The Alchemyst AI Blog

The Road to AGI: Broken promises, Hallucinations, Memory, RAG and Context

By now, almost everyone knows for a fact that AGI cannot be achieved through just scaling compute - there’s the fundamental function of context that’s missing. But we’ve been wrongly doing “context engineering” as two separate components - memory and RAG. Here’s why.

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 .

Introducing the Alchemyst Chrome Extension

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.