Individual skill
pho-audit-solver
Solve Public Health Observatory algorithmic audit tasks. Use this skill whenever the user mentions a Public Health Observatory audit, a PHO protocol, an analysis_request.json with audit modules, or needs to complete a registered algorithmic audit against the Observatory web portal. Also use this skill when the user references state/county/country health data analysis with robust statistical methods (delete-cluster jackknife, nested ridge/elastic-net CV, wild cluster bootstrap, grouped conformal, PCA trajectory clustering, source perturbation) tied to answer_template.json output contracts. The skill should be consulted even when the user only hints at "observatory data," "algorithmic audit," "publication board," or "transportability" analysis.
experiments/codex_skill_creator_comparison_deepseek_v4_pro_max/reports/skills/task_group_023/fewshot/cc/fewshot_attempt_02/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
- security 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 · 11,174 bytesSKILL.mdcore · 11,174 bytesSKILL.mdcore · 11,174 bytesSKILL.mdcore · 11,174 bytesSKILL.mdcore · 11,174 bytesSKILL.mdcore · 11,174 bytesSKILL.mdcore · 11,174 bytesreferences/cohort_construction.mddoc · 4,653 bytesreferences/data_resolution.mddoc · 5,078 bytesreferences/portal_api.mddoc · 11,823 bytesreferences/statistical_modules.mddoc · 27,377 bytes
Read excerpt
# Public Health Observatory Algorithmic Audit Solver
Solve registered algorithmic audit tasks using the Public Health Observatory
(PHO) read-only data portal at `<TASK_ENV_BASE_URL>`. Each task arrives as an
`analysis_request.json` that declares the protocol, measures, cohorts, module
specifications, and decision rules, paired with an `answer_template.json` that
fixes the output contract.
## Workflow
### Phase 1 — Understand the contract
Read both payloads in full before touching the portal: