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Insights on AI infrastructure, fine-tuning and self-hosted enterprise solutions

Building Harvey: Legal AI Fine-Tuning for El Salvador

Building Harvey: Legal AI Fine-Tuning for El Salvador

How I built an AI model specialized in Salvadoran jurisprudence: from collecting 6,600+ judicial resolutions to generating synthetic data with legal reasoning traces to train an LLM with LoRA.

AIFine-TuningLoRA+7

Fredy Rivera

Fredy Rivera

Founder

Apr 7, 202614 min

Horizontal Scaling for Self-Hosted Image Generation

Horizontal Scaling for Self-Hosted Image Generation

How we overcame the vertical scaling barrier of AI models: when each new request doubled generation time, we migrated to batching + distributed inference. One forward pass, multiple images, automatic load balancing across GPUs. From bottleneck to scalable system.

AIImage GenerationFastAPI+3

Fredy Rivera

Fredy Rivera

Founder

Jan 12, 202610 min