TOOLS
LLM-ORIENTED INSTRUMENTS (NON-INTERACTIVE)
The following artifacts are designed to be consumed by LLM researchers, evaluators, and benchmarking systems.
They are not end-user tools, but canonical machine-readable instruments for longitudinal observation and metric derivation.
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• Learning Triangle
Canonical observational framework for assimilation / behavior / stability analysis.
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• TONL Specification
Formal structured format for machine-ingestible longitudinal knowledge artifacts.
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• Kat3x Tools Overview
High-level overview of Kat3x observational instruments and their conceptual organization.