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Hamilton is a lightweight in-process framework to define, execute, and observe directed acyclic graphs (DAGs) that express data transformations. In Hamilton one can express complex DAGs of transformations, e.g. from dataframe transformations (using pandas, polars, PySpark), machine learning pipelines, through to regular software engineering API request and LLM API based workflows. Observability hooks are built into the framework. The Hamilton UI is a self- hostable service to captureobservability output from workflow runs. Apache Software Foundation incubation will establish Hamilton as a community-driven standard. Hamilton has been incubating since 2025-04-12. ### Three most important unfinished issues to address before graduating: 1. Finish repo setup. 2. Go through first release process. 3. ### Are there any issues that the IPMC or ASF Board need to be aware of? No ### How has the community developed since the last report? N/A ### How has the project developed since the last report? N/A ### How would you assess the podling's maturity? Please feel free to add your own commentary. - [X] Initial setup - [ ] Working towards first release - [ ] Community building - [ ] Nearing graduation - [ ] Other: ### Date of last release: No apache release yet. ### When were the last committers or PPMC members elected? 2025-04-12 ### Have your mentors been helpful and responsive? No answer. ### Is the PPMC managing the podling's brand / trademarks? Name is approved: https://issues.apache.org/jira/browse/PODLINGNAMESEARCH-235 ### Signed-off-by: - [ ] (hamilton) Kevin Ratnasekera Comments: - [X] (hamilton) Ayush Saxena Comments: In the initial stage: setting up resource & gearing up for the first ASF release - [X] (hamilton) PJ Fanning Comments: ### IPMC/Shepherd notes: