The agent assembled a comprehensive explanation of MySkillsFuture by combining direct page fetches (About page, SkillsFuture Credit details) with web search results pointing to secondary sources and FAQs. The main domain was largely inaccessible (403 errors on root and course portal), forcing reliance on deep-linked content pages and third-party guides. Despite this friction, the agent successfully synthesized what MySkillsFuture does, who it serves, its pricing model, and how it differs from alternatives, though some details (exact eligibility, AI tool specifics, inter-portal relationships) remained unclear or were inferred from partial information.

• ›Step [4] (About page) and step [6] (SkillsFuture Credit page) were the only directly fetched content-bearing pages from the domain itself; both returned HTML but required parsing. The About page meta-description provided the core definition ('one-stop online portal'), and the Credit page explained the financial model.
• ›Steps [8], [9], [10] sourced information from search results and secondary sources (TribeAcademy, MySkillsFuture student portal FAQs). The agent did not fetch these secondary sources directly but used search snippets and inferred answers, indicating the domain's own pages did not fully document key concepts (e.g., who it's for, comparison to alternatives).
• ›The site's navigation structure is fragmented across multiple subdomains and deep URLs (myskillsfuture.gov.sg/content/portal/*, courses.myskillsfuture.gov.sg, skillsfuture.gov.sg), with the root domain and course portal returning 403 errors. This forced the agent to rely on search-discovered URLs rather than organic crawl, reducing discoverability and coherence.
• ›The agent explicitly called out five areas of confusion or missing information: portal relationship clarity, AI tool integration mechanics, Careers & Skills Passport sharing mechanics, eligibility criteria for non-citizens, and course approval standards. These gaps reflect incomplete or scattered documentation on the live domain.
• ›The agent did not gain interactive access to the platform (no successful login, no form submission, no course browsing). All conclusions are based on informational pages and third-party guides, not live platform exploration.