{"schema_version":"onlylabs.public_signal.v1","title":"Cohere Release: cohere-ai/cohere-finetune v1.0.0","description":"Cohere release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/22c26db8-c225-4ddf-88da-9806860cae01","json_url":"https://onlylabs.fyi/signals/22c26db8-c225-4ddf-88da-9806860cae01/signal.json","generated_at":"2026-06-11T03:46:39.873779+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/22c26db8-c225-4ddf-88da-9806860cae01","signal_json":"https://onlylabs.fyi/signals/22c26db8-c225-4ddf-88da-9806860cae01/signal.json","source":"https://github.com/cohere-ai/cohere-finetune/releases/tag/v1.0.0","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/cohere-finetune v1.0.0 (cohere-ai/cohere-finetune). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Solid new repo release by Cohere. · 2024-11-04 (v1.0.0) Repository: cohere-ai/cohere-finetune Tag: v1.0.0 Published: 2024-11-04T20:56:02Z Prerelease: no Release notes: What's Changed - Initial v1.0.0.... 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/cohere-finetune/releases/tag/v1.0.0","source_host":"github.com","occurred_at":"2024-11-04T20:56:02+00:00","first_seen_at":"2026-06-05T20:05:50.117738+00:00","date_source":"source","context":"cohere-ai/cohere-finetune"},"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/cohere-finetune","source":"source"},{"label":"Release","value":"2024-11-04 (v1.0.0)","source":"source"},{"label":"Notability","value":"Solid new repo release by Cohere.","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/cohere-finetune/releases/tag/v1.0.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:46:39.873779+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/22c26db8-c225-4ddf-88da-9806860cae01/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/22c26db8-c225-4ddf-88da-9806860cae01/signal.json","required":true},{"label":"source","url":"https://github.com/cohere-ai/cohere-finetune/releases/tag/v1.0.0","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/cohere-finetune v1.0.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Cohere","predicate":"released","object":"cohere-ai/cohere-finetune v1.0.0","text":"Cohere released cohere-ai/cohere-finetune v1.0.0."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"is classified as","object":"release signal","text":"cohere-ai/cohere-finetune v1.0.0 is classified as release signal."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"belongs to","object":"releases desk","text":"cohere-ai/cohere-finetune v1.0.0 belongs to releases desk."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"has context","object":"cohere-ai/cohere-finetune","text":"cohere-ai/cohere-finetune v1.0.0 has context cohere-ai/cohere-finetune."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/cohere-finetune v1.0.0 has evidence coverage 1 captured evidence page."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"has captured page count","object":"1","text":"cohere-ai/cohere-finetune v1.0.0 has captured page count 1."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"has readable page count","object":"1","text":"cohere-ai/cohere-finetune v1.0.0 has readable page count 1."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"has related signal count","object":"6","text":"cohere-ai/cohere-finetune v1.0.0 has related signal count 6."},{"subject":"cohere-ai/cohere-finetune v1.0.0","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":"cohere-ai/cohere-finetune v1.0.0 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/cohere-finetune v1.0.0","predicate":"has source host","object":"github.com","text":"cohere-ai/cohere-finetune v1.0.0 has source host github.com."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"has lab","object":"Cohere","text":"cohere-ai/cohere-finetune v1.0.0 has lab Cohere."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"has signal desk","object":"releases","text":"cohere-ai/cohere-finetune v1.0.0 has signal desk releases."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"has source host","object":"github.com","text":"cohere-ai/cohere-finetune v1.0.0 has source host github.com."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"has repository","object":"cohere-ai/cohere-finetune","text":"cohere-ai/cohere-finetune v1.0.0 has repository cohere-ai/cohere-finetune."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"has release","object":"2024-11-04 (v1.0.0)","text":"cohere-ai/cohere-finetune v1.0.0 has release 2024-11-04 (v1.0.0)."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"has notability","object":"Solid new repo release by Cohere.","text":"cohere-ai/cohere-finetune v1.0.0 has notability Solid new repo release by Cohere.."