{"schema_version":"onlylabs.public_signal.v1","title":"Cohere Release: cohere-ai/cohere-toolkit v1.1.4","description":"Cohere release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/9bd0207e-18a7-4e40-b644-60bcacce8d50","json_url":"https://onlylabs.fyi/signals/9bd0207e-18a7-4e40-b644-60bcacce8d50/signal.json","generated_at":"2026-06-11T03:46:39.310533+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/9bd0207e-18a7-4e40-b644-60bcacce8d50","signal_json":"https://onlylabs.fyi/signals/9bd0207e-18a7-4e40-b644-60bcacce8d50/signal.json","source":"https://github.com/cohere-ai/cohere-toolkit/releases/tag/v1.1.4","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-toolkit v1.1.4 (cohere-ai/cohere-toolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: routine toolkit version release · 2024-12-05 (v1.1.4) Repository: cohere-ai/cohere-toolkit Tag: v1.1.4 Published: 2024-12-05T23:14:29Z Prerelease: no Release notes: Summary of Changes in Version 1.1.4.... 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-toolkit/releases/tag/v1.1.4","source_host":"github.com","occurred_at":"2024-12-05T23:14:29+00:00","first_seen_at":"2026-06-05T20:05:50.117738+00:00","date_source":"source","context":"cohere-ai/cohere-toolkit"},"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-toolkit","source":"source"},{"label":"Release","value":"2024-12-05 (v1.1.4)","source":"source"},{"label":"Notability","value":"routine toolkit version release","source":"signal"},{"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/cohere-ai/cohere-toolkit/releases/tag/v1.1.4"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:46:39.310533+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/9bd0207e-18a7-4e40-b644-60bcacce8d50/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/9bd0207e-18a7-4e40-b644-60bcacce8d50/signal.json","required":true},{"label":"source","url":"https://github.com/cohere-ai/cohere-toolkit/releases/tag/v1.1.4","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-toolkit v1.1.4\" for frontier lab strategy."},"semantic_triples":[{"subject":"Cohere","predicate":"released","object":"cohere-ai/cohere-toolkit v1.1.4","text":"Cohere released cohere-ai/cohere-toolkit v1.1.4."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"is classified as","object":"release signal","text":"cohere-ai/cohere-toolkit v1.1.4 is classified as release signal."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"belongs to","object":"releases desk","text":"cohere-ai/cohere-toolkit v1.1.4 belongs to releases desk."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has context","object":"cohere-ai/cohere-toolkit","text":"cohere-ai/cohere-toolkit v1.1.4 has context cohere-ai/cohere-toolkit."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/cohere-toolkit v1.1.4 has evidence coverage 1 captured evidence page."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has captured page count","object":"1","text":"cohere-ai/cohere-toolkit v1.1.4 has captured page count 1."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has readable page count","object":"1","text":"cohere-ai/cohere-toolkit v1.1.4 has readable page count 1."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has related signal count","object":"6","text":"cohere-ai/cohere-toolkit v1.1.4 has related signal count 6."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","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-toolkit v1.1.4 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-toolkit v1.1.4","predicate":"has source host","object":"github.com","text":"cohere-ai/cohere-toolkit v1.1.4 has source host github.com."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has lab","object":"Cohere","text":"cohere-ai/cohere-toolkit v1.1.4 has lab Cohere."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has signal desk","object":"releases","text":"cohere-ai/cohere-toolkit v1.1.4 has signal desk releases."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has source host","object":"github.com","text":"cohere-ai/cohere-toolkit v1.1.4 has source host github.com."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has repository","object":"cohere-ai/cohere-toolkit","text":"cohere-ai/cohere-toolkit v1.1.4 has repository cohere-ai/cohere-toolkit."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has release","object":"2024-12-05 (v1.1.4)","text":"cohere-ai/cohere-toolkit v1.1.4 has release 2024-12-05 (v1.1.4)."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has notability","object":"routine toolkit version release","text":"cohere-ai/cohere-toolkit v1.1.4 has notability routine toolkit version release."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has watch term","object":"Infrastructure","text":"cohere-ai/cohere-toolkit v1.1.4 has watch term Infrastructure."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has watch term","object":"Safety and alignment","text":"cohere-ai/cohere-toolkit v1.1.4 has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"releases","answer":"Cohere published cohere-ai/cohere-toolkit v1.1.4 (cohere-ai/cohere-toolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: routine toolkit version release · 2024-12-05 (v1.1.4) Repository: cohere-ai/cohere-toolkit Tag: v1.1.4 Published: 2024-12-05T23:14:29Z Prerelease: no Release notes: Summary of Changes in Version 1.1.4.