Individual skill
apexcloud-retention-ops
Build ApexCloud retention-ops JSON deliverables from the public task-env API and churn CSV exports. Use when asked for customer risk queues, QBR packets, receivables and pipeline reviews, retention action boards, or churn validation/ranking from the staged ApexCloud environment.
experiments/codex_skill_creator_comparison_gpt5_5_xhigh/reports/skills/task_group_004/fewshot/cc/fewshot_attempt_03/SKILL.md
Source commit 5082a777379156a048881e94940d640702e5e09a
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- Last checked
- Nov 6, 2026
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- Repository last updated
- Oct 29, 2026
- License
- Apache-2.0
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- agent Repository topic
- ai Repository topic
- benchmark Repository topic
- llm Repository topic
- self-evolving Repository topic
- self-learning Repository topic
- skills Repository topic
- engineering Derived category
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SKILL.mdcore · 3,611 bytesSKILL.mdcore · 3,611 bytesreferences/apexcloud_rules.mddoc · 3,350 bytesscripts/apexcloud_ops.pyruns · 24,751 bytes
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# ApexCloud Retention Ops
## Start
1. Identify the deliverable family from the prompt: risk queue, QBR packet, receivables review, action board, or churn validation/ranking.
2. Read the prompt template first, then mirror its key order exactly.
3. Use [references/apexcloud_rules.md](references/apexcloud_rules.md) for field precedence, joins, and rollup rules.
4. Use [scripts/apexcloud_ops.py](scripts/apexcloud_ops.py) when a normalized draft will save time.
## Data precedence
- Use billing snapshots for ARR when the prompt asks for current ARR, exposure, or ARR at risk.
- Use exact normalized legal-name matching for A/R aging links. Do not fuzzy-match similar subsidiaries or noise rows.
- Exclude spam, duplicate, and cancelled tickets from clean support counts and SLA math.