AI Synthesised Perspectives
A curated list of projects involving multi-agent simulations for exploring diverse perspectives on policy topics, including simulated fora, conferences, debates, and deliberative processes.
Last updated: 2026-04-05
Table of Contents
Simulated Events & Fora
Projects simulating conferences, panels, symposia, and other deliberative events using AI agents.
Claude AI Conference
AI experiment: panel + TTS, mini conference/symposium
Author: danielrosehill
Multi-Agent Deliberation
Think tanks, debate simulations, and multi-agent systems for exploring diverse policy perspectives.
Claude Think Tank
Model repository for a think tank composed of AI agents (with Claude Code providing the framework) focused on assisting a user with research and ideating policy proposals
Language: Shell
Author: danielrosehill
LLM-Deliberation
[NeurIPS 2024] Cooperation, Competition, and Maliciousness: LLM-Stakeholders Interactive Negotiation. Multi-agent negotiation framework with cooperative and adversarial dynamics.
Models multi-stakeholder negotiation dynamics with LLM agents — directly applicable to diplomatic and policy negotiation simulation.
Language: Jupyter Notebook
Author: S-Abdelnabi
Plurals
[CHI 2025 Honorable Mention] A System for Guiding LLMs Via Simulated Social Ensembles. Creates nationally representative virtual populations using government datasets (ANES) with deliberative democracy templates.
Directly creates simulated deliberative bodies with demographically representative AI personas. Applicable to virtual town halls, policy deliberation, and simulated public opinion.
Language: Python
Author: josh-ashkinaze
LLM Councils
Multi-model systems that query multiple LLMs and synthesize their responses through peer review and deliberation.
LLM Council
Local web app that sends queries to multiple LLMs simultaneously, has them anonymously peer-review each other's responses, then a "chairman" model synthesizes a final answer. Uses OpenRouter for multi-provider access.
Language: Python
Author: karpathy (Andrej Karpathy)
LLM Council Plus
Production-grade extension of Karpathy's llm-council. Adds multi-user JWT auth, web search integration, file upload (PDF/images/markdown), flexible storage (JSON/PostgreSQL/MySQL), Ollama support, and containerized deployment.
Language: Python
Author: DmitryBMsk
Council of High Intelligence
Claude Code /council skill that routes queries to 18 AI personas (Aristotle, Feynman, Kahneman, Sun Tzu, etc.) across multiple LLM providers. Three deliberation modes: full (3-round with cross-examination), quick (2-round), and duo (dialectic). Enforces dissent quotas and novelty gates.
Language: Shell
Author: 0xNyk
The LLM Council
Multi-model orchestration framework that runs adversarial council workflows. Multiple LLMs debate and critique each other's outputs, then synthesize a final answer. Supports adversarial debate rounds, cross-validation, and JSON schema enforcement.
Language: Python
Author: sherifkozman
LLM Council (amiable-dev)
Multi-LLM deliberation system with three-stage pipeline: parallel query to multiple LLMs, anonymized peer review and ranking, then chairman synthesis. Available as Python library, MCP server, or HTTP API.
Language: Python
Author: amiable-dev
MultiMind-AI
Local-first web UI for multi-agent reasoning on small local models. Three architectures: sequential Thinking Pipeline (Plan/Execute/Critique), parallel Agent Council (expert advisors + lead judge), and hierarchical Organisation Mode (CEO → departments → employees → synthesis). Zero-config auto-discovery of Ollama/LM Studio.
Language: Python
Author: JitseLambrichts
LLM Council Skill
Claude Code skill that queries ChatGPT and Gemini for their perspectives on a question, then synthesizes a combined implementation plan with attribution.
Language: Python
Author: gcpdev
Coven
On-premise/offline multi-LLM council interface. Multiple LLMs deliberate on a query in parallel, with optional peer critique, then a "Chairman" model synthesizes a final response. Includes RAG, tool calling, multimodal vision, and X-Ray deliberation view.
Language: Python
Author: pierluigi-failla
LLM Council Skill (shuntacurosu)
Claude Skill that orchestrates multiple LLMs as a council through a 3-stage process: independent responses, anonymous peer review/ranking, then chairman synthesis. Uses git worktrees for member work and includes a real-time TUI dashboard.
Language: Python
Author: shuntacurosu
Yoetz
Fast CLI-first LLM council + code bundler + multimodal gateway written in Rust. Multi-model consensus with configurable voting, code review, and image/video generation.
Language: Rust
Author: avivsinai
Star Chamber
Multi-LLM council protocol SDK. Fan out code reviews and design questions to multiple providers, then classify findings by consensus. Pip-installable library with CLI.
Language: Python
Author: peteski22
Roundtable
Multi-model chat app where multiple AI models respond in parallel, then a synthesizer/judge model does comparative analysis and composes a final response. Supports custom personas (skeptic, advocate, expert) and token/cost analytics.
Language: TypeScript
Author: brandongalang
LLM Council (rachittshah)
Multi-LLM deliberation council with 6 structured protocols: vote, debate, synthesize, critique, red team, and model-as-verifier. Ships as MCP server and Claude Code skill. Features adaptive stopping for debates.
Language: TypeScript
Author: rachittshah
AgentTorch
Differentiable agent-based modeling framework supporting millions of LLM-powered agents. Used for population-level simulations of economic, epidemiological, and social dynamics where diverse agent perspectives emerge at scale.
Enables large-scale deliberation and perspective synthesis across heterogeneous agent populations.
Language: Jupyter Notebook
Author: AgentTorch
Negotiation & Benchmarks
Tools and benchmarks for multi-agent negotiation and strategic deliberation.
NegotiationArena
[ICML 2024] Platform for evaluating LLM negotiation abilities across ultimatum games, trading games, and price negotiations. Studies behavioral tactics and their effects on outcomes.
Framework for understanding LLM negotiation dynamics, applicable to diplomatic bargaining and multi-party policy deliberation.
Language: Python
Author: vinid
DiploBench
Benchmark for LLMs playing full press Diplomacy with open negotiations and alliances. Assesses how LLMs reason, negotiate, ally, and betray in strategic competition.
Benchmarking framework for LLM strategic negotiation capabilities — useful for evaluating which models are suitable for deliberation and negotiation simulation.
Language: HTML
Author: sam-paech
Contributing
Anyone is welcome to open a pull request to add a project to this list. Drop me a line at public@danielrosehill.com if you'd like me to add it manually.
Disclaimer
This resource is intended for those discovering multi-agent AI projects for perspective synthesis and deliberation. It is not exhaustive and is maintained on a best-effort basis. The inclusion of a project does not constitute an endorsement.
Maintained by Daniel Rosehill