Knowledge Integration Blog

Deep dives into GraphRAG, knowledge graphs, AI architectures and the future of enterprise knowledge systems.

WOR

Vibe coding is just coding: a disciplined setup for working with agents

The effort did not disappear when I stopped writing code by hand — it moved to the front. A tour of how I actually work in Cursor, and why delegating the keystrokes raises the bar rather than lowering it.

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SEC

Secure data foundations: getting your AI system right from the start

Every AI system — from a single chatbot to a multi-agent orchestration — stands on the same footing: secure data foundations. Here is how to think about the data your models touch, and why the only controls you can trust live outside the model.

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DOT

Introducing Dotty: a semantic search protocol for the open web

What if every website could answer questions from an AI agent instantly, without sending content to a third party? Dotty is a lightweight open protocol that moves the expensive work offline.

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AGE

Amazon Bedrock AgentCore Memory: from rote recall to organisational intelligence

A deep dive into the memory architecture that turns every customer interaction into organisational intelligence — from verbatim session logs to cross-user reflections.

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GRA

Why GraphRAG outperforms vector-only RAG for enterprise knowledge retrieval

A deep technical comparison of graph-based versus pure vector retrieval — and why the structural relationships in knowledge graphs matter for complex, multi-hop queries.

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LLM

Grounding LLMs in private knowledge: a practical guide to hybrid RAG

How to combine the reasoning power of frontier LLMs with the precision and recency of your organisation's proprietary knowledge — without hallucination.

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RES

The state of knowledge graph embeddings in 2026

A survey of the latest embedding techniques for knowledge graphs — from TransE to RotatE to the newest transformer-based approaches — and what they mean for practitioners.

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