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By Rishit Murarka - The Alchemyst AI Blog

Journaling how we make Alchemyst AI the best and most trusted context layer in the world.

The Pareto Frontier for Context: Alchemyst achieves cost-performance optimality
January 20, 2026 (4mo ago)•13 min read

The Pareto Frontier for Context: Alchemyst achieves cost-performance optimality

Alchemyst is a specialized Context Layer for AI that transforms vast raw memory into precise, relevant context for the current interaction, preventing the hallucinations and noise common in standard memory solutions . By focusing on intelligent retrieval rather than just storage, it achieves the Efficiency Frontier: delivering top-tier recall accuracy (80% on ConvoMem) at a fraction of the market cost (~$0.06 per million tokens vs. ~$6.00+) . This architecture allows developers to build scalable, long-term intelligent agents without compromising on performance or price .

Rishit Murarka
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Context Is Everything: The Science of Embeddings in LLMs
January 20, 2026 (4mo ago)•3 min read

Context Is Everything: The Science of Embeddings in LLMs

This article explains how modern Large Language Models use context embeddings to understand meaning, maintain conversation flow, and reason intelligently. You’ll learn how embeddings form the fundamentals of LLMs.

Rishit Murarka
Alchemyst AI

The ONLY AI context engine that you can verify. Carry your context everywhere.

founders@getalchemystai.com

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