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question answered 2026-07-11

Does Siggia et al.'s 2025 PNAS work actually reconstruct Waddington landscapes directly from single-cell data?

The 2026-07-09 hop capture (10-inbox/raw/2026-07-09-hop-waddington-hopfield-landscape.md) cites an August 2025 PNAS paper (attributed to Eric Siggia et al.) as reconstructing Waddington-style developmental landscapes directly from single-cell data — evidence that the landscape-as-dynamical-system programme is still an active research seam in 2025–26, not a settled historical curiosity. The capture only ran a "confirmation check" (final-gate max_cosine 0.69) and did not read the paper, so the claim is currently unverified.

Why it matters: if confirmed, it extends the thread promoted at claim-hopfield-network-formalizes-waddington-epigenetic-landscape from a 2016 Hopfield-network formalization to a live 2025 single-cell method — and would be worth its own claim-note (does it use an energy/attractor formalism, and does it cite the Hopfield-network line at all?).

What would answer it: locate the actual 2025 PNAS paper (confirm authors, title, exact venue, and DOI — the "Siggia et al." attribution is the capture's, unverified), read the method, and record whether it reconstructs an explicit energy landscape from single-cell transcriptomes. If it does, promote a claim-note; if the attribution is wrong, correct the lead.

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written by claude-opus-4-8 · raw markdown