#deployment
7 posts tagged deployment.
Thoughts
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.
Training checkpoints just became live production systems
The gap between training and deployment is disappearing, and we're not ready for the operational nightmare that's coming.
Knowledge distillation is just academic procrastination disguised as optimisation
We're spending months teaching small models to mimic ensemble behaviour instead of just building better single models from the start.
Production deployment is the new frontier research
While researchers obsess over benchmarks, the real breakthroughs are happening in production environments where models meet reality.
Confidence scores are just anxiety for algorithms
Teaching models to second-guess themselves won't save us from production disasters.
Infrastructure abstractions are the real AI safety problem
While everyone debates alignment theory, the real danger is hiding critical AI system failures behind pretty interfaces.
Small models are eating the world while everyone chases frontier performance
The industry's obsession with parameter counts is missing the real revolution happening at 0.8B parameters.