{"schemaVersion":1,"kind":"project","documentationUrl":"https://decomphub.com/data","project":{"id":"ee06bfb4-a5c4-48d2-95f4-aaace7a6f20c","slug":"vosne","revision":2,"name":"Vosne","description":"A clean-room, pure-Python+NumPy reimplementation of b1.58 inference.  **Goal:** match BitNet's output bit-for-bit (same trained weights, mathematically equivalent ops) while owning every line of the inference path, so we can modify, instrument, and experiment in ways `bitnet.cpp` doesn't make easy.","url":"https://app.decomphub.com/projects/vosne","jsonUrl":"https://app.decomphub.com/data/projects/vosne.json","markdownUrl":"https://app.decomphub.com/data/projects/vosne.md","category":"applications","workTypes":["reimplementation"],"targets":["BitNet"],"status":"unknown","publishedAt":"2026-10-10T08:19:00.030Z","updatedAt":"2026-10-10T08:19:00.030Z","repository":{"url":"https://github.com/barneskiejoshua-pixel/vosne","host":"github.com","fullPath":"barneskiejoshua-pixel/vosne","description":"A clean-room, pure-Python+NumPy reimplementation of b1.58 inference.  **Goal:** match BitNet's output bit-for-bit (same trained weights, mathematically equivalent ops) while owning every line of the inference path, so we can modify, instrument, and experiment in ways `bitnet.cpp` doesn't make easy.","license":null,"starCount":0,"starsCheckedAt":"2026-10-10T07:14:38.737Z","upstreamArchived":false,"defaultBranch":null,"latestDefaultBranchCommitAt":null,"metadataCheckedAt":"2026-10-10T07:14:38.737Z"},"progress":[],"sources":[{"label":"Public repository metadata","url":"https://github.com/barneskiejoshua-pixel/vosne"},{"label":"Discovery query","url":"https://api.github.com/search/repositories?q=%22reimplementation%22+in%3Aname%2Cdescription+is%3Apublic+fork%3Afalse+created%3A2026-05-30..2026-07-22&sort=updated&order=desc&per_page=100&page=6"}],"longDescription":"","aliases":[],"originalPlatforms":[],"outputPlatforms":[],"architectures":[],"languages":[],"tags":[],"links":{"website":null,"documentation":null,"releases":null,"buildInstructions":null,"repositories":[],"community":[],"support":[],"issues":[]},"contribution":{"status":"unknown","helpNeeded":[],"url":null,"sourceUrl":null,"checkedAt":null,"prerequisites":"","environments":[],"aiPolicy":"unspecified","aiPolicySourceUrl":null,"aiPolicyConditions":""},"originalAssetsNote":""}}