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Your GenAI Is Flying Blind. It’s Time to Give It Real-Time Vision

Blog post from DeltaStream

Post Details
Company
Date Published
Author
Hojjat Jafarpour
Word Count
1,183
Company Posts That Month
1
Language
English
Hacker News Points
-
Post removed?
No
Summary

Many organizations are developing Generative AI (GenAI) applications using Retrieval-Augmented Generation (RAG) to connect Large Language Models (LLMs) with proprietary data, but these systems often suffer from a "stale context gap" due to reliance on batch-updated databases. This lag can be problematic in fast-moving domains where real-time information is crucial, such as e-commerce, finance, and logistics. To address this, a Real-Time Context Engine is proposed, which continuously processes events and maintains up-to-date views of the latest state, enhancing the situational awareness of AI agents. This engine works alongside Real-Time RAG by providing live data streams from various sources, enabling AI to act on the most current information. By integrating static knowledge from documents with dynamic state awareness, AI systems can deliver more responsive and informed interactions, closing the gap between knowledge and real-time action.

Trends Found in this Post
Trend Post Mentions Total Month Mentions Posts Companies MoM
Real-time 30 4,881 1,155 268 -10%
RAG 20 1,152 244 99 -9%
LLM 7 4,410 670 222 -3%
Vector Search 3 1,772 362 150 +1%
AI Agents 1 3,101 601 194 +4%
Data Pipeline 1 561 209 89 -4%
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