Category: Knowledge Model-Driven Q&A


  • Is RAG Dead? Why Domain Schemas Are the Real Elephant in the Room

    The tech world is buzzing after Andrej Karpathy suggested moving to structured Wikis. The hot take? “RAG is dead.” But the real “elephant in the room” isn’t RAG itself-it’s our obsession with rigid domain schemas. A recent post by Andrej Karpathy sparked widespread debate when he suggested that instead of “salami-slicing” documents into fragments for Retrieval-Augmented Generation (RAG), developers should organize…

  • How to unlock trustworthy, transparent, standards-compliant AI

    While AI continues to evolve rapidly, developers and enterprises face a common challenge: maintaining control and transparency without sacrificing the power of generative agents. At Collaboration Tools, we are bridging this gap with a hybrid approach based on our unique Dedoctive technology. 1. Dedoctive Developer Edition: The Power of Hybrid Workflows Dedoctive Developer Edition is…

  • From Months to Hours: The Power of Dynamic Risk Management

    Think of traditional safety analysis like a paper map; it’s static, hard to read, and quickly becomes out of date. Dedoctive is like a live GPS system. It takes all the raw data (the roads), understands the connections (the routes), and updates in real-time as the situation on the ground changes, always showing you exactly…

  • Show Your Working: Trusting AI with Your Safety

    Think of traditional safety analysis like a paper map; it’s static, hard to read, and quickly becomes out of date. Dedoctive is like a live GPS system. It takes all the raw data (the roads), understands the connections (the routes), and updates in real-time as the situation on the ground changes, always showing you exactly…

  • Hybrid AI: The Reliability of a Flowchart with the Brain of an Agent

    Think of traditional safety analysis like a paper map; it’s static, hard to read, and quickly becomes out of date. Dedoctive is like a live GPS system. It takes all the raw data (the roads), understands the connections (the routes), and updates in real-time as the situation on the ground changes, always showing you exactly…

  • Building a Brain for Your Documents

    Think of traditional safety analysis like a paper map; it’s static, hard to read, and quickly becomes out of date. Dedoctive is like a live GPS system. It takes all the raw data (the roads), understands the connections (the routes), and updates in real-time as the situation on the ground changes, always showing you exactly…

  • Why Your Safety Data is Hiding from You (and Why AI Can’t Find It)

    Think of traditional safety analysis like a paper map; it’s static, hard to read, and quickly becomes out of date. Dedoctive is like a live GPS system. It takes all the raw data (the roads), understands the connections (the routes), and updates in real-time as the situation on the ground changes, always showing you exactly…

  • Querying Structured and Unstructured Data Using LLMs—No PhD Required

    We’ve all been there—drowning in our own data, unsure how to even begin asking the right question. Until now, doing anything meaningful with that data usually meant brushing up on query languages, search syntax, or relying on dashboards someone else built. But it doesn’t have to be that way.