Date: Thu, 27 Nov 2025 14:13:29 +0100
Subject: [PATCH 15/20] Update ai_assessment_catalogue.md
---
docs/citcom_label/ai_assessment_catalogue.md | 1 +
1 file changed, 1 insertion(+)
diff --git a/docs/citcom_label/ai_assessment_catalogue.md b/docs/citcom_label/ai_assessment_catalogue.md
index 27ec93fb..20d2373e 100644
--- a/docs/citcom_label/ai_assessment_catalogue.md
+++ b/docs/citcom_label/ai_assessment_catalogue.md
@@ -20,6 +20,7 @@ hide:
+
| Solution Name | Provider | Licensing Type | Project Phase / TRL | Domain of Application | AI Risk Category | Ethical Dimensions | Security & Securitization of Data | Resources | Example of Use Case |
-|---------------|----------|----------------|----------------------|------------------------|------------------|--------------------|-----------------------------------|-----------|----------------------|
-| **FAIRGAME** | LIST | Open-source | TRL 6–8 | LLM bias testing, AI agents behavioural testing, jailbreaking testing | General Purpose AI | Fairness, Robustness | Depends on the use case (whether the chatbot/AI agent has access to sensitive data) | GitHub: , Paper: "FAIRGAME: A Framework for AI Agents Bias Recognition Using Game Theory", Frontiers in AI and Applications, Vol. 413: ECAI 2025| A city aims to test its citizen-facing chatbot before launch. FAIRGAME enables the creation of simulated users with diverse identities, personalities, and requests using LLMs, allowing evaluation in dynamic, real-world-like conversations. |
-| **MLA-BiTe** | LIST | To be open sourced | TRL 6–8 | LLM bias testing | General Purpose AI | Fairness, Robustness | No data privacy requirements | — | A city plans to evaluate fairness in its citizen-facing chatbot. MLA-BiTe allows non-technical staff to create local scenario-based prompts to uncover discriminatory behaviour across sensitive categories, supporting multiple languages and augmentations. |
+| ------------- | -------- | -------------- | ------------------- | --------------------- | ---------------- | ------------------ | --------------------------------- | --------- | ------------------- |
+| **FAIRGAME** | LIST | Open-source | TRL 6–8 | LLM bias testing, AI agents behavioural testing, jailbreaking testing | General Purpose AI | Fairness, Robustness | Depends on the use case (whether the chatbot/AI agent has access to sensitive data) | GitHub: , Paper: "FAIRGAME: A Framework for AI Agents Bias Recognition Using Game Theory", Frontiers in AI and Applications, Vol. 413: ECAI 2025 | A city aims to test its citizen-facing chatbot before launch. FAIRGAME enables the creation of simulated users with diverse identities, personalities, and requests using LLMs, allowing evaluation in dynamic, real-world-like conversations. |
+| **MLA-BiTe** | LIST | To be open sourced | TRL 6–8 | LLM bias testing | General Purpose AI | Fairness, Robustness | No data privacy requirements | — | A city plans to evaluate fairness in its citizen-facing chatbot. MLA-BiTe allows non-technical staff to create local scenario-based prompts to uncover discriminatory behaviour across sensitive categories, supporting multiple languages and augmentations. |
| **Legal KG-RAG** | LIST | Proprietary | TRL 5–7 | LLM factuality accuracy testing | General Purpose AI | Transparency, Explainability, Robustness | Depends on whether the RAG is performed on sensitive data | — | A city using a standard RAG pipeline obtains irrelevant results. Legal KG-RAG rebuilds the legal corpus as a Neo4j knowledge graph, enabling direct comparison between traditional and KG-enhanced retrieval. |
| **MLA-Reject** | LIST | To be open sourced | TRL 6–8 | LLM robustness to jailbreaking | General Purpose AI | Robustness | Depends on whether the system has access to sensitive data | — | A public administration operates a multilingual assistant for internal queries. They want to test robustness against unsafe or misleading prompts. MLA-Reject generates difficult negative prompts to test refusal behaviour and safety guardrails, revealing weaknesses and improving configurations. |
+
+
diff --git a/mkdocs.yml b/mkdocs.yml
index a639aed0..47d79952 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -9,6 +9,7 @@ extra_css:
- stylesheets/extra.css
- stylesheets/neoteroi-mkdocs.css
- assets/css/data_catalog.css
+ - assets/css/ai_assess_catalog.css
extra_javascript:
- assets/js/data_catalog.js
theme:
From 127f249391986f7e7ccba517bec6dd3531b3a173 Mon Sep 17 00:00:00 2001
From: Sergio <44024844+sermars@users.noreply.github.com>
Date: Tue, 2 Dec 2025 10:32:59 +0000
Subject: [PATCH 20/20] Enable live reload for mkdocs server
---
Makefile | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
diff --git a/Makefile b/Makefile
index 42c960b6..72ea582d 100644
--- a/Makefile
+++ b/Makefile
@@ -17,7 +17,7 @@ virtenv_create:
.PHONY: run_mkdocs
## Run mkdocs
run_mkdocs:
- source $(VENV_NAME)/bin/activate && mkdocs serve
+ source $(VENV_NAME)/bin/activate && mkdocs serve --livereload
################################################################################
# Self Documenting Commands #