axiom-foundation-models-diag

Foundation Models issues manifest as context window exceeded errors, guardrail violations, slow generation, availability failures, and unexpected output. Core principle 80% of Foundation Models problems stem from misunderstanding model capabilities (3B parameter device-scale model, not world knowledge), context limits (4096 tokens), or availability requirements—not framework bugs.

If you see ANY of these, suspect a Foundation Models misunderstanding, not framework breakage:

Critical distinction Foundation Models is a device-scale model (3B parameters) optimized for summarization, extraction, classification—NOT world knowledge or complex reasoning. Using it for the wrong task guarantees poor results.

Foundation Models の問題 (コンテキストの超過、ガードレール違反、生成の遅さ、可用性の問題、サポートされていない言語、予期しない出力) をデバッグするときに使用します。生産危機防御を備えた体系的な診断。 ソース: megastep/codex-skills。