smallmodels.ai

smallmodels.ai is the home for small, capable AI—practical tools, recipes, and benchmarks for building models that run on-device or at the edge with predictable latency, strong privacy, and sensible costs. We turn research into working playbooks: quantization, distillation, pruning, and retrieval strategies that actually ship. Compare compact architectures and hardware targets with vendor-neutral benchmarks plus cost/latency calculators, then grab reference projects for mobile, desktop, serverless, and microcontrollers. Learn from concise case studies and postmortems on deploying SLMs in production, with checklists for evaluation, safety, and monitoring. Explore opinionated guides to sizing, compression, and inference optimization, alongside battle-tested patterns for caching, streaming, and fallback. Whether you’re a startup racing to MVP or a product team shaving milliseconds, smallmodels.ai helps you build faster, lighter, and smarter—without sacrificing reliability.

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