# Hybrid Multi-Agent GraphRAG for E-Government: Towards a Trustworthy AI Assistant
## 4 Results, E-Governance Use Case and Applications
### Agentic Response Structure  
The system's response to the query about the Clean Industrial Deal demonstrates a well-integrated, multi-tool agentic retrieval framework. Each pipeline contributes a distinct layer of understanding, even though both the Embeddings RAG and the GraphRAG pipelines operate on the same underlying source data, namely indexed European Commission Press Releases. Despite the common data foundation as a source, the tools contribute meaningfully, with different insights to offer, due to the nature of their indexing and retrieval process. The Embeddings RAG pipeline progresses at summarizing narrative content, offering a structured but semantically fluid overview of the policy's background, goals, instruments, and implementation mechanisms. It produces a readable and informative answer that presents the Deal as a policy ecosystem aligned with the Green Deal and REPowerEU Plan, including references to state aid mechanisms, sectoral focus areas, and regulatory support structures. However, the information it presents tends to follow the flow and framing of the original documents and thus reflects a relatively high-level, descriptive view without deeper structural inference. * Used the embedding, search tool to gather a comprehensive summary of the Clean Industrial Deal, including its policy background, objectives, implementation framework, and associated State aid schemes. * Used the graph,search tool to extract structured insights about the Deal's key components, specifically its alignment with the EU's climate and industrial strategies, recent support schemes, and related policies. * Used the web,search tool to provide up-to-date, publicly sourced perspectives and critiques about the Clean Industrial Deal, summarizing assessments, underlying challenges, and recent initiatives and announcements. Internal Search Answer:
* The Clean Industrial Deal is a European Commission initiative aimed at accelerating the decarbonization and competitiveness of EU industry, in alignment with the European Green Deal and the REPowerEU Plan. Its core objectives are to foster a net-zero economy, decrease dependency on fossil fuels, and boost clean technology investments and production in the EU [Commission exposures a 6400 million Spanish State aid scheme to support renewable hydrogenation production]. * Key elements include:
* A new State aid Framework (CISA) that replaces the Temporary Crisis and Transition Framework (ICTF), offering Member States clearer, longer-term guidelines (until 2030) for supporting clean industrial objectives with simplified aid deployment and fewer mandatory tender requirements [Commission indices comments on the draft State aid Framework] supporting the Clean Industrial Deal]. * Approved national aid schemes supporting the construction of renewable hydrogen (Austria, Spain, Lithuania) and clean technology manufacturing (Czech Republic) to fast-track industrial decarbonization and secure investments in critical technologies and raw materials [Commission exposures 666 million Czech State aid scheme.] * Stackholder consultation initiative to foster industry cooperation on securing and recycling critical raw materials, in fine with the Critical Raw Materials Act (CRMA) [Commission indices consultation to promote industry cooperation.] * Associated policies such as the Ecodesigian for Sustainable Products Regulation (ESPR) working plan support material circularity and energy efficiency, further underpinning the Clean Industrial Deal's sustainability principles [Commission rolls out plan to boost circular and efficient products in the EU]. * The Deal's implementation features competitive bidding processes, grant schemes, and industrial collaborations, focusing on sectors like hydrogen, renewables, batteries, wind, and solar, with the broad aim of enhancing the EU's industrial leadership while meeting climate neutrality targets by 2030.