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Automated generation with an AI chain
Queued jobs try providers in configurable order. On rate limit they fall back to the next; if all are exhausted, they defer and retry.
autobot.constructhub.org
Web content generated and curated with AI
A platform of web-development guides and courses, with automated article generation via a multi-provider AI chain and an editorial calendar.
Stack used to build the product.
How the system is structured: interfaces, backend, infrastructure, and operational flow.
What the product does, in detail.
01
Queued jobs try providers in configurable order. On rate limit they fall back to the next; if all are exhausted, they defer and retry.
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Topics (guides, lessons, spinoffs) scheduled on a calendar, with daily refill, continuous or batch dispatch, and weekly AI planning of new topics.
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Course catalog with modules and lessons. Lessons enter the editorial queue in strict order and can auto-generate related spinoff articles.
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Protected admin area for dashboard, articles (publish/reject/regenerate), categories, tags, courses, editorial plan, AI jobs, and API logs.
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Bearer endpoint that returns meta title, description, and HTML/Markdown synchronously or async (with polling and optional email), without publishing on the site.
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Home, articles, categories, tags, search, courses and lessons, sitemap.xml, SEO/Open Graph meta, and content attribution.
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When LLMs are unavailable, a web provider researches and synthesizes from trusted sources such as Wikipedia and MDN.
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AI job and log tracking with stale-job retry, plus page-view and tile-click analytics viewable in admin.