Principled-Evolution · kmadan · Aug 31, 2026 · Aug 31, 2026
diff --git a/CITATION.cff b/CITATION.cff
@@ -22,7 +22,7 @@ authors:
     affiliation: "Principled Evolution"
   - name: "Principled Evolution"
     website: "https://principledevolution.ai"
-version: "0.8.0"
+version: "0.8.1"
 date-released: "2026-08-28"
 license: Apache-2.0
 repository-code: "https://github.com/Principled-Evolution/AICertify"

diff --git a/README.hi-IN.md b/README.hi-IN.md
@@ -228,7 +228,7 @@ python -m aicertify.cli \
 <p align="center">
   <picture>
     <source media="(prefers-color-scheme: dark)" srcset="diagrams/diagram5_report_anatomy_dark.svg">
-    <img src="diagrams/diagram5_report_anatomy_light.svg" alt="एक ऑडिट-तैयार रिपोर्ट की संरचना: फ्रेमवर्क नाम, एप्लिकेशन, मॉडल और दिनांक के साथ हेडर; executive summary; policy results table; risk assessment bar chart; remediation guidance; AICertify v0.8.0 का श्रेय देने वाला फुटर" width="85%" />
+    <img src="diagrams/diagram5_report_anatomy_light.svg" alt="एक ऑडिट-तैयार रिपोर्ट की संरचना: फ्रेमवर्क नाम, एप्लिकेशन, मॉडल और दिनांक के साथ हेडर; executive summary; policy results table; risk assessment bar chart; remediation guidance; AICertify v0.8.1 का श्रेय देने वाला फुटर" width="85%" />
   </picture>
 </p>
 
@@ -238,7 +238,7 @@ PDFs खोलिए। यही आपका ऑडिटर चाहता
 
 ## स्थिति
 
-AICertify **beta (v0.8.0)** में है। 1.0 रिलीज़ से पहले API विकसित हो सकता है। आज प्रोडक्शन-तैयार फ्रेमवर्क्स:
+AICertify **beta (v0.8.1)** में है। 1.0 रिलीज़ से पहले API विकसित हो सकता है। आज प्रोडक्शन-तैयार फ्रेमवर्क्स:
 
 - ✅ Global evaluators (fairness, content safety, transparency): सभी 9 पॉलिसीज़ लागू
 - ✅ Aviation पॉलिसी सेट (ICAO, FAA, EASA, RTCA, ISO): सभी 19 पॉलिसीज़ लागू, अंतर्राष्ट्रीय रेगुलेटर्स और इंडस्ट्री वर्टिकल दोनों में

diff --git a/README.ja-JP.md b/README.ja-JP.md
@@ -228,7 +228,7 @@ Python API の全体像は [`examples/quickstart.py`](examples/quickstart.py)
 <p align="center">
   <picture>
     <source media="(prefers-color-scheme: dark)" srcset="diagrams/diagram5_report_anatomy_dark.svg">
-    <img src="diagrams/diagram5_report_anatomy_light.svg" alt="監査対応レポートの構成: フレームワーク名・アプリケーション・モデル・日付を含むヘッダー、エグゼクティブサマリー、ポリシー結果テーブル、リスク評価の棒グラフ、是正ガイダンス、AICertify v0.8.0 を示すフッター" width="85%" />
+    <img src="diagrams/diagram5_report_anatomy_light.svg" alt="監査対応レポートの構成: フレームワーク名・アプリケーション・モデル・日付を含むヘッダー、エグゼクティブサマリー、ポリシー結果テーブル、リスク評価の棒グラフ、是正ガイダンス、AICertify v0.8.1 を示すフッター" width="85%" />
   </picture>
 </p>
 
@@ -238,7 +238,7 @@ PDF を開いてみてください。監査人が求めているのは、まさ
 
 ## ステータス
 
-AICertify は現在 **ベータ版 (v0.8.0)** です。1.0 リリースまでに API が変更される可能性があります。本日時点で本番運用可能なフレームワークは次のとおりです。
+AICertify は現在 **ベータ版 (v0.8.1)** です。1.0 リリースまでに API が変更される可能性があります。本日時点で本番運用可能なフレームワークは次のとおりです。
 
