ENGINEERING DOMAIN
AI & Automation
AI systems, voice AI, retrieval, automation and control-plane integration.
AI systems, voice AI, retrieval, automation and control-plane integration.
0 projects · 2 pieces of writing
GraphRAG Is Useful When the Question Is About Relationships, Not SimilarityVector retrieval is excellent when the answer lives near semantically similar text. Graph-oriented retrieval earns its cost when the answer depends on relationships, communities, or evidence spread across multiple parts of a corpus.
Voice AI Latency Is a Waterfall, Not One NumberA voice agent can report fast STT, fast LLM, and fast TTS while still feeling slow because endpointing, network boundaries, tool calls, buffering, and playout delays accumulate between those component timers.