Individual skill
payer-ops-case-determination
Produce a structured JSON determination for a Northstar-style health-plan "payer operations" case by reading the case's records out of the shared operations data environment and reasoning over policy criteria, evidence, and business rules. Use when a task asks for a JSON determination / disposition / repricing packet / summary for a prior-authorization, coverage-appeal, claim-payment-integrity, peer-to-peer, or finance/margin-queue work item, and gives you (a) a target business id, (b) access to a SQL-queryable operations environment, and (c) an answer_template that fixes the required output shape.
experiments/claude_code_opus_4_8_xhigh/reports/skills/task_group_014/reflect-3/reflect-3_attempt_01/SKILL.md
Source commit 5082a777379156a048881e94940d640702e5e09a
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 6, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 121
- Repository last updated
- Oct 29, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agent Repository topic
- ai Repository topic
- benchmark Repository topic
- llm Repository topic
- self-evolving Repository topic
- self-learning Repository topic
- skills Repository topic
- data Derived category
- finance Derived category
- operations Derived category
- data-databases Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 7,068 bytesSKILL.mdcore · 7,068 bytesreferences/data_model.mddoc · 5,549 bytesreferences/task_playbooks.mddoc · 9,602 bytes
Read excerpt
# Payer-ops case determination
These tasks all have the same shape: a payer-operations analyst needs one
**JSON object** that resolves a single work item (a case, claim, appeal,
peer-to-peer event, or finance queue), grounded entirely in records stored in
a shared relational operations environment. Your job is to pull the right
records, apply the governing policy/business logic, and emit JSON that matches
the task's `answer_template` exactly.
The work is retrieval + rule application, not judgment calls. For almost every
output field there is a specific record (or a small computation over records)
that determines the value. Find that record; don't guess.
## Inputs every task gives you