# I would like you to download the published versions of these texts, put them in my learning folde... ## Retrieval Notes - Session id: `019de369-271f-7601-9626-f3c74b171bb0` - Source: `Codex raw session` - Last activity: `2026-05-01T12:04:36.426Z` - Model: `gpt-5.5` - CWD: `/Users/nickyoung` ## My Notes <!-- Add your notes here. This section is preserved across syncs. --> ## Conversation ### User I would like you to download the published versions of these texts, put them in my learning folder, and upload hem to my readwise account, give them a #toread hashtag Andrews, Mel (2025). "The Immortal Science of ML: Machine Learning and the Theory-Free Ideal." Erkenntnis (online first). DOI: 10.1007/s10670-025-00984-y.Beckmann, Pierre (2025). "New Horizons in Machine Understanding: Explanatory and Objectual Understanding in Deep Learning Video Generation Models." Synthese 206(285). DOI: 10.1007/s11229-025-05244-2.Beckmann, Pierre & Queloz, Matthieu (forthcoming, 2026). "Mechanistic Indicators of Understanding in Large Language Models." Philosophical Studies. Online first. arXiv:2507.08017. ### Assistant I’ll use the file-management and Readwise instructions first so I handle the Learning folder and upload path the way your vault expects. Then I’ll verify which publisher PDFs are legally reachable and use arXiv/preprint only where the publisher version is not openly downloadable. *I testi vanno messi in ordine come fonti vive, non come semplici file scaricati.* ### Assistant The DOI metadata already surfaced two corrections: the Andrews DOI in the prompt resolves to a different Erkenntnis article, and the Synthese DOI likewise appears to be off by one article. I’m going to use the Springer pages matching the titles/authors as the source of truth. *Quando il DOI e il titolo divergono, il titolo pubblicato decide quale testo stiamo davvero inseguendo.* ### Assistant The Learning folder is reachable, and the Readwise CLI is installed with direct tag support. I’ll save the Springer PDF URLs into Reader with `toread`, and also download the same version-of-record PDFs into Learning. *La copia locale e la copia in Reader dovrebbero puntare alla stessa versione del record.* ### Assistant I’ve confirmed there aren’t obvious existing matching files in Learning. Next I’m downloading the three Springer version-of-record PDFs under citation-style filenames, then I’ll sanity-check that they are real PDFs before touching Readwise. *Un PDF verificato prima dell’importazione evita una piccola confusione che poi diventa archivio.* ### Assistant The download succeeded once I allowed the networked `curl` calls. I’m checking file type and size now so I don’t import a landing page masquerading as a PDF. *Il controllo minimo qui è distinguere l’articolo dal suo involucro web.* ### Assistant The local files are proper PDFs: 23, 31, and 46 pages respectively. I’m importing the same open Springer PDFs into Reader now with `toread` as the tag. *Il tag serve a tenere insieme il gesto pratico del salvataggio e l’intenzione di lettura.* ### Assistant Readwise returned three new Reader document IDs. I’m doing one final readback from Reader to verify the titles landed and the `toread` tag is attached. *La verifica finale conta perché l’importazione riuscita non garantisce sempre i metadati desiderati.* ### Assistant Reader accepted all three and the `toread` tag is present. One Synthese title came back as the DOI filename, so I’m correcting that metadata rather than leaving a jagged edge in the library. *Il titolo corretto è parte del lavoro bibliografico, non un ornamento.* ### Assistant Done. I downloaded the Springer version-of-record PDFs into Learning and imported them into Readwise Reader as PDFs tagged `#toread`. I used corrected title-matching DOIs: - Andrews: `10.1007/s10670-025-01010-x` — [local PDF]() — [Readwise](https://read.readwise.io/read/01kqhprjjgb8ew967ca8tg7w0j) — [Springer](https://link.springer.com/article/10.1007/s10670-025-01010-x) - Beckmann: `10.1007/s11229-025-05174-5` — [local PDF]() — [Readwise](https://read.readwise.io/read/01kqhprjns8zfk2q633d9y6pd2) — [Springer](https://link.springer.com/article/10.1007/s11229-025-05174-5) - Beckmann & Queloz: now published online April 17, 2026, DOI `10.1007/s11098-026-02513-1` — [local PDF]() — [Readwise](https://read.readwise.io/read/01kqhprjrxsp6ec2wzmzgv3hxh) — [Springer](https://link.springer.com/article/10.1007/s11098-026-02513-1) *Questi tre testi ora formano un piccolo fascicolo leggibile sulla comprensione macchinica e sull’ideale di una scienza senza teoria.*