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{
"schema_version": 1,
"updated": "2026-07-18",
"repo": "https://github.com/OpenCnid/pcf-adaptive-agents",
"notes": [
{
"id": "2025-polymorphic-combinatorial-frameworks",
"path": "density-chain.md",
"title": "Polymorphic Combinatorial Frameworks (PCF): Guiding the Design of Mathematically-Grounded, Adaptive AI Agents",
"authors": [
"David Pearl",
"Matthew Murphy",
"James Intriligator"
],
"lab": "tufts",
"year": 2025,
"venue": "arXiv preprint (cs.AI; math.CO; stat.CO)",
"canonical": "https://arxiv.org/abs/2508.01581",
"published": null,
"pinned_version": "arXiv:2508.01581v1",
"pinned_date": "2025-08-03",
"source_license": "CC BY 4.0",
"date_summarized": "2026-07-18",
"verified_against_source": "2026-07-19",
"tier_budget_words": 150,
"tags": ["adaptive-agents", "agent-design", "meta-prompting", "topos-theory", "sheaf-theory", "rough-fuzzy-sets", "monte-carlo", "llm"]
}
]
}