aimake 2.0: An Open-Source Incremental Build System That's Make for AI Pipelines
Miserable_Extent8845 · reddit · 2026-09-04
A developer shipped aimake 2.0, an open-source incremental build system for AI/ML pipelines. It builds a dependency graph and uses SHA-256 content fingerprints to detect what actually changed, reusing cached results so changing one prompt doesn't rerun everything. Version 2.0 adds incremental/parallel builds, content-addressed caching, plan/build/explain CLI, cost and token estimation, a TUI and web dashboard, experiment tracking, lineage and reproducibility, Python/TypeScript SDKs, S3 shared cache, and plugins for Hugging Face, W&B, DVC, Docker, and Ollama.
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