{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Release: togethercomputer/xorl-wheels transformer_engine_2.11.0","description":"Together AI release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/6a2d51bd-9194-4baf-8a93-d844ae1dc042","json_url":"https://onlylabs.fyi/signals/6a2d51bd-9194-4baf-8a93-d844ae1dc042/signal.json","generated_at":"2026-06-11T04:06:04.870701+00:00","org":{"slug":"together-ai","name":"Together AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/together-ai","dossier_json_url":"https://onlylabs.fyi/labs/together-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/6a2d51bd-9194-4baf-8a93-d844ae1dc042","signal_json":"https://onlylabs.fyi/signals/6a2d51bd-9194-4baf-8a93-d844ae1dc042/signal.json","source":"https://github.com/togethercomputer/xorl-wheels/releases/tag/transformer_engine_2.11.0","lab_dossier":"https://onlylabs.fyi/labs/together-ai","lab_dossier_json":"https://onlylabs.fyi/labs/together-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/together-ai","analysis_json":"https://onlylabs.fyi/analysis/together-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/together-ai/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Together AI published togethercomputer/xorl-wheels transformer_engine_2.11.0 (togethercomputer/xorl-wheels). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine library release · TransformerEngine 2.11.0 Repository: togethercomputer/xorl-wheels Tag: transformer_engine_2.11.0 Published: 2026-03-26T20:13:30Z Prerelease: no Release notes:.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/togethercomputer/xorl-wheels/releases/tag/transformer_engine_2.11.0","source_host":"github.com","occurred_at":"2026-03-26T20:13:30+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source","context":"togethercomputer/xorl-wheels"},"context_markers":[{"label":"Lab","value":"Together AI","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"togethercomputer/xorl-wheels","source":"source"},{"label":"Release","value":"TransformerEngine 2.11.0","source":"source"},{"label":"Notability","value":"Routine library release","source":"signal"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/togethercomputer/xorl-wheels/releases/tag/transformer_engine_2.11.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:06:04.870701+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/6a2d51bd-9194-4baf-8a93-d844ae1dc042/signal.json","dossier_json":"https://onlylabs.fyi/labs/together-ai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/together-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/together-ai/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/6a2d51bd-9194-4baf-8a93-d844ae1dc042/signal.json","required":true},{"label":"source","url":"https://github.com/togethercomputer/xorl-wheels/releases/tag/transformer_engine_2.11.0","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/together-ai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/together-ai/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Together AI's release signal \"togethercomputer/xorl-wheels transformer_engine_2.11.0\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"released","object":"togethercomputer/xorl-wheels transformer_engine_2.11.0","text":"Together AI released togethercomputer/xorl-wheels transformer_engine_2.11.0."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"is classified as","object":"release signal","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 is classified as release signal."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"belongs to","object":"releases desk","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 belongs to releases desk."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has context","object":"togethercomputer/xorl-wheels","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has context togethercomputer/xorl-wheels."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has evidence coverage 1 captured evidence page."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has captured page count","object":"1","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has captured page count 1."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has readable page count","object":"1","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has readable page count 1."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has related signal count","object":"6","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has related signal count 6."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has source host","object":"github.com","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has source host github.com."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has lab","object":"Together AI","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has lab Together AI."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has signal desk","object":"releases","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has signal desk releases."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has source host","object":"github.com","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has source host github.com."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has repository","object":"togethercomputer/xorl-wheels","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has repository togethercomputer/xorl-wheels."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has release","object":"TransformerEngine 2.11.0","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has release TransformerEngine 2.11.0."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has notability","object":"Routine library release","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has notability Routine library release."}]},"intelligence":{"signal_desk":"releases","answer":"Together AI published togethercomputer/xorl-wheels transformer_engine_2.11.0 (togethercomputer/xorl-wheels). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine library release · TransformerEngine 2.11.0 Repository: togethercomputer/xorl-wheels Tag: transformer_engine_2.11.0 Published: 2026-03-26T20:13:30Z Prerelease: no Release notes:.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Together AI","predicate":"released","object":"togethercomputer/xorl-wheels transformer_engine_2.11.0","text":"Together AI released togethercomputer/xorl-wheels transformer_engine_2.11.0."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"is classified as","object":"release signal","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 is classified as release signal."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"belongs to","object":"releases desk","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 belongs to releases desk."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has context","object":"togethercomputer/xorl-wheels","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has context togethercomputer/xorl-wheels."},{"subject":"togethercomputer/xorl-wheels transformer_engine_2.11.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/xorl-wheels transformer_engine_2.11.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6a2d51bd-9194-4baf-8a93-d844ae1dc042","url":"https://onlylabs.fyi/signals/6a2d51bd-9194-4baf-8a93-d844ae1dc042","json_url":"https://onlylabs.fyi/signals/6a2d51bd-9194-4baf-8a93-d844ae1dc042/signal.json","source_url":"https://github.com/togethercomputer/xorl-wheels/releases/tag/transformer_engine_2.11.0","title":"togethercomputer/xorl-wheels transformer_engine_2.11.0","summary":"Together AI published release notes. onlylabs watches releases for what actually shipped.","context":"togethercomputer/xorl-wheels","kind":{"key":"release","label":"Release"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-03-26T20:13:30+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/togethercomputer/xorl-wheels/releases/tag/transformer_engine_2.11.0"]},"facets":{"repo":"togethercomputer/xorl-wheels"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/togethercomputer/xorl-wheels/releases/tag/transformer_engine_2.11.0","final_url":"https://github.com/togethercomputer/xorl-wheels/releases/tag/transformer_engine_2.11.0","title":"togethercomputer/xorl-wheels transformer_engine_2.11.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:06:04.870701+00:00","bytes":4436,"raw_path":"891e370ee8d586665bfc8f3b0a80b5900ad94e6561d73b62a3cbf99cb6f657c2.json","content_hash":"5abcf770fb5ee9d7c94c9302633d2711ce6f34352e7c07fc9a82a827e6b5d949","excerpt_chars":1200,"truncated":false,"excerpt":"TransformerEngine 2.11.0 Repository: togethercomputer/xorl-wheels Tag: transformer_engine_2.11.0 Published: 2026-03-26T20:13:30Z Prerelease: no Release notes: TransformerEngine 2.11.0+c188b533 Built with: - Python 3.12 - PyTorch 2.10.0 - CUDA 13.0 - CUDA architectures: sm_75, sm_80, sm_89, sm_90, sm_100, sm_120"},"evidence_pages":[{"url":"https://github.com/togethercomputer/xorl-wheels/releases/tag/transformer_engine_2.11.0","final_url":"https://github.com/togethercomputer/xorl-wheels/releases/tag/transformer_engine_2.11.0","title":"togethercomputer/xorl-wheels transformer_engine_2.11.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:06:04.870701+00:00","bytes":4436,"raw_path":"891e370ee8d586665bfc8f3b0a80b5900ad94e6561d73b62a3cbf99cb6f657c2.json","content_hash":"5abcf770fb5ee9d7c94c9302633d2711ce6f34352e7c07fc9a82a827e6b5d949","excerpt_chars":1200,"truncated":false,"excerpt":"TransformerEngine 2.11.0 Repository: togethercomputer/xorl-wheels Tag: transformer_engine_2.11.0 Published: 2026-03-26T20:13:30Z Prerelease: no Release notes: TransformerEngine 2.11.0+c188b533 Built with: - Python 3.12 - PyTorch 2.10.0 - CUDA 13.0 - CUDA architectures: sm_75, sm_80, sm_89, sm_90, sm_100, sm_120"}],"related_signals":[{"id":"8febc70f-8c38-45b4-b078-4163db722996","url":"https://onlylabs.fyi/signals/8febc70f-8c38-45b4-b078-4163db722996","source_url":"https://github.com/togethercomputer/together-sandbox/releases/tag/together-sandbox-workspace-v2.0.0","title":"togethercomputer/together-sandbox together-sandbox-workspace-v2.0.0","context":"togethercomputer/together-sandbox","kind":{"key":"release","label":"Release"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-06-02T08:57:34+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"688f8bcd-26e2-4d14-89f4-40bd8877ea2a","url":"https://onlylabs.fyi/signals/688f8bcd-26e2-4d14-89f4-40bd8877ea2a","source_url":"https://github.com/togethercomputer/xorl-wheels/releases/tag/tilelang_0.1.10_cu131","title":"togethercomputer/xorl-wheels tilelang_0.1.10_cu131","context":"togethercomputer/xorl-wheels","kind":{"key":"release","label":"Release"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-05-31T20:55:20+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"cd8b0818-971f-4eba-8365-f61bb100577b","url":"https://onlylabs.fyi/signals/cd8b0818-971f-4eba-8365-f61bb100577b","source_url":"https://github.com/togethercomputer/detect_agent/releases/tag/detect_agent-v0.3.0","title":"togethercomputer/detect_agent detect_agent-v0.3.0","context":"togethercomputer/detect_agent","kind":{"key":"release","label":"Release"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-05-29T19:08:51+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"d1eac417-81a5-4ad3-a773-2d5afb577f5a","url":"https://onlylabs.fyi/signals/d1eac417-81a5-4ad3-a773-2d5afb577f5a","source_url":"https://github.com/togethercomputer/together-sandbox/releases/tag/together-sandbox-workspace-v1.12.0","title":"togethercomputer/together-sandbox together-sandbox-workspace-v1.12.0","context":"togethercomputer/together-sandbox","kind":{"key":"release","label":"Release"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-05-29T08:38:53+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"b50366e3-3cfd-44f0-8336-a160cf3ec0e2","url":"https://onlylabs.fyi/signals/b50366e3-3cfd-44f0-8336-a160cf3ec0e2","source_url":"https://github.com/togethercomputer/together-sandbox/releases/tag/together-sandbox-workspace-v1.11.0","title":"togethercomputer/together-sandbox together-sandbox-workspace-v1.11.0","context":"togethercomputer/together-sandbox","kind":{"key":"release","label":"Release"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-05-28T09:01:08+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"d61f6fa1-6e62-456c-80e1-2e7e00598331","url":"https://onlylabs.fyi/signals/d61f6fa1-6e62-456c-80e1-2e7e00598331","source_url":"https://github.com/togethercomputer/together-sandbox/releases/tag/together-sandbox-v1.10.0","title":"togethercomputer/together-sandbox together-sandbox-v1.10.0","context":"togethercomputer/together-sandbox","kind":{"key":"release","label":"Release"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-05-26T12:56:48+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"}]}