 - ✅ グローバル評価器(公平性、コンテンツ安全性、透明性): 9 ポリシーすべてを実装済み
 - ✅ 航空ポリシーセット(ICAO、FAA、EASA、RTCA、ISO): 国際規制と業種別の両方を合わせた 19 ポリシーすべてを実装済み

diff --git a/README.ko-KR.md b/README.ko-KR.md
@@ -228,7 +228,7 @@ python -m aicertify.cli \
 <p align="center">
   <picture>
     <source media="(prefers-color-scheme: dark)" srcset="diagrams/diagram5_report_anatomy_dark.svg">
-    <img src="diagrams/diagram5_report_anatomy_light.svg" alt="감사 준비 리포트의 구성: 프레임워크 이름, 애플리케이션, 모델, 날짜를 포함한 헤더, 요약 정리, 정책 결과 표, 리스크 평가 막대 차트, 시정 안내, AICertify v0.8.0 표시 푸터" width="85%" />
+    <img src="diagrams/diagram5_report_anatomy_light.svg" alt="감사 준비 리포트의 구성: 프레임워크 이름, 애플리케이션, 모델, 날짜를 포함한 헤더, 요약 정리, 정책 결과 표, 리스크 평가 막대 차트, 시정 안내, AICertify v0.8.1 표시 푸터" width="85%" />
   </picture>
 </p>
 
@@ -238,7 +238,7 @@ PDF를 열어 보세요. 감사관이 원하는 것이 바로 이것입니다.
 
 ## 상태
 
-AICertify는 현재 **베타(v0.8.0)** 단계이며, 1.0 릴리스 전까지 API가 변경될 수 있습니다. 현재 프로덕션에 사용할 수 있는 프레임워크는 다음과 같습니다.
+AICertify는 현재 **베타(v0.8.1)** 단계이며, 1.0 릴리스 전까지 API가 변경될 수 있습니다. 현재 프로덕션에 사용할 수 있는 프레임워크는 다음과 같습니다.
 
 - ✅ 글로벌 평가기(공정성, 콘텐츠 안전성, 투명성): 9개 정책 모두 구현 완료
 - ✅ 항공 정책 세트(ICAO, FAA, EASA, RTCA, ISO): 국제 규제와 산업별 항목을 합쳐 19개 정책 모두 구현 완료

diff --git a/README.md b/README.md
@@ -309,7 +309,7 @@ You don't have to install anything to see what AICertify produces. Pre-generated
 <p align="center">
   <picture>
     <source media="(prefers-color-scheme: dark)" srcset="diagrams/diagram5_report_anatomy_dark.svg">
-    <img src="diagrams/diagram5_report_anatomy_light.svg" alt="Anatomy of an audit-ready report: header with framework name, application, model and date; executive summary; policy results table; risk assessment bar chart; remediation guidance; footer attributing AICertify v0.8.0" width="85%" />
+    <img src="diagrams/diagram5_report_anatomy_light.svg" alt="Anatomy of an audit-ready report: header with framework name, application, model and date; executive summary; policy results table; risk assessment bar chart; remediation guidance; footer attributing AICertify v0.8.1" width="85%" />
   </picture>
 </p>
 
@@ -319,7 +319,7 @@ Open the PDFs to inspect the actual deliverable before installing AICertify.
 
 ## Status
 
-AICertify is in **beta (v0.8.0)**. The API may evolve before the 1.0 release. All bundled GOPAL policies are executable; the important distinction is **the depth of evidence behind each check**:
+AICertify is in **beta (v0.8.1)**. The API may evolve before the 1.0 release. All bundled GOPAL policies are executable; the important distinction is **the depth of evidence behind each check**:
 
 - ✅ **Threshold checks against measured values.** Global fairness/content-safety/toxicity checks, EU AI Act fairness, healthcare diagnostic safety, and BFS fair lending/model risk compare evaluator-produced measurements against explicit thresholds.
 - ✅ **Structural checks against supplied artifacts.** EU AI Act, aviation, automotive, education, and legal policies validate fields extracted or declared from the documentation and evidence supplied to the contract.

