May 9 · 6 min read · Make the system explain itself At some point, every agentic stack becomes a black box. You know it's working because posts are going out. You know it's broken when they stop. The gap between those two states — degraded, partially offline, silently fa...
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May 2 · 7 min read · Graphify is the open-source AI coding skill that turns any folder of code, documentation, papers, images, or videos into a queryable knowledge graph — and it reached 28,000 GitHub stars in its first two weeks. If you use Claude Code, Codex, Cursor, G...
Join discussionApr 24 · 8 min read · Original: GraphRAG: Unlocking LLM discovery on narrative private data - Microsoft Research In early 2024, Microsoft published a technical blog post. The core message boils down to one sentence: Traditional RAG falls short with complex data, and Gra...
Join discussionApr 24 · 9 min read · You thought the hardest part of GraphRAG was "building the graph." In reality, the hardest part is "assigning entity types" — even when you've predefined a strict type schema. 1. A Real-World Dataset We ran GraphRAG entity extraction on 3GPP TS 23.5...
Join discussionApr 24 · 6 min read · When AI stops just "looking things up" and starts truly "understanding" your question. 1. Let's Start with an Everyday Scenario Imagine you're a new employee at a company. On your first day, you want to know "the most important project updates from ...
Join discussionApr 18 · 6 min read · The vector search returned seven chunks about "database indexing strategies" for a query about "machine learning model training." All seven had cosine similarity scores above 0.72. All seven were confidently, precisely wrong. This is the failure mode...
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