{"schema_version":"onlylabs.public_signal.v1","title":"Cohere Fork: cohere-ai/TNG","description":"Cohere fork signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/2f2cd546-954d-462b-a9b5-268f5d0f3829","json_url":"https://onlylabs.fyi/signals/2f2cd546-954d-462b-a9b5-268f5d0f3829/signal.json","generated_at":"2026-06-11T02:43:03.595138+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/2f2cd546-954d-462b-a9b5-268f5d0f3829","signal_json":"https://onlylabs.fyi/signals/2f2cd546-954d-462b-a9b5-268f5d0f3829/signal.json","source":"https://github.com/cohere-ai/TNG","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/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml","data_business":null},"answer_pack":{"answer":"Cohere forked cohere-ai/TNG (forked from inclavare-containers/TNG). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo cohere-ai/TNG · parent inclavare-containers/TNG · Low-star fork. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/cohere-ai/TNG","source_host":"github.com","occurred_at":"2026-03-11T19:13:15+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source","context":"forked from inclavare-containers/TNG"},"context_markers":[{"label":"Lab","value":"Cohere","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"cohere-ai/TNG","source":"source"},{"label":"Parent","value":"inclavare-containers/TNG","source":"source"},{"label":"Stars","value":"2","source":"traction"},{"label":"Notability","value":"Low-star fork","source":"signal"},{"label":"Watch term","value":"Safety and alignment","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/TNG"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:43:03.595138+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/2f2cd546-954d-462b-a9b5-268f5d0f3829/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/forks/signals.json","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","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","data_business_lane","evidence_url"],"data_business_relevance":"Forks expose what frontier-lab engineers are building on before polished announcements, making them useful for partnership and product wedge discovery.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/2f2cd546-954d-462b-a9b5-268f5d0f3829/signal.json","required":true},{"label":"source","url":"https://github.com/cohere-ai/TNG","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/forks/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 fork signal \"cohere-ai/TNG\" for frontier lab strategy."},"semantic_triples":[{"subject":"Cohere","predicate":"forked","object":"cohere-ai/TNG","text":"Cohere forked cohere-ai/TNG."},{"subject":"cohere-ai/TNG","predicate":"is classified as","object":"fork signal","text":"cohere-ai/TNG is classified as fork signal."},{"subject":"cohere-ai/TNG","predicate":"belongs to","object":"forks desk","text":"cohere-ai/TNG belongs to forks desk."},{"subject":"cohere-ai/TNG","predicate":"has context","object":"forked from inclavare-containers/TNG","text":"cohere-ai/TNG has context forked from inclavare-containers/TNG."},{"subject":"cohere-ai/TNG","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/TNG has evidence coverage 1 captured evidence page."},{"subject":"cohere-ai/TNG","predicate":"has captured page count","object":"1","text":"cohere-ai/TNG has captured page count 1."},{"subject":"cohere-ai/TNG","predicate":"has readable page count","object":"1","text":"cohere-ai/TNG has readable page count 1."},{"subject":"cohere-ai/TNG","predicate":"has related signal count","object":"6","text":"cohere-ai/TNG has related signal count 6."},{"subject":"cohere-ai/TNG","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":"cohere-ai/TNG 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":"cohere-ai/TNG","predicate":"has source host","object":"github.com","text":"cohere-ai/TNG has source host github.com."},{"subject":"cohere-ai/TNG","predicate":"has lab","object":"Cohere","text":"cohere-ai/TNG has lab Cohere."