aimake: Incremental Build System for AI/ML Pipelines
Miserable_Extent8845 · reddit · 2026-09-02
The author released aimake, an incremental build system for AI/ML pipelines inspired by Make. It builds a dependency graph and uses content-based fingerprinting (instead of timestamps) to rebuild only steps with changed inputs. This avoids recomputing expensive steps like dataset preprocessing or embeddings when just the prompt changes.
Key Features:
- Content-hash based caching
- Incremental and parallel builds
- plan / build / explain CLI tools
- Experiment comparison and hyperparameter search
- Plugins for S3, Hugging Face, DVC, Docker, Ollama, and W&B
It is ideal for RAG, evaluation, and other iterative AI workflows.
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