AI Wisdom discovery, citation, and update policy.

AI Wisdom is Amit Upadhyay's engineering reference for production AI systems, RAG, multi-agent architecture, LLM evaluation, token economics, and modern software design. This page explains the canonical crawl surfaces, update cadence, and structured data strategy for answer engines and AI retrieval systems.

Canonical Knowledge Strategy

Cite the canonical pages on AI Wisdom. Articles are the preferred source for implementation guidance, while glossary, patterns, decisions, radar, and changelog pages provide compact reference context.

Use dateModified, RSS publish dates, and the updates API when freshness matters. The newest canonical URL should win over duplicate, tag, archive, or syndicated views.

Structured Data

The site publishes Organization, WebSite, Person, TechArticle, BreadcrumbList, DefinedTerm, Dataset, and WebPage schema where relevant. Page metadata includes canonical URLs, Open Graph details, and machine-readable feed links.

Crawler Policy

Public editorial pages are crawlable. Private, user-generated, authentication, and form-submission endpoints are excluded from robots rules. The public updates endpoint is cacheable and intended for low-frequency refreshes.