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NVIDIA's latest DGX Spark update is less about another agent demo than about reducing the friction between owning local AI hardware and running a useful, sandboxed, inspectable agent stack.
DeepSeek V4’s preview models pair million-token context with aggressive economics. Closed labs can sell mystique, but builders will be doing the math.
Ollama’s new JSON-schema constraints bring sanity to local AI, replacing fragile regex parsing with actual validation boundaries.
Mistral Small 3.1 proves that the most important open models aren't the largest ones, but the ones you can actually afford to deploy locally.
DeepSeek R1 combines MIT-licensed weights, distilled checkpoints, and aggressive pricing to make open reasoning a practical engineering option rather than just a philosophical debate.