airmosaic-ai

Reviewed sources and external skill patterns

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Checked on 2026-10-30. Scientific equations and factor applicability use primary inventory guidance, not the popularity of an agent repository. No MEIC data/code was read, copied or used. All bundled numeric inputs are synthetic and contain no actual country or enterprise estimates.

Source Use in this skill Limit
US EPA: emission-factor basics Activity × factor × remaining fraction and factor interpretation Average factors are not source-specific limits or proof of compliance
EPA 2017 inventory guidance Separate capture, pollutant removal, operating effectiveness and penetration The implemented activity-weighted operational field needs task evidence; regulatory terms are not universally interchangeable
EMEP/EEA Guidebook 2023, factor viewer Source-category/technology applicability, factor discovery and inventory quality No numeric factor copied into the toy input; consult official chapter/version for a real use case
IPCC 2006 Energy Scope-aware greenhouse-gas activity/factor guidance Not a criteria-pollutant factor replacement
K-Dense exploratory-data-analysis skill Explicit local input root, bounded schema, missing/zero distinction and scoped checks Organization/validation ideas only; no copied script or installation
K-Dense scientific-critical-thinking skill Separate observations, assumptions, applicability and unsupported conclusions Not a scientific certification

The two reviewed external skills identify MIT licensing; the repository’s license was inspected. AirMosaic’s calculator, inputs, tests and prose were independently authored. No third-party source code, repository or dependent package was vendored or installed. Future copying of substantial material would require its applicable notice and a fresh review.

The National Data and permit portals listed in the method are candidate data-preparation channels. Their complete contents, record permissions, exports and historical coverage were not verified; no real data were acquired from them. No automated factor selection or source download is implied.