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#inference

9 posts tagged inference.

News & Updates

AI digest: Reality bites back

Massive funding rounds for coding agents, Google's spelling problems, and new techniques for faster AI inference.

ai-news digest funding coding-agents inference

Thoughts

On-device inference just turned the cloud into expensive nostalgia

Local AI frameworks are making cloud APIs look like dial-up modems in the broadband era.

on-device inference local-first agents

Modular training just turned neural networks into LEGO blocks

Block-wise training frameworks are breaking monolithic models into independently trainable components, and it's about to change everything.

modular-training architecture inference

Quantisation just turned model deployment into digital archaeology

We're compressing models so aggressively that deployment has become an exercise in reconstructing what the original model was supposed to do.

quantisation deployment compression inference

Memory bandwidth just became the new CUDA bottleneck

Whilst everyone obsessed over compute cores, memory bandwidth quietly became the real constraint choking AI performance.

inference bandwidth hardware-optimization

Reasoning phases are just expensive preprocessing with delusions of intelligence

Adding a 'thinking step' before generation is just prompt engineering disguised as architectural innovation.

reasoning inference performance

On-device inference just became the only game worth playing

Google killing TensorFlow Lite for LiteRT proves the industry has finally picked a side in the deployment wars.

edge-computing inference privacy mobile-ai

Tools & Experiments

LiteRT

Google's new universal on-device inference framework that replaces TensorFlow Lite and now supports PyTorch models.

experimental
edge-deployment mobile-ai inference tensorflow

NVIDIA AITune

Open-source toolkit that automatically finds the fastest inference backend for any PyTorch model.

experimental
pytorch inference optimization nvidia tensorrt