Data & AI
All posts
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Superlinked — Compute Framework for Vector Search and AI Inference
What is Superlinked?
Superlinked is an open-source compute framework (Apache 2.0) designed to transform complex data into vector embeddings for
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Context engineering for agents: a 1M token window cannot save dirty context Model 2026 is racing to reach 1M context, but over 70% of LLM application errors still stem from incorrect and redundant context. Managing context like managing operating system memory — that is the discipline to learn.
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Self-hosting LLMs with vLLM: cost analysis and a checklist before leaving APIs At stable volumes, self-hosting is 8–18x cheaper per token than APIs — but only if you calculate the break-even formula correctly and can afford the operational costs. A financial + technical problem for VN tech leads in 2026.