feat(docs): autonomous structured expansion on knowledge-distillation

[beginwebdev2002]

Autonomously expanded the documentation ecosystem by adding ai-agent-knowledge-distillation.md focusing on optimizing the execution latency and deterministic nature of AI Agents. The document adheres to strict architecture standards, includes YAML frontmatter with 2026 dates, follows the 4-step architectural pattern, implements Mermaid visual design tokens, eliminates weak language in favor of strict rules (O(1), MUST), incorporates an internal routing backlink, and has been indexed globally in both _sidebar.md and README.md.

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PR created automatically by Jules for task 5552082707188294253 started by @beginwebdev2002

[google-labs-jules]

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