{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Fork: togethercomputer/transformers_port","description":"Together AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/83350dbe-f6f6-4f3b-9b0e-c7a56209db57","json_url":"https://onlylabs.fyi/signals/83350dbe-f6f6-4f3b-9b0e-c7a56209db57/signal.json","generated_at":"2026-06-11T04:19:31.059379+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/83350dbe-f6f6-4f3b-9b0e-c7a56209db57","signal_json":"https://onlylabs.fyi/signals/83350dbe-f6f6-4f3b-9b0e-c7a56209db57/signal.json","source":"https://github.com/togethercomputer/transformers_port","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/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Together AI forked togethercomputer/transformers_port (forked from huggingface/transformers). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo togethercomputer/transformers_port · parent huggingface/transformers. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/togethercomputer/transformers_port","source_host":"github.com","occurred_at":"2023-03-03T18:48:12+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source","context":"forked from huggingface/transformers"},"context_markers":[{"label":"Lab","value":"Together AI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"togethercomputer/transformers_port","source":"source"},{"label":"Parent","value":"huggingface/transformers","source":"source"},{"label":"Stars","value":"7","source":"traction"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"}],"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/transformers_port"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:19:31.059379+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/83350dbe-f6f6-4f3b-9b0e-c7a56209db57/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/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/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 fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 6 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","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/83350dbe-f6f6-4f3b-9b0e-c7a56209db57/signal.json","required":true},{"label":"source","url":"https://github.com/togethercomputer/transformers_port","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/forks/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 fork signal \"togethercomputer/transformers_port\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"forked","object":"togethercomputer/transformers_port","text":"Together AI forked togethercomputer/transformers_port."},{"subject":"togethercomputer/transformers_port","predicate":"is classified as","object":"fork signal","text":"togethercomputer/transformers_port is classified as fork signal."},{"subject":"togethercomputer/transformers_port","predicate":"belongs to","object":"forks desk","text":"togethercomputer/transformers_port belongs to forks desk."},{"subject":"togethercomputer/transformers_port","predicate":"has context","object":"forked from huggingface/transformers","text":"togethercomputer/transformers_port has context forked from huggingface/transformers."},{"subject":"togethercomputer/transformers_port","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/transformers_port has evidence coverage 1 captured evidence page."},{"subject":"togethercomputer/transformers_port","predicate":"has captured page count","object":"1","text":"togethercomputer/transformers_port has captured page count 1."},{"subject":"togethercomputer/transformers_port","predicate":"has readable page count","object":"1","text":"togethercomputer/transformers_port has readable page count 1."},{"subject":"togethercomputer/transformers_port","predicate":"has related signal count","object":"6","text":"togethercomputer/transformers_port has related signal count 6."},{"subject":"togethercomputer/transformers_port","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"togethercomputer/transformers_port has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"togethercomputer/transformers_port","predicate":"has source host","object":"github.com","text":"togethercomputer/transformers_port has source host github.com."},{"subject":"togethercomputer/transformers_port","predicate":"has lab","object":"Together AI","text":"togethercomputer/transformers_port has lab Together AI."},{"subject":"togethercomputer/transformers_port","predicate":"has signal desk","object":"forks","text":"togethercomputer/transformers_port has signal desk forks."},{"subject":"togethercomputer/transformers_port","predicate":"has source host","object":"github.com","text":"togethercomputer/transformers_port has source host github.com."},{"subject":"togethercomputer/transformers_port","predicate":"has repository","object":"togethercomputer/transformers_port","text":"togethercomputer/transformers_port has repository togethercomputer/transformers_port."},{"subject":"togethercomputer/transformers_port","predicate":"has parent","object":"huggingface/transformers","text":"togethercomputer/transformers_port has parent huggingface/transformers."},{"subject":"togethercomputer/transformers_port","predicate":"has stars","object":"7","text":"togethercomputer/transformers_port has stars 7."},{"subject":"togethercomputer/transformers_port","predicate":"has watch term","object":"Model card","text":"togethercomputer/transformers_port has watch term Model card."},{"subject":"togethercomputer/transformers_port","predicate":"has watch term","object":"Data pipeline","text":"togethercomputer/transformers_port has watch term Data pipeline."}]},"intelligence":{"signal_desk":"forks","answer":"Together AI forked togethercomputer/transformers_port (forked from huggingface/transformers). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo togethercomputer/transformers_port · parent huggingface/transformers. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Together AI","predicate":"forked","object":"togethercomputer/transformers_port","text":"Together AI forked togethercomputer/transformers_port."},{"subject":"togethercomputer/transformers_port","predicate":"is classified as","object":"fork signal","text":"togethercomputer/transformers_port is classified as fork signal."},{"subject":"togethercomputer/transformers_port","predicate":"belongs to","object":"forks desk","text":"togethercomputer/transformers_port belongs to forks desk."},{"subject":"togethercomputer/transformers_port","predicate":"has context","object":"forked from huggingface/transformers","text":"togethercomputer/transformers_port has context forked from huggingface/transformers."},{"subject":"togethercomputer/transformers_port","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/transformers_port has evidence coverage 1 captured evidence page."}]},"signal":{"id":"83350dbe-f6f6-4f3b-9b0e-c7a56209db57","url":"https://onlylabs.fyi/signals/83350dbe-f6f6-4f3b-9b0e-c7a56209db57","json_url":"https://onlylabs.fyi/signals/83350dbe-f6f6-4f3b-9b0e-c7a56209db57/signal.json","source_url":"https://github.com/togethercomputer/transformers_port","title":"togethercomputer/transformers_port","summary":"Together AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from huggingface/transformers","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2023-03-03T18:48:12+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/transformers_port"]},"facets":{"repo":"togethercomputer/transformers_port","parent":"huggingface/transformers"},"traction":{"github_stars":7,"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/transformers_port","final_url":"https://github.com/togethercomputer/transformers_port","title":"togethercomputer/transformers_port repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:19:31.059379+00:00","bytes":118183,"raw_path":"419a9deb257b544ae5567606e55b20035035688a48c0fd3bfd1260ce1d5245d3.json","content_hash":"e41d16f7426f1dd3884e3a12ee64db4f726def1d3c1b3f22bbf0ce849a9e29f1","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/transformers_port Description: 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX. 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