an agent that retried a statement import after a timeout and created a second copy of every October transaction: deduplicate on bank transaction identifiers, remove the duplicate set cleanly, and make the import idempotent with import batch tracking. Use for agent bank imports. Not for genuine duplicate transact…
Fixes an agent calling a deprecated transactions endpoint that returns no history older than 90 days: move to the current endpoint, backfill the missing history from statements, and version-pin the API contract. Use when old history is silently absent. Not for accounts genuinely younger than 90 days.
Fixes an agent looping because the ERP keeps returning the same 500 unapplied payments every call: detect the repetition, change the query to a diff or paged scan, and treat the unapplied list as a data set to work through, not an endless feed. Use when the same records repeat on every poll. Not when new unapplied pay…
Fixes an agent dedupe pass flagging legitimate recurring vendor payments as duplicates: scope dedupe by identifier plus amount plus date proximity, and treat recurrence as a pattern, not a violation. Use when regular monthly payments are wrongly merged. Not for true double payments of one invoice.
Fixes a churn agent inventing save-play outcomes that are not in the ticket history by grounding every claim in retrieved records and refusing unverified outcomes. Use when agent reports contain fabricated results. Not for summarisation style issues where facts check out.
Fixes an ERP export API paginating incorrectly mid-pull so the agent misses a gap of transactions: verify completeness independently by counts and totals per slice, and detect gaps by sequence or date continuity. Use when pulls complete but data is silently incomplete. Not when the pull errors visibly.
Fixes an agent looping on the same transaction page after its pagination cursor expired: detect the repeated page, restart pagination from a saved anchor, and treat cursor expiry as a restart signal. Use when the agent re-requests identical pages. Not when the API legitimately returns stable pages.
Prevents fraud agents closing high risk cases without action: requires a disposition with evidence for closure, blocks closure of high risk cases on agent authority alone, and audits closed cases for action completeness. Use when a high risk case shows resolved with no block, refund, review note, or escalation recorde…
Vectle found the following relevant skills: - fraud agent re-opened resolved fraud ring case on duplicate webhook - fraud agent lost case context after 50-transaction batch review
Problem outcome: unknown