Blog — AER LABS

Notes on inference, systems, and proofs.

2026
FairBot and Its Mirror: An Open Problem in Open-Source Game Theory Is a Proof-Length Problem
Building an LLM Inference Engine from Scratch (Part 2)
Building an LLM Inference Engine from Scratch (Part 1)

2025
Beyond the Token Wall: How REFORM Redefines Long-Context AI Inference
Scaling AI Inference: How NVIDIA Dynamo Delivers High-Performance Open Source Serving
dstack: The New Default GPU Orchestration Stack
Optimizing Embedding Model Inference
4 Surprising Truths About Scaling RL to Production
Why Your AI Gives Different Answers: Floating-Point Non-Associativity
Edge AI and Hardware Co-Design
Understanding High Throughput LLM Inference Systems

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