{"schema_version":"onlylabs.public_signal.v1","title":"Cohere Repo: cohere-ai/self-reflection-planning-paper","description":"Cohere repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c251eaae-05d5-4520-a9ec-5d9dd440af53","json_url":"https://onlylabs.fyi/signals/c251eaae-05d5-4520-a9ec-5d9dd440af53/signal.json","generated_at":"2026-06-11T03:58:55.276944+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/c251eaae-05d5-4520-a9ec-5d9dd440af53","signal_json":"https://onlylabs.fyi/signals/c251eaae-05d5-4520-a9ec-5d9dd440af53/signal.json","source":"https://github.com/cohere-ai/self-reflection-planning-paper","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Cohere published cohere-ai/self-reflection-planning-paper (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo cohere-ai/self-reflection-planning-paper · language Python · Low-star paper repo from Cohere.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/cohere-ai/self-reflection-planning-paper","source_host":"github.com","occurred_at":"2024-11-13T14:06:19+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Cohere","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"cohere-ai/self-reflection-planning-paper","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"2","source":"traction"},{"label":"Notability","value":"Low-star paper repo from Cohere.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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/self-reflection-planning-paper"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:58:55.276944+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c251eaae-05d5-4520-a9ec-5d9dd440af53/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/c251eaae-05d5-4520-a9ec-5d9dd440af53/signal.json","required":true},{"label":"source","url":"https://github.com/cohere-ai/self-reflection-planning-paper","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":null,"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 repo signal \"cohere-ai/self-reflection-planning-paper\" for frontier lab strategy."},"semantic_triples":[{"subject":"Cohere","predicate":"published repo","object":"cohere-ai/self-reflection-planning-paper","text":"Cohere published repo cohere-ai/self-reflection-planning-paper."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"is classified as","object":"repo signal","text":"cohere-ai/self-reflection-planning-paper is classified as repo signal."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"belongs to","object":"repos desk","text":"cohere-ai/self-reflection-planning-paper belongs to repos desk."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has context","object":"Python","text":"cohere-ai/self-reflection-planning-paper has context Python."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/self-reflection-planning-paper has evidence coverage 1 captured evidence page."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has captured page count","object":"1","text":"cohere-ai/self-reflection-planning-paper has captured page count 1."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has readable page count","object":"1","text":"cohere-ai/self-reflection-planning-paper has readable page count 1."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has related signal count","object":"6","text":"cohere-ai/self-reflection-planning-paper has related signal count 6."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"cohere-ai/self-reflection-planning-paper has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has source host","object":"github.com","text":"cohere-ai/self-reflection-planning-paper has source host github.com."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has lab","object":"Cohere","text":"cohere-ai/self-reflection-planning-paper has lab Cohere."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has signal desk","object":"repos","text":"cohere-ai/self-reflection-planning-paper has signal desk repos."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has source host","object":"github.com","text":"cohere-ai/self-reflection-planning-paper has source host github.com."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has repository","object":"cohere-ai/self-reflection-planning-paper","text":"cohere-ai/self-reflection-planning-paper has repository cohere-ai/self-reflection-planning-paper."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has language","object":"Python","text":"cohere-ai/self-reflection-planning-paper has language Python."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has stars","object":"2","text":"cohere-ai/self-reflection-planning-paper has stars 2."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has notability","object":"Low-star paper repo from Cohere.","text":"cohere-ai/self-reflection-planning-paper has notability Low-star paper repo from Cohere.."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has watch term","object":"Eval methodology","text":"cohere-ai/self-reflection-planning-paper has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Cohere published cohere-ai/self-reflection-planning-paper (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo cohere-ai/self-reflection-planning-paper · language Python · Low-star paper repo from Cohere.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Cohere","predicate":"published repo","object":"cohere-ai/self-reflection-planning-paper","text":"Cohere published repo cohere-ai/self-reflection-planning-paper."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"is classified as","object":"repo signal","text":"cohere-ai/self-reflection-planning-paper is classified as repo signal."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"belongs to","object":"repos desk","text":"cohere-ai/self-reflection-planning-paper belongs to repos desk."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has context","object":"Python","text":"cohere-ai/self-reflection-planning-paper has context Python."