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Production Dataset Preparation Pipeline: A Case Study

Executive Summary In enterprise artificial intelligence implementations, dataset preparation is frequently underestimated as mundane data munging, yet it repres…

Acadify Engineering Team 4 min read

Real-Time Multi-Agent Customer Routing: Architecture & Code

Real-time customer routing with multiple AI agents is a systems problem: the routing layer must choose the right capability quickly, enforce policy boundaries, …

Acadify Engineering Team 6 min read

AWQ vs GPTQ vs FP8: Quantization Accuracy

In this critical showdown, we pit AWQ, GPTQ, and FP8 against each other in terms of quantization accuracy degradation. Our benchmark test environment consists o…

Acadify Engineering Team 4 min read

Hybrid Mamba-Transformer MoE for Long Context

Abstract & Executive Synthesis This research report explores the use of Hybrid Mamba-Transformer MoE architectures for long-context retrieval tasks. We investig…

Acadify Engineering Team 4 min read

Hybrid Mamba-Transformer MoE: Long-Context Retrieval

This report presents a comprehensive analysis of Hybrid Mamba-Transformer MoE Architectures for Long-Context Retrieval tasks. We compare the performance of vari…

Acadify Engineering Team 4 min read
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