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llm citations

81 bài viết llm-citations

81 articles · Page 1 of 7

referenceintermediate6 min read

AEO Anchor Text Phrasing Reference

Reference for AEO anchor text phrasing: how AI engines verbalize citations with 'according to', brand-stem patterns, and reporting-verb selection.

frameworkbeginner7 min read

AEO for Glossary Definition Queries: Schema, IA, and Cross-Linking

Framework for optimizing glossary pages for AI answer engines: term-definition block patterns, DefinedTerm schema, A-Z navigation, and cross-link density.

guideintermediate9 min read

AEO for How-To Queries: Winning Step-by-Step Answers in AI Engines

How to optimize step-by-step content so ChatGPT, AI Overviews, and Perplexity extract your procedures as the cited how-to answer.

guideintermediate7 min read

AEO for Statistical and Data Queries

AEO for statistical and data queries: how to win 'how many', 'what percent', and 'when did' answers with stat-first sentences, source attribution, and Dataset schema.

guideintermediate12 min read

Google AI Mode Optimization Guide

How to optimize content for Google AI Mode: query fan-out, depth, follow-up seeding, and citation patterns that earn AI Mode mentions.

referencebeginner13 min read

What Is AI Answer Extractability? Score, Signals, and Optimization

AI answer extractability measures how easily answer engines can lift a clean, self-contained answer from a page. Definition, signals, scoring, and optimization.

guidebeginner10 min read

What Is an Answer Engine? Definition, Examples, and AEO Implications

Answer engines like ChatGPT, Perplexity, and Google AI Overviews deliver direct synthesized answers with citations instead of link lists. Learn the definition, history, and AEO impact.

referencebeginner13 min read

What Is Passage Retrieval?

Passage retrieval extracts the most relevant paragraph from a page to answer a query. Learn how it powers AI Overviews, citations, and AEO.

specificationintermediate7 min read

Agent Conversation Summarization: Triggers, Schema, and Retention

Specification for compressing agent conversation history into running summaries: triggers, summary schema, retention rules, and recovery patterns for long-running chats.

specificationadvanced11 min read

Agent Evaluation Harness Documentation: How to Spec an Eval Suite for AI Agents

Specification for documenting an AI agent evaluation harness — eval suites, scorers, datasets, and trajectory grading that humans and docs agents can both consume.

specificationintermediate7 min read

Agent Knowledge Base Integration: RAG, MCP, and Direct API Patterns

Spec for connecting AI agents to internal knowledge bases via RAG vector stores, MCP servers, or direct retrieval APIs with provenance and ACL stamping.

specificationadvanced9 min read

Agent Replay Attack Prevention Spec

Agent replay attack prevention spec covering per-request nonces, idempotency keys with bounded TTL, HMAC request signing, and replay windows for prompts and tool calls.

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