aod-proof-and-analysis-toolkit
CommunityVerify Area Occupancy Detection's math before merging PRs
AuthorHankanman
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill ensures that probability/statistics math in Area Occupancy Detection is correct before merging pull requests, avoiding potential bugs and misestimations.
Core Features & Use Cases
- Verify Prior Calculation: Checks if the
global_priorcalculation uses a period that reflects reality. - Logit-space Boost Validation: Ensures a boost's probability shift aligns with its stated gain.
- Decay Curve Audit: Confirms
decay_factormatches the expected formula and floor cutoff. - Timezone Audit: Prevents mixing of UTC and local timezones leading to anomalies.
- Statistical Sufficiency: Evaluates if learned probabilities have enough data to be trusted.
- Ratio Consistency: Audits that ratios have consistent numerator and denominator time windows.
- Feedback-loop Analysis: Prevents area-to-area couplings from causing runaway loops.
- Use Case: Before merging a PR, run this Skill to validate all mathematical calculations in the Area Occupancy Detection codebase.
Quick Start
Use the aod-proof-and-analysis-toolkit skill to validate the decay factor calculation for the area 'Living Room'.
Dependency Matrix
Required Modules
None requiredComponents
scriptsreferences
💻 Claude Code Installation
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Please help me install this Skill: Name: aod-proof-and-analysis-toolkit Download link: https://github.com/Hankanman/Area-Occupancy-Detection/archive/main.zip#aod-proof-and-analysis-toolkit Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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