},{"subject":"cohere-ai/self-reflection-planning-paper","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/self-reflection-planning-paper has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c251eaae-05d5-4520-a9ec-5d9dd440af53","url":"https://onlylabs.fyi/signals/c251eaae-05d5-4520-a9ec-5d9dd440af53","json_url":"https://onlylabs.fyi/signals/c251eaae-05d5-4520-a9ec-5d9dd440af53/signal.json","source_url":"https://github.com/cohere-ai/self-reflection-planning-paper","title":"cohere-ai/self-reflection-planning-paper","summary":"Cohere published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2024-11-13T14:06:19+00:00","first_seen_at":"2026-06-05T05:43:00.174979+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/self-reflection-planning-paper"]},"facets":{"repo":"cohere-ai/self-reflection-planning-paper","language":"Python"},"traction":{"github_stars":2,"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/self-reflection-planning-paper","final_url":"https://github.com/cohere-ai/self-reflection-planning-paper","title":"cohere-ai/self-reflection-planning-paper repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:58:55.276944+00:00","bytes":9745,"raw_path":"8d454bff1a2296a11c05f9b2d04ec9c598db2eddfbc114b4f77f6025701db1d5.json","content_hash":"9af48ed921fd5266130b5c893e65865445f7a40b72c8d45eed0e9fee1e6939f7","excerpt_chars":1200,"truncated":true,"excerpt":"cohere-ai/self-reflection-planning-paper Description: This repository contains the code for our paper: \"On the Efficacy of Self-reflection for Improving LLM Agent Planning\". Language: Python Stars: 2 Forks: 1 Open issues: 2 Created: 2024-11-13T14:06:19Z Pushed: 2025-04-29T16:25:12Z Default branch: main Fork: no Archived: no README: On the Efficacy of Self-reflection for Improving LLM Agent Planning This repository contains the code for our paper: \"On the Efficacy of Self-reflection for Improving LLM Agent Planning\". Navigation The root of the repository contains the following sub-repositories: - `SEA/`: Contains the code for our self-relection framework, SEA (Sample-Evaluate-Aggregate). - `ToolTalk/`: Contains our version of the [ToolTalk benchmark repository](https://github.com/microsoft/ToolTalk). - `ToolSandbox/`: Contains our version of the [ToolSandbox benchmark repository](https://github.com/apple/ToolSandbox). Experiments The `ToolTalk/` and `ToolSandbox/` sub-repositories contain the code necessary to run our experiments on each benchmark, with instructions provided in the top the respective READMEs. Note that the different environments will likely be required to run each..."},"evidence_pages":[{"url":"https://github.com/cohere-ai/self-reflection-planning-paper","final_url":"https://github.com/cohere-ai/self-reflection-planning-paper","title":"cohere-ai/self-reflection-planning-paper repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:58:55.276944+00:00","bytes":9745,"raw_path":"8d454bff1a2296a11c05f9b2d04ec9c598db2eddfbc114b4f77f6025701db1d5.json","content_hash":"9af48ed921fd5266130b5c893e65865445f7a40b72c8d45eed0e9fee1e6939f7","excerpt_chars":1200,"truncated":true,"excerpt":"cohere-ai/self-reflection-planning-paper Description: This repository contains the code for our paper: \"On the Efficacy of Self-reflection for Improving LLM Agent Planning\". Language: Python Stars: 2 Forks: 1 Open issues: 2 Created: 2024-11-13T14:06:19Z Pushed: 2025-04-29T16:25:12Z Default branch: main Fork: no Archived: no README: On the Efficacy of Self-reflection for Improving LLM Agent Planning This repository contains the code for our paper: \"On the Efficacy of Self-reflection for Improving LLM Agent Planning\". Navigation The root of the repository contains the following sub-repositories: - `SEA/`: Contains the code for our self-relection framework, SEA (Sample-Evaluate-Aggregate). - `ToolTalk/`: Contains our version of the [ToolTalk benchmark repository](https://github.com/microsoft/ToolTalk). - `ToolSandbox/`: Contains our version of the [ToolSandbox benchmark repository](https://github.com/apple/ToolSandbox). Experiments The `ToolTalk/` and `ToolSandbox/` sub-repositories contain the code necessary to run our experiments on each benchmark, with instructions provided in the top the respective READMEs. Note that the different environments will likely be required to run each..."}],"related_signals":[{"id":"b04cc72b-18a2-4d54-a2ff-ac76954c11eb","url":"https://onlylabs.fyi/signals/b04cc72b-18a2-4d54-a2ff-ac76954c11eb","source_url":"https://github.com/cohere-ai/cohere-azure-workshops","title":"cohere-ai/cohere-azure-workshops","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2026-05-01T21:40:24+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"},{"id":"dd51f42b-b547-4722-88fa-9e9b7ba7a5ae","url":"https://onlylabs.fyi/signals/dd51f42b-b547-4722-88fa-9e9b7ba7a5ae","source_url":"https://github.com/cohere-ai/cvm-measure","title":"cohere-ai/cvm-measure","context":"Makefile","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2026-04-10T19:07:01+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"},{"id":"8f7c20cc-6531-4978-bb14-4e3b1d6c7b25","url":"https://onlylabs.fyi/signals/8f7c20cc-6531-4978-bb14-4e3b1d6c7b25","source_url":"https://github.com/cohere-ai/melody","title":"cohere-ai/melody","context":"Rust","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2025-10-10T17:32:30+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"},{"id":"93fef8fe-ae41-4db2-aa12-e85c4b88fda0","url":"https://onlylabs.fyi/signals/93fef8fe-ae41-4db2-aa12-e85c4b88fda0","source_url":"https://github.com/cohere-ai/htn-2025-techtalk","title":"cohere-ai/htn-2025-techtalk","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2025-09-04T01:21:23+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"},{"id":"a8a38c03-91f9-452f-915d-2191c3a03296","url":"https://onlylabs.fyi/signals/a8a38c03-91f9-452f-915d-2191c3a03296","source_url":"https://github.com/cohere-ai/north-mcp-python-sdk","title":"cohere-ai/north-mcp-python-sdk","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2025-05-08T13:04:41+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"},{"id":"f4ee1bbf-3fd2-4c59-9827-17979cbffa3c","url":"https://onlylabs.fyi/signals/f4ee1bbf-3fd2-4c59-9827-17979cbffa3c","source_url":"https://github.com/cohere-ai/cohere-workshop-march-17-2025","title":"cohere-ai/cohere-workshop-march-17-2025","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2025-02-25T14:18:28+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"}]}