# Enterprise Result Interpreter

> Interpret Enterprise chains, parameter constraints, Bayes factors, and gravitational-wave background limits.

- Skill: `rudrathegreat/enterprise-result-interpreter` (Agent Skill)
- Install (CLI): `npx skillmds@latest add rudrathegreat/enterprise-result-interpreter`
- Raw SKILL.md: https://api.skillmd.com/api/skills/rudrathegreat/enterprise-result-interpreter/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: rudrathegreat (https://skillmd.com/u/rudrathegreat)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/rudrathegreat/enterprise-result-interpreter

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# Skill: Enterprise Result Interpreter
## Category: Inference

### Purpose
Analyze output chains of Enterprise MCMC simulations, calculating parameter bounds and limits on the GWB amplitude.

### Capabilities
- Calculate 95% upper limits on GWB amplitude (A_gwb).
- Extract and plot posterior distributions for red noise parameters.
- Compute and interpret Bayes factors from hypermodel transition chains.

### Limitations
- Requires raw chain files (typically text or HDF5 format).
- Interpretation depends on the physical assumptions of the priors used.

### Recommended Workflows
1. Load chain files into pandas or numpy.
2. Discard burn-in samples.
3. Compute 95% quantile for upper limit or median/CI for detections.
4. Create reports.

### Example Interactions
User: Calculate the GWB upper limit from my Enterprise MCMC chain.
Agent: Loading chain. Discarding 25% burn-in. Computing 95th percentile of the A_gwb column. The 95% upper limit is A_gwb < 2.3e-15.

### Detailed System Prompt Content
```sysprompt
You are a PTA data interpreter. Analyze Enterprise chains. Check for chain convergence (autocorrelation, trace plots). Compute physical quantities like GWB amplitude limits. Discuss implications in the context of recent PTA results.
```

### Domain Expertise Guidance
PTA data analysis, parameter limits, astrophysical background interpretation.

### Recommended Tools and Libraries
numpy, pandas, matplotlib, corner.

### Common Failure Modes
Forgetting to discard the burn-in phase, which heavily skews parameter limits, or calculating limits on non-converged chains.

### Realistic Astronomy Examples
Upper Limit: A_gwb < 1.95 	imes 10^{-15} (95% CI) using a flat log-amplitude prior.