docs: publish educational open-source AI agent toolkit

[AjnasNB]

Summary

• rewrites the canonical toolkit route as a neutral educational field guide in the requested eight-category order
• separates orchestration, perception, acquisition, evaluation, memory, and enforcement boundaries
• places Qarinah, Maqam, Cockroach Browser, and Cockroach Crawler only in their accurate categories with an explicit authorship disclosure
• adds 33 official-source tool entries, Article and ItemList structured data, search and llms discovery updates, responsive category navigation, and exact LinkedIn, X, and Medium copy
• removes the product FAQ framing and FAQ schema from this article

Validation

• npm run check - passed, including 182 tests, typecheck, MCP smoke, site and docs checks, benchmark and research-evidence verification, and package dry run
• 33/33 structured-data tool links returned HTTP 200
• desktop 1440x900 and mobile 390x844 visual checks passed with zero horizontal overflow
• mobile sticky-header anchor offset verified
• X copy is 269 characters

Safety and scope

• no paper, DOI, benchmark result, package runtime, version, license, or release artifact changed
• no unsupported ranking or superiority claim
• no merge, deployment, or social posting performed

[AjnasNB]

@cognifyrdotco All required CI checks are green. Please review the educational eight-category open-source AI-agent toolkit article and publication copy.

[AjnasNB]

Branch-name migration only: replacement #102 points to exact head 47cea2fda6765849f68e32cb628b7102a7d13468 on neutral ref docs/open-source-ai-agent-toolkit-20260809. The source tree, commits, base, title/body, review request, and protection requirements are unchanged. Closing this duplicate before deleting only the legacy head ref; no source or main history is rewritten.