{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Fork: togethercomputer/gigatoken","description":"Together AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/b7ff7fe2-9052-491e-a149-9a9fb55f532a","json_url":"https://onlylabs.fyi/signals/b7ff7fe2-9052-491e-a149-9a9fb55f532a/signal.json","generated_at":"2026-07-28T19:08:16.301Z","evidence_latest_fetched_at":"2026-07-27T07:01:47.627008+00:00","signal_first_seen_at":"2026-07-27T07:00:56.009091+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/b7ff7fe2-9052-491e-a149-9a9fb55f532a","signal_json":"https://onlylabs.fyi/signals/b7ff7fe2-9052-491e-a149-9a9fb55f532a/signal.json","source":"https://github.com/togethercomputer/gigatoken","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/gigatoken (forked from marcelroed/gigatoken). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo togethercomputer/gigatoken · parent marcelroed/gigatoken. 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/gigatoken","source_host":"github.com","occurred_at":"2026-07-27T04:09:57+00:00","first_seen_at":"2026-07-27T07:00:56.009091+00:00","date_source":"source","context":"forked from marcelroed/gigatoken"},"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/gigatoken","source":"source"},{"label":"Parent","value":"marcelroed/gigatoken","source":"source"},{"label":"Watch term","value":"Eval methodology","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/gigatoken"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-07-27T07:01:47.627008+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b7ff7fe2-9052-491e-a149-9a9fb55f532a/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/b7ff7fe2-9052-491e-a149-9a9fb55f532a/signal.json","required":true},{"label":"source","url":"https://github.com/togethercomputer/gigatoken","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/gigatoken\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"forked","object":"togethercomputer/gigatoken","text":"Together AI forked togethercomputer/gigatoken."},{"subject":"togethercomputer/gigatoken","predicate":"is classified as","object":"fork signal","text":"togethercomputer/gigatoken is classified as fork signal."},{"subject":"togethercomputer/gigatoken","predicate":"belongs to","object":"forks desk","text":"togethercomputer/gigatoken belongs to forks desk."},{"subject":"togethercomputer/gigatoken","predicate":"has context","object":"forked from marcelroed/gigatoken","text":"togethercomputer/gigatoken has context forked from marcelroed/gigatoken."},{"subject":"togethercomputer/gigatoken","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/gigatoken has evidence coverage 1 captured evidence page."},{"subject":"togethercomputer/gigatoken","predicate":"has captured page count","object":"1","text":"togethercomputer/gigatoken has captured page count 1."},{"subject":"togethercomputer/gigatoken","predicate":"has readable page count","object":"1","text":"togethercomputer/gigatoken has readable page count 1."},{"subject":"togethercomputer/gigatoken","predicate":"has related signal count","object":"6","text":"togethercomputer/gigatoken has related signal count 6."},{"subject":"togethercomputer/gigatoken","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/gigatoken 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/gigatoken","predicate":"has source host","object":"github.com","text":"togethercomputer/gigatoken has source host github.com."},{"subject":"togethercomputer/gigatoken","predicate":"has lab","object":"Together AI","text":"togethercomputer/gigatoken has lab Together AI."},{"subject":"togethercomputer/gigatoken","predicate":"has signal desk","object":"forks","text":"togethercomputer/gigatoken has signal desk forks."},{"subject":"togethercomputer/gigatoken","predicate":"has source host","object":"github.com","text":"togethercomputer/gigatoken has source host github.com."},{"subject":"togethercomputer/gigatoken","predicate":"has repository","object":"togethercomputer/gigatoken","text":"togethercomputer/gigatoken has repository togethercomputer/gigatoken."},{"subject":"togethercomputer/gigatoken","predicate":"has parent","object":"marcelroed/gigatoken","text":"togethercomputer/gigatoken has parent marcelroed/gigatoken."},{"subject":"togethercomputer/gigatoken","predicate":"has watch term","object":"Eval methodology","text":"togethercomputer/gigatoken has watch term Eval methodology."}]},"intelligence":{"signal_desk":"forks","answer":"Together AI forked togethercomputer/gigatoken (forked from marcelroed/gigatoken). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo togethercomputer/gigatoken · parent marcelroed/gigatoken. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Together AI","predicate":"forked","object":"togethercomputer/gigatoken","text":"Together AI forked togethercomputer/gigatoken."},{"subject":"togethercomputer/gigatoken","predicate":"is classified as","object":"fork signal","text":"togethercomputer/gigatoken is classified as fork signal."},{"subject":"togethercomputer/gigatoken","predicate":"belongs to","object":"forks desk","text":"togethercomputer/gigatoken belongs to forks desk."