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People often remember a document’s meaning rather than its filename. DigUp is a candidate for local search, but its value depends on your files, versions and exceptions.

Use your own model inside a familiar coding agent. A practical Ollama starting point, context checks and the difference between a local app and a local workflow.

Claude Code turned a simple goal into a local app that detects cars and parking occupancy in a camera stream. The reusable pattern matters more than the prompt: an agent inspects the input, selects a small vision model, builds a zone editor, and keeps inference local.

Apple gives developers a native path to on-device and Private Cloud Compute models. For companies, the practical value is privacy, latency, structured output, and app-level actions.

Google released Gemma 4 12B, a local multimodal model for text, images, audio, and video. The key idea is an encoder-free approach and easier deployment on your own hardware.