{"schema_version":"onlylabs.public_signal.v1","title":"Cohere Release: cohere-ai/tokenizers v0.7.1","description":"Cohere release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/08abc883-eb91-4334-9cbf-eda0a2a9409d","json_url":"https://onlylabs.fyi/signals/08abc883-eb91-4334-9cbf-eda0a2a9409d/signal.json","generated_at":"2026-06-11T03:46:40.072961+00:00","org":{"slug":"cohere","name":"Cohere","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/cohere","dossier_json_url":"https://onlylabs.fyi/labs/cohere/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/08abc883-eb91-4334-9cbf-eda0a2a9409d","signal_json":"https://onlylabs.fyi/signals/08abc883-eb91-4334-9cbf-eda0a2a9409d/signal.json","source":"https://github.com/cohere-ai/tokenizers/releases/tag/v0.7.1","lab_dossier":"https://onlylabs.fyi/labs/cohere","lab_dossier_json":"https://onlylabs.fyi/labs/cohere/dossier.json","analysis":"https://onlylabs.fyi/analysis/cohere","analysis_json":"https://onlylabs.fyi/analysis/cohere/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/cohere/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"Cohere published cohere-ai/tokenizers v0.7.1 (cohere-ai/tokenizers). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine library release · v0.7.1 Repository: cohere-ai/tokenizers Tag: v0.7.1 Published: 2024-08-15T19:26:23Z Prerelease: no Release notes: Following:.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/cohere-ai/tokenizers/releases/tag/v0.7.1","source_host":"github.com","occurred_at":"2024-08-15T19:26:23+00:00","first_seen_at":"2026-06-05T20:05:50.117738+00:00","date_source":"source","context":"cohere-ai/tokenizers"},"context_markers":[{"label":"Lab","value":"Cohere","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"cohere-ai/tokenizers","source":"source"},{"label":"Release","value":"v0.7.1","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/cohere-ai/tokenizers/releases/tag/v0.7.1"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:46:40.072961+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/08abc883-eb91-4334-9cbf-eda0a2a9409d/signal.json","dossier_json":"https://onlylabs.fyi/labs/cohere/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/cohere/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/cohere/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","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","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/08abc883-eb91-4334-9cbf-eda0a2a9409d/signal.json","required":true},{"label":"source","url":"https://github.com/cohere-ai/tokenizers/releases/tag/v0.7.1","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/cohere/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/cohere/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json","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 Cohere's release signal \"cohere-ai/tokenizers v0.7.1\" for frontier lab strategy."},"semantic_triples":[{"subject":"Cohere","predicate":"released","object":"cohere-ai/tokenizers v0.7.1","text":"Cohere released cohere-ai/tokenizers v0.7.1."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"is classified as","object":"release signal","text":"cohere-ai/tokenizers v0.7.1 is classified as release signal."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"belongs to","object":"releases desk","text":"cohere-ai/tokenizers v0.7.1 belongs to releases desk."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"has context","object":"cohere-ai/tokenizers","text":"cohere-ai/tokenizers v0.7.1 has context cohere-ai/tokenizers."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/tokenizers v0.7.1 has evidence coverage 1 captured evidence page."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"has captured page count","object":"1","text":"cohere-ai/tokenizers v0.7.1 has captured page count 1."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"has readable page count","object":"1","text":"cohere-ai/tokenizers v0.7.1 has readable page count 1."