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Curate context
Ability to provide complete context to participants, including things like background information, subject matter fundamentals, relevant considerations, tradeoffs, and possible options.
How this is performed now...
- Process organizers Process designers work with commissioning authorities to source internal materials, sometimes use independent experts for research or request stakeholder input. The responsibility for translating materials into relevant forms varies.
- Collective dialogue organizers Collective dialogues can have a short introductory module with subject matter fundamentals to quickly ground participants in the details. These short learning dialogues are constructed in collaboration with commissioning authorities.
- Citizens' assembly organizers Citizens’ assemblies organizers typically work with commissioning authorities to compile background information kits that contain basic process information, background subject matter information and other relevant information. The material is usually presented in plain language with diagrams and visual explainers where possible.
Related Resources
Experimental Practice
Student Workshop on AI Governance with Missions Publiques
A two-day deliberative workshop on AI governance facilitated by Harmonica and Missions Publiques, engaging over 70 university students at ENS-PSL in Paris in February 2025. The platform captured participant responses, generated real-time discussion summaries, and enabled facilitators to track eme...
Experimental Practice
Colectiv AI interviews
Research conducted by Colectiv with the Frontier Tech Hub combining human interviews with AI-enabled stakeholder interviews to establish guidelines ensuring technology innovation pilots maintain responsibility and inclusivity standards. The project identified that responsibility and inclusion pra...
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Research
Method for quantifying changes in context (forthcoming)
Experimental Practice
Retrieval Augmented Generation (RAG)
Retrieval Augmented Generation (RAG) is a popular machine learning technique used to make LLMs provide answers only from validated data sources. This is deployed with learning materials and other pre-validated data sources.
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NotebookLM
NotebookLM is an AI research tool and thinking partner created by Google, serving as an AI-powered assistant designed to help users with research tasks and analytical thinking processes. It allows users to upload documents and have AI-powered conversations about the content. Currently a Google La...
Experimental Practice
‘Contextualization Engines’ can fight misinformation without censorship
Contextualization Engines.
Experimental Practice
Harmonica
An AI-powered facilitation platform transforming how groups gather feedback through "conversational surveys" via chat interactions. Users set up sessions, share links for one-on-one AI conversations with smart follow-ups, then receive detailed reports with AI-generated insights and recommendation...
Related Product gaps
Context Mapper
Urgent AI/ML
Tool automatically generates comprehensive context analysis, process planning inputs, and accessible participant briefing materials with visual aids by processing uploaded information (PDFs, transcripts, emails, recordings) and conducting interviews with stakeholders.
Multimodal Tailored Learning Support
Urgent
Tool that helps participants understand context and information for deliberative processes through multiple formats (text, audio, video, VR, games), adapting to individual learning styles and measuring understanding non-intrusively.