solver-benchmark-correlation-thresholds

Sub-skill of solver-benchmark: Correlation Thresholds (+1).

5 stars

Best use case

solver-benchmark-correlation-thresholds is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Sub-skill of solver-benchmark: Correlation Thresholds (+1).

Teams using solver-benchmark-correlation-thresholds should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/correlation-thresholds/SKILL.md --create-dirs "https://raw.githubusercontent.com/vamseeachanta/workspace-hub/main/.agents/skills/_archive/engineering/marine-offshore/solver-benchmark/correlation-thresholds/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/correlation-thresholds/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How solver-benchmark-correlation-thresholds Compares

Feature / Agentsolver-benchmark-correlation-thresholdsStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Sub-skill of solver-benchmark: Correlation Thresholds (+1).

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# Correlation Thresholds (+1)

## Correlation Thresholds


| Range | Interpretation | Action |
|-------|---------------|--------|
| > 0.99 | Excellent agreement | Solvers validated |
| 0.95 – 0.99 | Good agreement | Minor differences (phase convention, numerics) |
| 0.80 – 0.95 | Fair agreement | Investigate input differences |
| < 0.80 | Poor agreement | Likely input mismatch or unit error |
| Negative | Anti-correlated | Data extraction bug (wrong frequency order, wrong units) |

## Common Causes of Poor Correlation


1. **Negative correlations**: Frequency arrays in different order (ascending vs descending)
2. **Near-zero correlations**: Hz vs rad/s mismatch (factor of 2*pi offset)
3. **NaN correlations**: Zero standard deviation (all-zero DOF, e.g. yaw for head seas)
4. **Good amplitude, bad phase**: Different time convention (e^{+iwt} vs e^{-iwt})

Related Skills

engineering-solver-domain-recon

5
from vamseeachanta/workspace-hub

Deep reconnaissance of an engineering solver domain (OrcaWave, OrcaFlex, CalculiX, OpenFOAM, etc.) across a multi-repo ecosystem — map infrastructure, issues, skills, data artifacts, machine constraints, and solver queue state before planning work.

orcawave-aqwa-benchmark

5
from vamseeachanta/workspace-hub

Cross-validation specialist for comparing OrcaWave and AQWA diffraction analysis results. Provides statistical comparison, peak value validation, and automated benchmark reporting for hydrodynamic coefficient verification.

solver-benchmark-solver-paths

5
from vamseeachanta/workspace-hub

Sub-skill of solver-benchmark: Solver Paths.

solver-benchmark-related-work-items

5
from vamseeachanta/workspace-hub

Sub-skill of solver-benchmark: Related Work Items.

solver-benchmark-programmatic-usage

5
from vamseeachanta/workspace-hub

Sub-skill of solver-benchmark: Programmatic Usage.

solver-benchmark-pre-flight-validation-checklist

5
from vamseeachanta/workspace-hub

Sub-skill of solver-benchmark: Pre-Flight Validation Checklist.

solver-benchmark-orcawave-via-orcfxapi

5
from vamseeachanta/workspace-hub

Sub-skill of solver-benchmark: OrcaWave (via OrcFxAPI) (+3).

solver-benchmark-multisolvercomparator

5
from vamseeachanta/workspace-hub

Sub-skill of solver-benchmark: MultiSolverComparator (+1).

solver-benchmark-mandatory-checks-before-committing-reports

5
from vamseeachanta/workspace-hub

Sub-skill of solver-benchmark: Mandatory Checks Before Committing Reports (+2).

solver-benchmark-creating-benchmark-specs

5
from vamseeachanta/workspace-hub

Sub-skill of solver-benchmark: Creating Benchmark Specs.

solver-benchmark-consensus-levels

5
from vamseeachanta/workspace-hub

Sub-skill of solver-benchmark: Consensus Levels.

solver-benchmark-benchmark-workflow

5
from vamseeachanta/workspace-hub

Sub-skill of solver-benchmark: Benchmark Workflow.