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"has related signal count","object":"6","text":"cohere-ai/tokenizers v0.7.1 has related signal count 6."},{"subject":"cohere-ai/tokenizers v0.7.1","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":"cohere-ai/tokenizers v0.7.1 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"has source host","object":"github.com","text":"cohere-ai/tokenizers v0.7.1 has source host github.com."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"has lab","object":"Cohere","text":"cohere-ai/tokenizers v0.7.1 has lab Cohere."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"has signal desk","object":"releases","text":"cohere-ai/tokenizers v0.7.1 has signal desk releases."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"has source host","object":"github.com","text":"cohere-ai/tokenizers v0.7.1 has source host github.com."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"has repository","object":"cohere-ai/tokenizers","text":"cohere-ai/tokenizers v0.7.1 has repository cohere-ai/tokenizers."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"has release","object":"v0.7.1","text":"cohere-ai/tokenizers v0.7.1 has release v0.7.1."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"has notability","object":"Routine library release","text":"cohere-ai/tokenizers v0.7.1 has notability Routine library release."}]},"intelligence":{"signal_desk":"releases","answer":"Cohere published cohere-ai/tokenizers v0.7.1 (cohere-ai/tokenizers). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine library release · v0.7.1 Repository: cohere-ai/tokenizers Tag: v0.7.1 Published: 2024-08-15T19:26:23Z Prerelease: no Release notes: Following:.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Cohere","predicate":"released","object":"cohere-ai/tokenizers v0.7.1","text":"Cohere released cohere-ai/tokenizers v0.7.1."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"is classified as","object":"release signal","text":"cohere-ai/tokenizers v0.7.1 is classified as release signal."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"belongs to","object":"releases desk","text":"cohere-ai/tokenizers v0.7.1 belongs to releases desk."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"has context","object":"cohere-ai/tokenizers","text":"cohere-ai/tokenizers v0.7.1 has context cohere-ai/tokenizers."},{"subject":"cohere-ai/tokenizers v0.7.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/tokenizers v0.7.1 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"08abc883-eb91-4334-9cbf-eda0a2a9409d","url":"https://onlylabs.fyi/signals/08abc883-eb91-4334-9cbf-eda0a2a9409d","json_url":"https://onlylabs.fyi/signals/08abc883-eb91-4334-9cbf-eda0a2a9409d/signal.json","source_url":"https://github.com/cohere-ai/tokenizers/releases/tag/v0.7.1","title":"cohere-ai/tokenizers v0.7.1","summary":"Cohere published release notes. onlylabs watches releases for what actually shipped.","context":"cohere-ai/tokenizers","kind":{"key":"release","label":"Release"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2024-08-15T19:26:23+00:00","first_seen_at":"2026-06-05T20:05:50.117738+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/cohere-ai/tokenizers/releases/tag/v0.7.1"]},"facets":{"repo":"cohere-ai/tokenizers"},"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/cohere-ai/tokenizers/releases/tag/v0.7.1","final_url":"https://github.com/cohere-ai/tokenizers/releases/tag/v0.7.1","title":"cohere-ai/tokenizers v0.7.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:46:40.072961+00:00","bytes":15807,"raw_path":"20ee0b0b88ce8566a8ed33f96f6b608285daef5b0d49aa3f2d0524572a6a795b.json","content_hash":"2965bfc64a7f4a22433fd02817f10d97a4de708f10a9a13a1b8df98bbc3d1e1c","excerpt_chars":1200,"truncated":false,"excerpt":"v0.7.1 Repository: cohere-ai/tokenizers Tag: v0.7.1 Published: 2024-08-15T19:26:23Z Prerelease: no Release notes: Following: https://github.com/daulet/tokenizers/releases/tag/v0.7.1 > # What's Changed > > - Update core tokenizers library to latest: v0.15.2; > - Expose init time parameter to encode special tokens (or not); >"},"evidence_pages":[{"url":"https://github.com/cohere-ai/tokenizers/releases/tag/v0.7.1","final_url":"https://github.com/cohere-ai/tokenizers/releases/tag/v0.7.1","title":"cohere-ai/tokenizers v0.7.