},{"subject":"togethercomputer/gigatoken","predicate":"has context","object":"forked from marcelroed/gigatoken","text":"togethercomputer/gigatoken has context forked from marcelroed/gigatoken."},{"subject":"togethercomputer/gigatoken","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/gigatoken has evidence coverage 1 captured evidence page."}]},"signal":{"id":"b7ff7fe2-9052-491e-a149-9a9fb55f532a","url":"https://onlylabs.fyi/signals/b7ff7fe2-9052-491e-a149-9a9fb55f532a","json_url":"https://onlylabs.fyi/signals/b7ff7fe2-9052-491e-a149-9a9fb55f532a/signal.json","source_url":"https://github.com/togethercomputer/gigatoken","title":"togethercomputer/gigatoken","summary":"Together AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from marcelroed/gigatoken","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-07-27T04:09:57+00:00","first_seen_at":"2026-07-27T07:00:56.009091+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/gigatoken"]},"facets":{"repo":"togethercomputer/gigatoken","parent":"marcelroed/gigatoken"},"traction":{"github_stars":0,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/togethercomputer/gigatoken","final_url":"https://github.com/togethercomputer/gigatoken","title":"togethercomputer/gigatoken repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-07-27T07:01:47.627008+00:00","bytes":35305,"raw_path":"43caf4226d480e2b42a8c2ae2a09b2d07936d1d752f79495f4d1eaaf4f5f9f7d.json","content_hash":"924bb0dce4916a66d3abfb98acf0feb27c6a9fc86029e1695bb59ba35b723d93","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/gigatoken Description: Language model tokenization at GB/s License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2026-07-27T04:09:57Z Pushed: 2026-07-27T04:10:04Z Default branch: main Fork: yes Parent repository: marcelroed/gigatoken Archived: no README: Gigatoken What is Gigatoken? Gigatoken is the fastest tokenizer for language modeling. It supports a wide range of CPU hardware, and nearly all commonly used tokenizers. See the [Benchmarks](#benchmarks) section for detailed throughput numbers across tokenizers and CPUs. Installation ```bash pip install gigatoken ``` Usage Gigatoken can be used with its own API, or in compatibility mode with HuggingFace Tokenizers or Tiktoken. Compatibility Mode (Easiest) ```python import gigatoken as gt Minimum change from existing HuggingFace tokenizers usage (compatibility mode) hf_tokenizer = ... tokenizer = gt.Tokenizer(hf_tokenizer).as_hf() tokenizer can be used in the same contexts as hf_tokenizer tokens = tokenizer.encode_batch([\"This is a test string\", \"And here is another\"]) OR with tiktoken tiktokenizer = ... tokenizer = gt.Tokenizer(tiktokenizer).as_tiktoken() Now works like existing tiktoken tokenizers tokens =..."},"evidence_pages":[],"related_signals":[{"id":"1078ec77-c4fc-4e49-85be-d91928f514be","url":"https://onlylabs.fyi/signals/1078ec77-c4fc-4e49-85be-d91928f514be","source_url":"https://github.com/togethercomputer/metabase","title":"togethercomputer/metabase","context":"forked from metabase/metabase","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-07-11T20:34:25+00:00","first_seen_at":"2026-07-12T07:00:55.010401+00:00","date_source":"source"},{"id":"c4138024-fefc-477e-aec7-e1ae1178b9ac","url":"https://onlylabs.fyi/signals/c4138024-fefc-477e-aec7-e1ae1178b9ac","source_url":"https://github.com/togethercomputer/together-PRIME","title":"togethercomputer/together-PRIME","context":"forked from PRIME-RL/PRIME","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-07-02T18:18:14+00:00","first_seen_at":"2026-07-03T07:00:57.959231+00:00","date_source":"source"},{"id":"776880b0-159f-4240-842c-09efa3c1f0c6","url":"https://onlylabs.fyi/signals/776880b0-159f-4240-842c-09efa3c1f0c6","source_url":"https://github.com/togethercomputer/InferenceX","title":"togethercomputer/InferenceX","context":"forked from SemiAnalysisAI/InferenceX","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-06-11T20:56:28+00:00","first_seen_at":"2026-06-12T07:00:51.632911+00:00","date_source":"source"},{"id":"6367550f-bd25-4483-8fda-eba8b039b892","url":"https://onlylabs.fyi/signals/6367550f-bd25-4483-8fda-eba8b039b892","source_url":"https://github.com/togethercomputer/tinker-cookbook","title":"togethercomputer/tinker-cookbook","context":"forked from thinking-machines-lab/tinker-cookbook","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-06-01T08:29:09+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"e6175547-cf8b-4774-9c10-ad0876c3f14e","url":"https://onlylabs.fyi/signals/e6175547-cf8b-4774-9c10-ad0876c3f14e","source_url":"https://github.com/togethercomputer/k8s-netperf","title":"togethercomputer/k8s-netperf","context":"forked from cloud-bulldozer/k8s-netperf","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-04-27T23:08:39+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"},{"id":"e1ad880b-e8c2-4eed-96b9-9286706c6932","url":"https://onlylabs.fyi/signals/e1ad880b-e8c2-4eed-96b9-9286706c6932","source_url":"https://github.com/togethercomputer/DeepGEMM","title":"togethercomputer/DeepGEMM","context":"forked from deepseek-ai/DeepGEMM","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-04-24T20:40:07+00:00","first_seen_at":"2026-06-05T22:32:10.100906+00:00","date_source":"source"}]}