# Full Text Requests

Papers archived during Opus research sessions where only abstracts/reconstructions were captured. Full PDFs would significantly improve extraction quality.

## Priority: HIGH (core to active inference operationalization)

1. **Friston et al. 2024 -- Designing Ecosystems of Intelligence from First Principles**
   - URL: https://journals.sagepub.com/doi/10.1177/26339137231222481
   - arXiv: https://arxiv.org/abs/2212.01354
   - Status: Open access via arXiv
   - Why: THE bullseye paper. Multi-agent active inference for AI ecosystems.

2. **Friston et al. 2024 -- Federated Inference and Belief Sharing**
   - URL: https://www.sciencedirect.com/science/article/pii/S0149763423004694
   - Status: Likely paywalled (ScienceDirect)
   - Why: Formalizes belief-sharing between agents. Validates our PR review as federated inference.

3. **Kaufmann et al. 2021 -- An Active Inference Model of Collective Intelligence**
   - URL: https://www.mdpi.com/1099-4300/23/7/830
   - Status: Open access (MDPI Entropy)
   - Why: Shows CI emerges from simple agent capabilities (ToM + goal alignment).

4. **Ruiz-Serra et al. 2024 -- Factorised Active Inference for Strategic Multi-Agent Interactions**
   - URL: https://arxiv.org/abs/2411.07362
   - Status: Open access (arXiv)
   - Why: Critical corrective -- individual optimization != collective optimization.

5. **Kagan et al. 2025 -- As One and Many: Group-Level Active Inference**
   - URL: https://www.mdpi.com/1099-4300/27/2/143
   - Status: Open access (MDPI Entropy)
   - Why: Formal conditions for group-level agency via Markov blankets.

## Priority: MEDIUM

6. **Vasil et al. 2020 -- A World Unto Itself: Human Communication as Active Inference**
   - URL: https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2020.00417/full
   - Status: Open access (Frontiers)
   - Why: Communication as joint active inference. Grounds chat-as-sensor.

7. **Sajid et al. 2021 -- Active Inference: Demystified and Compared**
   - URL: https://direct.mit.edu/neco/article/33/3/674/97486
   - Status: Likely paywalled (MIT Press)
   - Why: Best comparison of active inference vs RL for agent design.

8. **Albarracin et al. 2024 -- Shared Protentions in Multi-Agent Active Inference**
   - URL: https://www.mdpi.com/1099-4300/26/4/303
   - Status: Open access (MDPI Entropy)
   - Why: Shared expectations between agents.

## Priority: LOW (supporting)

9. **Friston 2015 -- Active Inference and Epistemic Value** -- paywalled (PubMed 25689102)
10. **Ramstead et al. 2018 -- Answering Schrodingers Question** -- paywalled (Physics of Life Reviews)
11. **Da Costa et al. 2020 -- Active Inference on Discrete State-Spaces** -- paywalled (ScienceDirect)
12. **Orchestrator 2025 -- Active Inference for Multi-Agent LLM Systems** -- open access (arXiv 2509.05651)

## Notes
- 7 of 12 are open access -- may just need WebFetch on full HTML/PDF
- 5 paywalled -- Cory can grab via Google Scholar
- Once full text added to archive files, re-run extraction for richer claims