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Cognilium AI

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Enterprise AI consultancy, founded 2019 in Karachi. Clients in US, UAE, Pakistan. Engineering-grade tech news on LLMs, GraphRAG, multi-agent systems, voice AI, AI infrastructure. https://cognilium.ai/tech-news

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Claude Fable 5 Is Back Online: What Anthropic Changed, and the Jailbreak-Severity Framework Underneath

Claude Fable 5 Is Back Online: What Anthropic Changed, and the Jailbreak-Severity Framework Underneath

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7 min read
Do You Actually Need a Knowledge Graph?

Do You Actually Need a Knowledge Graph?

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8 min read
Keeping a Knowledge Graph Fresh Without Rebuilding It

Keeping a Knowledge Graph Fresh Without Rebuilding It

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9 min read
How We Score a Knowledge Graph Before We Trust It

How We Score a Knowledge Graph Before We Trust It

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7 min read
The Edge That Shouldn't Exist: Detecting Wrong Relationships in a Knowledge Graph

The Edge That Shouldn't Exist: Detecting Wrong Relationships in a Knowledge Graph

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8 min read
Why AI Agents Join Data That Should Never Connect (And How to Stop It)

Why AI Agents Join Data That Should Never Connect (And How to Stop It)

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6 min read
GraphRAG vs Flat-Vector RAG: Why 2026 Is the Year Graph Retrieval Graduates to Default

GraphRAG vs Flat-Vector RAG: Why 2026 Is the Year Graph Retrieval Graduates to Default

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4 min read
Anthropic just shipped two new Claude models. The interesting one isn’t generally available.

Anthropic just shipped two new Claude models. The interesting one isn’t generally available.

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6 min read
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