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:46:40.072961+00:00","bytes":15807,"raw_path":"20ee0b0b88ce8566a8ed33f96f6b608285daef5b0d49aa3f2d0524572a6a795b.json","content_hash":"2965bfc64a7f4a22433fd02817f10d97a4de708f10a9a13a1b8df98bbc3d1e1c","excerpt_chars":1200,"truncated":false,"excerpt":"v0.7.1 Repository: cohere-ai/tokenizers Tag: v0.7.1 Published: 2024-08-15T19:26:23Z Prerelease: no Release notes: Following: https://github.com/daulet/tokenizers/releases/tag/v0.7.1 > # What's Changed > > - Update core tokenizers library to latest: v0.15.2; > - Expose init time parameter to encode special tokens (or not); >"}],"related_signals":[{"id":"44568aab-aee9-45c8-8fee-6e4f10ded462","url":"https://onlylabs.fyi/signals/44568aab-aee9-45c8-8fee-6e4f10ded462","source_url":"https://github.com/cohere-ai/cloud-api-adaptor/releases/tag/v0.2.0-cohere.5","title":"cohere-ai/cloud-api-adaptor v0.2.0-cohere.5","context":"cohere-ai/cloud-api-adaptor","kind":{"key":"release","label":"Release"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2026-06-05T23:10:11+00:00","first_seen_at":"2026-06-06T01:49:38.888029+00:00","date_source":"source"},{"id":"5a64d208-416d-4127-862d-0466f4a891d5","url":"https://onlylabs.fyi/signals/5a64d208-416d-4127-862d-0466f4a891d5","source_url":"https://github.com/cohere-ai/cloud-api-adaptor/releases/tag/v0.2.0-cohere.4","title":"cohere-ai/cloud-api-adaptor v0.2.0-cohere.4","context":"cohere-ai/cloud-api-adaptor","kind":{"key":"release","label":"Release"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2026-06-05T22:10:14+00:00","first_seen_at":"2026-06-05T22:31:51.885681+00:00","date_source":"source"},{"id":"1d2f1455-06c2-4759-a609-19ee6ce306af","url":"https://onlylabs.fyi/signals/1d2f1455-06c2-4759-a609-19ee6ce306af","source_url":"https://github.com/cohere-ai/cloud-api-adaptor/releases/tag/v0.2.0-cohere.3","title":"cohere-ai/cloud-api-adaptor v0.2.0-cohere.3","context":"cohere-ai/cloud-api-adaptor","kind":{"key":"release","label":"Release"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2026-06-05T15:22:21+00:00","first_seen_at":"2026-06-05T20:05:50.117738+00:00","date_source":"source"},{"id":"cf05e081-083b-4f2f-8b69-c191b46dc97f","url":"https://onlylabs.fyi/signals/cf05e081-083b-4f2f-8b69-c191b46dc97f","source_url":"https://github.com/cohere-ai/TNG/releases/tag/v0.1.0","title":"cohere-ai/TNG v0.1.0","context":"cohere-ai/TNG","kind":{"key":"release","label":"Release"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2026-06-01T23:48:40+00:00","first_seen_at":"2026-06-05T20:05:50.117738+00:00","date_source":"source"},{"id":"72187d5b-4ed1-4840-bd64-81ea245fbc80","url":"https://onlylabs.fyi/signals/72187d5b-4ed1-4840-bd64-81ea245fbc80","source_url":"https://github.com/cohere-ai/cloud-api-adaptor/releases/tag/v0.2.0-cohere.2","title":"cohere-ai/cloud-api-adaptor v0.2.0-cohere.2","context":"cohere-ai/cloud-api-adaptor","kind":{"key":"release","label":"Release"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2026-06-01T22:46:23+00:00","first_seen_at":"2026-06-05T20:05:50.117738+00:00","date_source":"source"},{"id":"45cf0798-22c1-4c87-993d-2a908d7cc03b","url":"https://onlylabs.fyi/signals/45cf0798-22c1-4c87-993d-2a908d7cc03b","source_url":"https://github.com/cohere-ai/cohere-python/releases/tag/7.0.3","title":"cohere-ai/cohere-python 7.0.3","context":"cohere-ai/cohere-python","kind":{"key":"release","label":"Release"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2026-06-01T21:48:41+00:00","first_seen_at":"2026-06-05T20:05:50.117738+00:00","date_source":"source"}]}