Fetchable Is Not Cited: What You Can Actually Ship for AI Search
architecture
AEO and GEO pitches promise citations. What a site can ship is crawl and representation. This post shows where that line sits, using itself as the example.
Read moreI am a Senior Staff Software Engineer with 16+ years of experience designing, architecting, and delivering enterprise-scale software platforms. My current focus is Enterprise AI — Generative AI, Agentic AI, Retrieval-Augmented Generation (RAG), and LLMs — turning AI concepts into production-ready solutions.
architecture
AEO and GEO pitches promise citations. What a site can ship is crawl and representation. This post shows where that line sits, using itself as the example.
Read moreengineering-practice
Handoffs got cleaner — output still drifted. The missing layer is upstream planning: lock decisions before the agent writes code. Sequel to the vibe-coding handoff article.
Read moreVibe coding’s real failure mode is handoff, not the model. A process (and later an Agent Skill) that keeps project memory across chats.
Read on LinkedInAI apps need more than classic logs and traces — data, agent/model, and infrastructure observability. A CrewAI + OpenTelemetry + Grafana walkthrough.
Read on LinkedInTraditional RAG and GraphRAG hit quality or cost walls. LightRAG’s dual-level retrieval, explored on India’s RTI Act 2005.
Read on LinkedInn8n agentic greeter exploring sequential vs concurrent orchestration and contract-first JSON protocols.