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Cohere","predicate":"released","object":"cohere-ai/cohere-toolkit v1.1.4","text":"Cohere released cohere-ai/cohere-toolkit v1.1.4."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"is classified as","object":"release signal","text":"cohere-ai/cohere-toolkit v1.1.4 is classified as release signal."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"belongs to","object":"releases desk","text":"cohere-ai/cohere-toolkit v1.1.4 belongs to releases desk."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has context","object":"cohere-ai/cohere-toolkit","text":"cohere-ai/cohere-toolkit v1.1.4 has context cohere-ai/cohere-toolkit."},{"subject":"cohere-ai/cohere-toolkit v1.1.4","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/cohere-toolkit v1.1.4 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"9bd0207e-18a7-4e40-b644-60bcacce8d50","url":"https://onlylabs.fyi/signals/9bd0207e-18a7-4e40-b644-60bcacce8d50","json_url":"https://onlylabs.fyi/signals/9bd0207e-18a7-4e40-b644-60bcacce8d50/signal.json","source_url":"https://github.com/cohere-ai/cohere-toolkit/releases/tag/v1.1.4","title":"cohere-ai/cohere-toolkit v1.1.4","summary":"Cohere published release notes. onlylabs watches releases for what actually shipped.","context":"cohere-ai/cohere-toolkit","kind":{"key":"release","label":"Release"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2024-12-05T23:14:29+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-toolkit/releases/tag/v1.1.4"]},"facets":{"repo":"cohere-ai/cohere-toolkit"},"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-toolkit/releases/tag/v1.1.4","final_url":"https://github.com/cohere-ai/cohere-toolkit/releases/tag/v1.1.4","title":"cohere-ai/cohere-toolkit v1.1.4","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:46:39.310533+00:00","bytes":4286,"raw_path":"134cf44fb489ada51f6dd187621933dc6cf2ddd854184c1f6c66adc1f7935136.json","content_hash":"85653b21fc20a423549633d6877a76e5a425b34907ae7b9d3ec4c4a417905e3f","excerpt_chars":1200,"truncated":true,"excerpt":"2024-12-05 (v1.1.4) Repository: cohere-ai/cohere-toolkit Tag: v1.1.4 Published: 2024-12-05T23:14:29Z Prerelease: no Release notes: Summary of Changes in Version 1.1.4 General Improvements - **Backend Fixes and Enhancements**: - Addressed table overlap issue in `Groups/UserGroupsAssociation` to avoid conflicts. - Improved hybrid search functionality and added client access token filtering for tool authentication. - Replaced `co reader` implementation with `aiohttp GET` for the web scrape tool. - Fixed alignment of the Wikipedia toggle in the Assistants Web feature. - **Frontend Enhancements**: - Fixed `react-scroll-to-bottom` import issue. - Added a button for hotkey bindings in the Assistants Web interface. - **Documentation**: - Updated tool documentation to reflect the current state accurately. Dependency Updates - Development: - Updated `aiohttp` to 3.10.11 and `python-multipart` to 0.0.18. - Bumped dependencies for `cross-spawn`, `path-to-regexp`, and `express` in Slack bot interfaces. Infrastructure and Testing - **Infrastructure**: - Enabled integration tests for all PRs and resolved broken tests. - Improved Azure deployment through Docker Compose. - **Testing**: - Added..."},"evidence_pages":[{"url":"https://github.com/cohere-ai/cohere-toolkit/releases/tag/v1.1.4","final_url":"https://github.com/cohere-ai/cohere-toolkit/releases/tag/v1.1.4","title":"cohere-ai/cohere-toolkit v1.1.4","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:46:39.310533+00:00","bytes":4286,"raw_path":"134cf44fb489ada51f6dd187621933dc6cf2ddd854184c1f6c66adc1f7935136.json","content_hash":"85653b21fc20a423549633d6877a76e5a425b34907ae7b9d3ec4c4a417905e3f","excerpt_chars":1200,"truncated":true,"excerpt":"2024-12-05 (v1.1.4) Repository: cohere-ai/cohere-toolkit Tag: v1.1.4 Published: 2024-12-05T23:14:29Z Prerelease: no Release notes: Summary of Changes in Version 1.1.4 General Improvements - **Backend Fixes and Enhancements**: - Addressed table overlap issue in `Groups/UserGroupsAssociation` to avoid conflicts. - Improved hybrid search functionality and added client access token filtering for tool authentication. - Replaced `co reader` implementation with `aiohttp GET` for the web scrape tool. - Fixed alignment of the Wikipedia toggle in the Assistants Web feature. - **Frontend Enhancements**: - Fixed `react-scroll-to-bottom` import issue. - Added a button for hotkey bindings in the Assistants Web interface. - **Documentation**: - Updated tool documentation to reflect the current state accurately. Dependency Updates - Development: - Updated `aiohttp` to 3.10.11 and `python-multipart` to 0.0.18. - Bumped dependencies for `cross-spawn`, `path-to-regexp`, and `express` in Slack bot interfaces. Infrastructure and Testing - **Infrastructure**: - Enabled integration tests for all PRs and resolved broken tests. - Improved Azure deployment through Docker Compose. - **Testing**: - Added..."}],"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"}]}