Engineering Journal

Ideas from the
machine room.

Technical writing from the AXON engineering and research teams.

Scaling Transformer Inference Without Burning Your Infrastructure Budget
EngineeringFeatured

Scaling Transformer Inference Without Burning Your Infrastructure Budget

How modern attention mechanisms and speculative decoding combine to achieve 3× throughput at 40% cost on production LLM workloads.

Dr. Mira Osei·2026-02-28·8 min read
Vector Databases in Production: What Nobody Tells You
Infrastructure

Vector Databases in Production: What Nobody Tells You

Tomás Reyes·12 min read
Fine-Tuning vs. RAG: A Framework for Making the Right Choice
Architecture

Fine-Tuning vs. RAG: A Framework for Making the Right Choice

Yuki Tanaka·6 min read
MLOps Observability: Monitoring What Actually Matters
MLOps

MLOps Observability: Monitoring What Actually Matters

Amara Okonkwo·9 min read
Building an LLM Evaluation Framework That Actually Scales
Engineering

Building an LLM Evaluation Framework That Actually Scales

Dr. Mira Osei·11 min read
Synthetic Data Generation at Scale: Lessons from 50M Training Examples
Data

Synthetic Data Generation at Scale: Lessons from 50M Training Examples

Tomás Reyes·14 min read
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