}]},"intelligence":{"signal_desk":"releases","answer":"Cohere published cohere-ai/cohere-finetune v1.0.0 (cohere-ai/cohere-finetune). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Solid new repo release by Cohere. · 2024-11-04 (v1.0.0) Repository: cohere-ai/cohere-finetune Tag: v1.0.0 Published: 2024-11-04T20:56:02Z Prerelease: no Release notes: What's Changed - Initial v1.0.0.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Cohere","predicate":"released","object":"cohere-ai/cohere-finetune v1.0.0","text":"Cohere released cohere-ai/cohere-finetune v1.0.0."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"is classified as","object":"release signal","text":"cohere-ai/cohere-finetune v1.0.0 is classified as release signal."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"belongs to","object":"releases desk","text":"cohere-ai/cohere-finetune v1.0.0 belongs to releases desk."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"has context","object":"cohere-ai/cohere-finetune","text":"cohere-ai/cohere-finetune v1.0.0 has context cohere-ai/cohere-finetune."},{"subject":"cohere-ai/cohere-finetune v1.0.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/cohere-finetune v1.0.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"22c26db8-c225-4ddf-88da-9806860cae01","url":"https://onlylabs.fyi/signals/22c26db8-c225-4ddf-88da-9806860cae01","json_url":"https://onlylabs.fyi/signals/22c26db8-c225-4ddf-88da-9806860cae01/signal.json","source_url":"https://github.com/cohere-ai/cohere-finetune/releases/tag/v1.0.0","title":"cohere-ai/cohere-finetune v1.0.0","summary":"Cohere published release notes. onlylabs watches releases for what actually shipped.","context":"cohere-ai/cohere-finetune","kind":{"key":"release","label":"Release"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2024-11-04T20:56:02+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/cohere-finetune/releases/tag/v1.0.0"]},"facets":{"repo":"cohere-ai/cohere-finetune"},"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/cohere-finetune/releases/tag/v1.0.0","final_url":"https://github.com/cohere-ai/cohere-finetune/releases/tag/v1.0.0","title":"cohere-ai/cohere-finetune v1.0.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:46:39.873779+00:00","bytes":3219,"raw_path":"52d527bc4973add83545d3c097f506030b45d3a64b13d82470b448c653ba74d9.json","content_hash":"92e98f5ec8253af7d67251b90bff5c4505cdc17ee67fcd073ac122f018c77812","excerpt_chars":1200,"truncated":false,"excerpt":"2024-11-04 (v1.0.0) Repository: cohere-ai/cohere-finetune Tag: v1.0.0 Published: 2024-11-04T20:56:02Z Prerelease: no Release notes: What's Changed - Initial v1.0.0 release of Cohere's fine-tuning toolkit - Docker image available at https://github.com/orgs/cohere-ai/packages For more information, check out our [README](https://github.com/cohere-ai/cohere-finetune/blob/main/README.md). Contributors * @youran-qi implemented the initial version of cohere-finetune in this [commit](https://github.com/cohere-ai/cohere-finetune/commit/41b216162a2e1c2a004f1f7447901662d310c387). * @CoderHam provided invaluable guidance, suggestions and support on the design and implementation of cohere-finetune. **Full Changelog**: https://github.com/cohere-ai/cohere-finetune/commits/v1.0.0"},"evidence_pages":[{"url":"https://github.com/cohere-ai/cohere-finetune/releases/tag/v1.0.0","final_url":"https://github.com/cohere-ai/cohere-finetune/releases/tag/v1.0.0","title":"cohere-ai/cohere-finetune v1.0.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:46:39.873779+00:00","bytes":3219,"raw_path":"52d527bc4973add83545d3c097f506030b45d3a64b13d82470b448c653ba74d9.json","content_hash":"92e98f5ec8253af7d67251b90bff5c4505cdc17ee67fcd073ac122f018c77812","excerpt_chars":1200,"truncated":false,"excerpt":"2024-11-04 (v1.0.0) Repository: cohere-ai/cohere-finetune Tag: v1.0.0 Published: 2024-11-04T20:56:02Z Prerelease: no Release notes: What's Changed - Initial v1.0.0 release of Cohere's fine-tuning toolkit - Docker image available at https://github.com/orgs/cohere-ai/packages For more information, check out our [README](https://github.com/cohere-ai/cohere-finetune/blob/main/README.md). Contributors * @youran-qi implemented the initial version of cohere-finetune in this [commit](https://github.com/cohere-ai/cohere-finetune/commit/41b216162a2e1c2a004f1f7447901662d310c387). * @CoderHam provided invaluable guidance, suggestions and support on the design and implementation of cohere-finetune. **Full Changelog**: https://github.com/cohere-ai/cohere-finetune/commits/v1.0.0"}],"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"}]}