{"compile":"2026-10-10","canonical":"https://aaronspradlin.grok.me/wiki/open-science","json":"https://aaronspradlin.grok.me/page.json?slug=open-science","license":"Source-available for noncommercial research and evaluation only. No commercial, product, platform, or service use without written permission.","scientific_breakthrough":false,"slug":"open-science","title":"Open science method","dek":"Runnable code, public nulls, AI red-team, and a commercial-use fence. How the lab actually works.","updated":"2026-09-06","status":"method","claim":null,"tags":["method","peer-review","github"],"related":["program","how-to-read","claim-ledger","great-grok-challenge","x-notebook","start-here","scan-log"],"packages":[{"id":"ai-peer-review-bundle-v1","name":"ai_peer_review_bundle_v1","path":"Tmp/TOE/ai_peer_review_bundle_v1","status":"restricted"}],"notes":[{"id":"license-2026-04-14","title":"Noncommercial research license","date":"2026-04-14","xUrl":"https://x.com/aaronspradlin/status/2044082964456448086"},{"id":"redteam-2026-06-09","title":"AI peer review as red-team","date":"2026-06-09","xUrl":"https://x.com/aaronspradlin/status/2064425988369567776"},{"id":"v1698-2026-06-09","title":"V1698 global atlas closure","date":"2026-06-09","xUrl":"https://x.com/aaronspradlin/status/2064485348433179128"},{"id":"final-boss-2026-06-09","title":"Global atlas closure as the final boss","date":"2026-06-09","xUrl":"https://x.com/aaronspradlin/status/2064150749215625567"}],"claims":[],"text":"The method is unusually explicit for independent theoretical work. Packages are posted to GitHub with READMEs that state claim boundaries in the first screen. Threads invite replication and ask reviewers to prove results wrong. When a blanket claim fails (W-state white-noise independence), the correction is published in the same package family.\n\nEvidence grain: Python harness + paper/note + optional MP4 visualizer.\nReviewers used in public: Grok, Gemini Pro (preferred for math, per the author), Claude, OpenAI.\nIn-thread check is collaborative. Independent AI check: different model family, folder + claim boundary only, published transcript, no prior thread. An in-thread PASS is not independently audited.\nNulls that preserve geometry-only closure while breaking retained history are treated as the interesting attacks.\nPackage 17 lists failure modes in advance.\n\nStop what you are doing and prove this wrong. It is open sourced for the community to replicate findings (code). A Global Atlas Closure claim should set off alarm bells.\n\nLicense posture (14 Apr 2026): source-available for noncommercial research and evaluation only. No commercial, product, platform, model, or service use without written permission. No patent or trademark grant is implied.","howToCite":"Spradlin, A. (2026-10-10). Open science method. Retained Atlas. https://aaronspradlin.grok.me/wiki/open-science. Keep claim badge: see page."}