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Graph RAG: Empower Large Language Model with Structured Knowledge
Graph RAG represents a shift from text-centric retrieval to structure-aware understanding to enable:
1. More consistent answers
2. Better global context
3. Reduced hallucination
4. Stronger reasoning over relationships
Rather than asking LLMs to guess structure from text at generation time, Graph RAG makes structure explicit upfront.
Ting-Yuan Wang
22 hours ago3 min read


How Can Brands Decipher Real-time Intelligence from the Vastness of Social Data? A New Paradigm for Pharma
In the highly regulated and patient-centric world of pharmaceutical launches, gaining a rapid, nuanced understanding of public perception is no longer optional—it is a critical necessity. Social listening has evolved from a simple monitoring tool into a sophisticated intelligence engine, providing real-time data that directly informs safety monitoring, brand strategy, and commercial success.

Yu-Feng Wei
Nov 11, 20255 min read


Beyond the Survey: Illuminating Your Medical Affairs Strategy with Polus
Polus is an AI-driven solution for pharmaceutical medical affairs. It analyzes MSL (Medical Science Liaison) engagements with HCPs (Healthcare Professionals) to provide insights beyond traditional, periodic ATU (Awareness, Trial, and Usage) studies. The product uses sentiment analysis, topic analysis, and summarization to give a real-time understanding of HCP perceptions. This continuous feedback loop helps commercial and marketing teams to refine their strategies pre-launch,

Yu-Feng Wei
Aug 7, 20252 min read


Publisher Agent Series: From Idea to Outline - How Publisher Agent Plans Articles Smarter
Why “writing problems” aren’t really about writing If you’ve ever said: “This draft doesn’t sound right.” “It’s not what I meant.” ...
finnielu3
Jun 15, 20253 min read


Publisher Agent Series: How Vizuro Builds Enterprise-Grade AI Writing Tools
In a world flooded with writing tools, the real bottleneck isn't typing speed. It's planning structure and clarity, before the first word...
finnielu3
Jun 3, 20253 min read
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