},{"subject":"cohere-ai/TNG","predicate":"has signal desk","object":"forks","text":"cohere-ai/TNG has signal desk forks."},{"subject":"cohere-ai/TNG","predicate":"has source host","object":"github.com","text":"cohere-ai/TNG has source host github.com."},{"subject":"cohere-ai/TNG","predicate":"has repository","object":"cohere-ai/TNG","text":"cohere-ai/TNG has repository cohere-ai/TNG."},{"subject":"cohere-ai/TNG","predicate":"has parent","object":"inclavare-containers/TNG","text":"cohere-ai/TNG has parent inclavare-containers/TNG."},{"subject":"cohere-ai/TNG","predicate":"has stars","object":"2","text":"cohere-ai/TNG has stars 2."},{"subject":"cohere-ai/TNG","predicate":"has notability","object":"Low-star fork","text":"cohere-ai/TNG has notability Low-star fork."},{"subject":"cohere-ai/TNG","predicate":"has watch term","object":"Safety and alignment","text":"cohere-ai/TNG has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"forks","answer":"Cohere forked cohere-ai/TNG (forked from inclavare-containers/TNG). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo cohere-ai/TNG · parent inclavare-containers/TNG · Low-star fork. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Cohere","predicate":"forked","object":"cohere-ai/TNG","text":"Cohere forked cohere-ai/TNG."},{"subject":"cohere-ai/TNG","predicate":"is classified as","object":"fork signal","text":"cohere-ai/TNG is classified as fork signal."},{"subject":"cohere-ai/TNG","predicate":"belongs to","object":"forks desk","text":"cohere-ai/TNG belongs to forks desk."},{"subject":"cohere-ai/TNG","predicate":"has context","object":"forked from inclavare-containers/TNG","text":"cohere-ai/TNG has context forked from inclavare-containers/TNG."},{"subject":"cohere-ai/TNG","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/TNG has evidence coverage 1 captured evidence page."}]},"signal":{"id":"2f2cd546-954d-462b-a9b5-268f5d0f3829","url":"https://onlylabs.fyi/signals/2f2cd546-954d-462b-a9b5-268f5d0f3829","json_url":"https://onlylabs.fyi/signals/2f2cd546-954d-462b-a9b5-268f5d0f3829/signal.json","source_url":"https://github.com/cohere-ai/TNG","title":"cohere-ai/TNG","summary":"Cohere forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from inclavare-containers/TNG","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2026-03-11T19:13:15+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/TNG"]},"facets":{"repo":"cohere-ai/TNG","parent":"inclavare-containers/TNG"},"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/TNG","final_url":"https://github.com/cohere-ai/TNG","title":"cohere-ai/TNG repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:03.595138+00:00","bytes":31192,"raw_path":"3137b6b636e4541dae0f85c86fbf2cf6d6a47de3445a93504d5888013d9589ba.json","content_hash":"979601f8286b56473372bdae2807c5ad0d991963fae2e1f3e951941d48bf05ce","excerpt_chars":1200,"truncated":true,"excerpt":"cohere-ai/TNG Description: Trusted Network Gateway: A tool for establishing secure communication tunnels in confidential computing. Language: Rust License: Apache-2.0 Stars: 2 Forks: 0 Open issues: 11 Created: 2026-03-11T19:13:15Z Pushed: 2026-06-08T17:59:15Z Default branch: cohere Fork: yes Parent repository: inclavare-containers/TNG Archived: no README: TNG [![Docker](/../../actions/workflows/build-docker.yml/badge.svg)](/../../actions/workflows/build-docker.yml) [![RPM](/../../actions/workflows/build-rpm.yml/badge.svg)](/../../actions/workflows/build-rpm.yml) [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) [![rust version](https://img.shields.io/badge/rustc-1.89.0+-blue?style=flat-square&logo=rust)](https://www.rust-lang.org) [![codecov](https://codecov.io/gh/inclavare-containers/TNG/graph/badge.svg?token=7CUZW26SH6)](https://codecov.io/gh/inclavare-containers/TNG) [中文文档](README_zh.md) What is TNG? TNG (Trusted Network Gateway) is a transparent gateway tool for establishing secure communication tunnels in confidential computing environments. It enables end-to-end encrypted channels by configuring different..."