The portfolio of yuyukosama2004: full-stack AI products, RAG systems, agent tooling, and notes on how they are built and tested.https://www.execute42.top/enhttps://www.execute42.top/en/blog/building-evidence-backed-research-mcp/https://www.execute42.top/en/blog/building-evidence-backed-research-mcp/Moving from search results to reviewable conclusions requires source snapshots, claim links, conflict handling, and versioned artifacts—not just a browser tool.Tue, 14 Jul 2026 00:00:00 GMTMCPWeb ResearchVerifiable AIhttps://www.execute42.top/en/blog/why-ai-writing-needs-canon-boundaries/https://www.execute42.top/en/blog/why-ai-writing-needs-canon-boundaries/Models can generate plot ideas and prose quickly, but long-form work stays coherent only when suggestions, drafts, and accepted facts remain separate.Tue, 14 Jul 2026 00:00:00 GMTAI WritingHuman-in-the-loopArchitecture