https://pypi.org/project/contradish/ Recent updates to the Python Package Index for contradish en https://pypi.org/project/contradish/1.3.0/ Close the repair loop: contradish improve runs the benchmark, rewrites your system prompt, re-runs, and returns the diff in CAI Strain in one command. Equivalence is audited per case so the headline number reflects model failure, not benchmark framing. CAI-Bench v2: 20 domains, 2,160 strain tests, 8 adversarial techniques. Wed, 13 May 2026 20:59:15 GMT https://pypi.org/project/contradish/1.2.0/ CAI Strain testing for LLM apps. Find CAI failures (drift), patch them, train against them. Equivalence between paraphrases is audited per case so the headline number reflects model failure, not benchmark framing. CAI-Bench v2: 20 domains, 2,160 strain tests, 8 adversarial techniques. Wed, 13 May 2026 12:55:38 GMT https://pypi.org/project/contradish/1.1.0/ CAI Strain testing for LLM apps. Find CAI failures (drift), patch them, train against them. CAI-Bench v2: 20 domains, 2,160 strain tests, 8 adversarial techniques. Failure fingerprinting, pytest plugin, GitHub Action, SARIF output, regression gating, and prompt repair. Tue, 12 May 2026 18:04:19 GMT https://pypi.org/project/contradish/0.7.0/ CAI testing for LLM apps. Consistency scoring, failure fingerprinting, pytest plugin, GitHub Actions, SARIF output, integration exporters (Langfuse, Phoenix), audit export, regression gating, and prompt repair. Fri, 17 Apr 2026 19:26:21 GMT https://pypi.org/project/contradish/0.5.1/ CAI testing for LLM apps. Consistency scoring, failure fingerprinting, integration exporters (Langfuse, Phoenix), audit export, regression gating, and prompt repair. Thu, 26 Mar 2026 01:29:43 GMT https://pypi.org/project/contradish/0.5.0/ CAI testing for LLM apps. Consistency scoring, failure fingerprinting, integration exporters (Langfuse, Phoenix), audit export, regression gating, and prompt repair. Thu, 26 Mar 2026 01:20:42 GMT https://pypi.org/project/contradish/0.4.3/ CAI testing for LLM apps. Prebuilt policy packs, shareable HTML reports, regression gating, live Contradiction Firewall, and automated prompt repair. Wed, 25 Mar 2026 21:24:54 GMT https://pypi.org/project/contradish/0.4.2/ CAI testing for LLM apps. Prebuilt policy packs, regression gating, live Contradiction Firewall, and automated prompt repair. Wed, 25 Mar 2026 21:05:54 GMT https://pypi.org/project/contradish/0.4.1/ CAI testing for LLM apps. Detects CAI failures, gates CI/CD on consistency regressions, and blocks live contradictions with the Firewall. Wed, 25 Mar 2026 20:53:20 GMT https://pypi.org/project/contradish/0.4.0/ CAI testing for LLM apps. Detects CAI failures, gates CI/CD on consistency regressions, and blocks live contradictions with the Firewall. Wed, 25 Mar 2026 20:38:58 GMT https://pypi.org/project/contradish/0.3.0/ CAI testing for LLM apps. Detects CAI failures — when your app gives contradictory answers to semantically equivalent inputs. Returns a CAI score per rule. Wed, 25 Mar 2026 11:14:23 GMT https://pypi.org/project/contradish/0.2.4/ Contradish is an open-source reasoning stability testing library for LLM applications. It detects contradictions, measures consistency, and catches regressions before they ship. Fri, 20 Mar 2026 22:18:53 GMT https://pypi.org/project/contradish/0.2.3/ Contradish is an open-source reasoning stability testing library for LLM applications. It detects contradictions, measures consistency, and catches regressions before they ship. Fri, 20 Mar 2026 22:05:15 GMT https://pypi.org/project/contradish/0.2.2/ Contradish is an open-source reasoning stability testing library for LLM applications. It detects contradictions, measures consistency, and catches regressions before they ship. Thu, 19 Mar 2026 05:58:21 GMT https://pypi.org/project/contradish/0.2.1/ Contradish is an open-source reasoning stability testing library for LLM applications. It detects contradictions, measures consistency, and catches regressions before they ship. Thu, 19 Mar 2026 02:08:13 GMT https://pypi.org/project/contradish/0.2.0/ Contradish is an open-source reasoning stability testing library for LLM applications. It detects contradictions, measures consistency, and catches regressions before they ship. Thu, 19 Mar 2026 01:20:33 GMT https://pypi.org/project/contradish/0.1.1/ Reasoning stability testing for LLM applications — detect contradictions, measure consistency, catch regressions before they ship. Wed, 18 Mar 2026 09:17:31 GMT https://pypi.org/project/contradish/0.1.0/ Reasoning stability testing for LLM applications — detect contradictions, measure consistency, catch regressions before they ship. Wed, 18 Mar 2026 03:40:31 GMT