Repo hardening: fix install instructions, dead imports, hygiene#1
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cognis-digital wants to merge 3 commits into
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Repo hardening: fix install instructions, dead imports, hygiene#1cognis-digital wants to merge 3 commits into
cognis-digital wants to merge 3 commits into
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- fix 1 broken `pip install` line(s) in README (package is not on PyPI; use the working git+https install) - remove 4 unused import(s) (ruff F401/F811)
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June 13, 2026 08:10
…ge overview and install instructions The demo corpus flood-* documents all had identical embeddings, which compressed the MAD to near-zero and caused kb-2 (a clean document) to be flagged as a norm outlier (robust z = -4.0). Fixed by giving each flood-* document a slightly different embedding while keeping the texts identical — the duplication detector still catches the flooding attack, and clean kb-* documents now pass the embedding anomaly detector without false positives. Also added a plain-language "What is this?" section and comprehensive install scripts (install.sh + install.ps1) via the enrich pipeline.
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This PR applies a few small, mechanically-verified hardening fixes found by an automated audit of the Cognis suite:
pip installline(s) in README (package is not on PyPI; use the working git+https install)Each change is deterministic; all touched Python files were confirmed to still compile (
py_compile) before this PR was opened.