diff --git a/README.zh-CN.md b/README.zh-CN.md
@@ -231,7 +231,7 @@ python -m aicertify.cli \
 <p align="center">
   <picture>
     <source media="(prefers-color-scheme: dark)" srcset="diagrams/diagram5_report_anatomy_dark.svg">
-    <img src="diagrams/diagram5_report_anatomy_light.svg" alt="审计就绪报告的结构剖析:包含框架名称、应用、模型与日期的页眉;执行摘要;策略结果表;风险评估柱状图;整改建议;以及标注 AICertify v0.8.0 的页脚" width="85%" />
+    <img src="diagrams/diagram5_report_anatomy_light.svg" alt="审计就绪报告的结构剖析:包含框架名称、应用、模型与日期的页眉;执行摘要;策略结果表;风险评估柱状图;整改建议;以及标注 AICertify v0.8.1 的页脚" width="85%" />
   </picture>
 </p>
 
@@ -241,7 +241,7 @@ python -m aicertify.cli \
 
 ## 状态
 
-AICertify 目前处于 **beta 阶段(v0.8.0)**。1.0 正式版发布前,API 仍可能发生变化。当前已可用于生产的框架情况如下:
+AICertify 目前处于 **beta 阶段(v0.8.1)**。1.0 正式版发布前,API 仍可能发生变化。当前已可用于生产的框架情况如下:
 
 - ✅ 全球评估器(公平性、内容安全、透明度):全部 9 条策略均已实现
 - ✅ 航空策略集(ICAO、FAA、EASA、RTCA、ISO):全部 19 条策略均已实现,覆盖国际监管标准与行业垂直两个类别

diff --git a/aicertify/__init__.py b/aicertify/__init__.py
@@ -1,51 +1,51 @@
-"""
-AICertify package.
-
-This package provides tools for certifying AI applications against different
-compliance frameworks.
-"""
-
-# Version information
-__version__ = "0.8.0"
-
-# Direct imports for developer convenience
-try:
-    # Contract creation and management
-    from aicertify.models.contract import (
-        create_contract,
-        save_contract,
-        load_contract,
-        AiCertifyContract,
-    )
-
-    # Evaluation functions
-    from aicertify.api import (
-        evaluate_contract,
-        evaluate_contract_object,
-        evaluate_conversations,
-        evaluate_contract_with_phase1_evaluators,
-        evaluate_contract_comprehensive,
-        generate_report,
-    )
-
-    # Phase 1 Evaluators
-    from aicertify.evaluators import (
-        BaseEvaluator,
-        EvaluationResult,
-        Report,
-        FairnessEvaluator,
-        ContentSafetyEvaluator,
-        RiskManagementEvaluator,
-        ComplianceEvaluator,
-        EvaluatorConfig,
-    )
-
-    # Set a flag to indicate successful imports
-    AICERTIFY_AVAILABLE = True
-except ImportError as e:
-    import logging
-
-    logging.getLogger(__name__).warning(
-        f"AICertify components not fully available. Error: {e}"
-    )
-    AICERTIFY_AVAILABLE = False
+"""
+AICertify package.
+
+This package provides tools for certifying AI applications against different
+compliance frameworks.
+"""
+
+# Version information
+__version__ = "0.8.1"
+
+# Direct imports for developer convenience
+try:
+    # Contract creation and management
+    from aicertify.models.contract import (
+        create_contract,
+        save_contract,
+        load_contract,
+        AiCertifyContract,
+    )
+
+    # Evaluation functions
+    from aicertify.api import (
+        evaluate_contract,
+        evaluate_contract_object,
+        evaluate_conversations,
+        evaluate_contract_with_phase1_evaluators,
+        evaluate_contract_comprehensive,
+        generate_report,
+    )
+
+    # Phase 1 Evaluators
+    from aicertify.evaluators import (
+        BaseEvaluator,
+        EvaluationResult,
+        Report,
+        FairnessEvaluator,
+        ContentSafetyEvaluator,
+        RiskManagementEvaluator,
+        ComplianceEvaluator,
+        EvaluatorConfig,
+    )
+
+    # Set a flag to indicate successful imports
+    AICERTIFY_AVAILABLE = True
+except ImportError as e:
+    import logging
+
+    logging.getLogger(__name__).warning(
+        f"AICertify components not fully available. Error: {e}"
+    )
+    AICERTIFY_AVAILABLE = False
diff --git a/pyproject.toml b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "aicertify"
-version = "0.8.0"
+version = "0.8.1"
 description = "Open-source compliance-as-code for AI systems: evaluate declared facts and measured evidence with versioned OPA/Rego policies and generate portable PDF, Markdown, JSON, or HTML reports."
 authors = [
     {name = "Kapil Madan", email = "kapil.madan@gmail.com"},