},"evidence_pages":[{"url":"https://github.com/cohere-ai/TNG","final_url":"https://github.com/cohere-ai/TNG","title":"cohere-ai/TNG repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:03.595138+00:00","bytes":31192,"raw_path":"3137b6b636e4541dae0f85c86fbf2cf6d6a47de3445a93504d5888013d9589ba.json","content_hash":"979601f8286b56473372bdae2807c5ad0d991963fae2e1f3e951941d48bf05ce","excerpt_chars":1200,"truncated":true,"excerpt":"cohere-ai/TNG Description: Trusted Network Gateway: A tool for establishing secure communication tunnels in confidential computing. Language: Rust License: Apache-2.0 Stars: 2 Forks: 0 Open issues: 11 Created: 2026-03-11T19:13:15Z Pushed: 2026-06-08T17:59:15Z Default branch: cohere Fork: yes Parent repository: inclavare-containers/TNG Archived: no README: TNG [![Docker](/../../actions/workflows/build-docker.yml/badge.svg)](/../../actions/workflows/build-docker.yml) [![RPM](/../../actions/workflows/build-rpm.yml/badge.svg)](/../../actions/workflows/build-rpm.yml) [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) [![rust version](https://img.shields.io/badge/rustc-1.89.0+-blue?style=flat-square&logo=rust)](https://www.rust-lang.org) [![codecov](https://codecov.io/gh/inclavare-containers/TNG/graph/badge.svg?token=7CUZW26SH6)](https://codecov.io/gh/inclavare-containers/TNG) [中文文档](README_zh.md) What is TNG? TNG (Trusted Network Gateway) is a transparent gateway tool for establishing secure communication tunnels in confidential computing environments. It enables end-to-end encrypted channels by configuring different..."}],"related_signals":[{"id":"88ee0905-8a8b-4416-b76e-2c0b33e7a306","url":"https://onlylabs.fyi/signals/88ee0905-8a8b-4416-b76e-2c0b33e7a306","source_url":"https://github.com/cohere-ai/guest-components","title":"cohere-ai/guest-components","context":"forked from confidential-containers/guest-components","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2026-03-25T13:11:07+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"},{"id":"d547bca4-69a0-4b07-afd1-8ab9ef148ffe","url":"https://onlylabs.fyi/signals/d547bca4-69a0-4b07-afd1-8ab9ef148ffe","source_url":"https://github.com/cohere-ai/cloud-api-adaptor","title":"cohere-ai/cloud-api-adaptor","context":"forked from confidential-containers/cloud-api-adaptor","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2026-03-04T20:37:51+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"},{"id":"cf42b47d-e7a3-4b4c-8aaa-b57bbbf70d67","url":"https://onlylabs.fyi/signals/cf42b47d-e7a3-4b4c-8aaa-b57bbbf70d67","source_url":"https://github.com/cohere-ai/mcp-atlassian","title":"cohere-ai/mcp-atlassian","context":"forked from sooperset/mcp-atlassian","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2025-11-18T20:26:30+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"},{"id":"7311dd9a-ef5a-4f44-8432-56be787852aa","url":"https://onlylabs.fyi/signals/7311dd9a-ef5a-4f44-8432-56be787852aa","source_url":"https://github.com/cohere-ai/vcrpy","title":"cohere-ai/vcrpy","context":"forked from tanzimCohere/vcrpy","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2025-11-12T16:35:28+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"},{"id":"6834ade1-d24e-4f7e-83a5-84b622544142","url":"https://onlylabs.fyi/signals/6834ade1-d24e-4f7e-83a5-84b622544142","source_url":"https://github.com/cohere-ai/llama.cpp","title":"cohere-ai/llama.cpp","context":"forked from ggml-org/llama.cpp","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2025-08-20T21:32:58+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"},{"id":"4d953ebf-58c8-419a-a6e6-cc414dfcffb0","url":"https://onlylabs.fyi/signals/4d953ebf-58c8-419a-a6e6-cc414dfcffb0","source_url":"https://github.com/cohere-ai/imgproxy","title":"cohere-ai/imgproxy","context":"forked from imgproxy/imgproxy","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2025-04-16T18:07:31+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"}]}