{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/8"}],"enrichment":{"capability":"anima-python provides a command-line interface to the anima consciousness engine for measurement, evaluation, serialization, and corpus generation, runnable with only numpy on systems without the hexa toolchain.","skillfed_tags":["cli-tool","model-evaluation","numpy-native"],"use_cases":["Run model evaluation and measurement on systems without hexa installed, using only numpy","Generate procedural learning corpora in different formats (derivtrace or flat) for training pipelines","Serialize and deserialize model checkpoints when torch is available via the [train] extra","Execute hyperparameter sweeps across multiple arms and objectives in a training pool","Access the anima consciousness engine's chat interface as an entry point to hexa workflows"],"what_it_does":"anima-python is a command-line interface to the anima consciousness engine, designed to run on systems without the hexa toolchain. It wraps a single dispatcher (cli/anima.py:main) and is distributed via pip as an alternative to the hexa channel installation. The package provides measurement, evaluation, serialization, and corpus generation capabilities.\n\nThe base installation requires only numpy and supports evaluation, corpus generation, and a chat stub. Optional [train] extras add torch and datasets for serialization, hyperparameter sweeps, and training workflows. Commands like evaluate produce measurements compatible with hexa's deterministic evaluation path and are considered terminal-eligible. Larger checkpoints (303M+) are restricted from mini environments.","worth_installing":"Yes, if you need a lightweight, numpy-only CLI for anima engine evaluation and corpus generation on hexa-free systems. The low install friction and active maintenance are favorable. However, verify the license status before production use, and confirm the package is available on PyPI (documentation indicates it may still be awaiting publication). The [train] extras add significant dependencies; install only if you need those capabilities."},"id":"anima-python","links":{"html":"https://skillfed.io/packages/anima-python","md":"https://skillfed.io/packages/anima-python.md","pypi":"https://pypi.org/project/anima-python/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-07-26","license_spdx":null,"license_treatment":"unclear","name":"anima-python","python_support":"supports_current","summary":"anima substrate-native consciousness engine \u2014 py CLI (measurement/eval \u00b7 serialize \u00b7 corpus \u00b7 sweep), hexa-toolchain-free numpy distribution"},"popularity":{"monthly_downloads":173389,"position":10311,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"0.20.245"}