{"schema_version":"onlylabs.public_signal.v1","title":"IBM (Granite) Repo: ibm-granite/granite-embedding-models","description":"IBM (Granite) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/a4b380c4-af91-426a-b512-8527cfb8973e","json_url":"https://onlylabs.fyi/signals/a4b380c4-af91-426a-b512-8527cfb8973e/signal.json","generated_at":"2026-06-11T04:19:56.491803+00:00","org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/ibm","dossier_json_url":"https://onlylabs.fyi/labs/ibm/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/a4b380c4-af91-426a-b512-8527cfb8973e","signal_json":"https://onlylabs.fyi/signals/a4b380c4-af91-426a-b512-8527cfb8973e/signal.json","source":"https://github.com/ibm-granite/granite-embedding-models","lab_dossier":"https://onlylabs.fyi/labs/ibm","lab_dossier_json":"https://onlylabs.fyi/labs/ibm/dossier.json","analysis":"https://onlylabs.fyi/analysis/ibm","analysis_json":"https://onlylabs.fyi/analysis/ibm/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/ibm/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"IBM (Granite) published ibm-granite/granite-embedding-models (Jupyter Notebook). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo ibm-granite/granite-embedding-models · language Jupyter Notebook · Solid new repo with moderate traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/ibm-granite/granite-embedding-models","source_host":"github.com","occurred_at":"2024-12-10T16:14:10+00:00","first_seen_at":"2026-06-05T20:58:46.537084+00:00","date_source":"source","context":"Jupyter Notebook"},"context_markers":[{"label":"Lab","value":"IBM (Granite)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"ibm-granite/granite-embedding-models","source":"source"},{"label":"Language","value":"Jupyter Notebook","source":"source"},{"label":"Stars","value":"71","source":"traction"},{"label":"Notability","value":"Solid new repo with moderate traction","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"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/ibm-granite/granite-embedding-models"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:19:56.491803+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a4b380c4-af91-426a-b512-8527cfb8973e/signal.json","dossier_json":"https://onlylabs.fyi/labs/ibm/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/ibm/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/ibm/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","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","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/a4b380c4-af91-426a-b512-8527cfb8973e/signal.json","required":true},{"label":"source","url":"https://github.com/ibm-granite/granite-embedding-models","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/ibm/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/ibm/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 IBM (Granite)'s repo signal \"ibm-granite/granite-embedding-models\" for neolab strategy."},"semantic_triples":[{"subject":"IBM (Granite)","predicate":"published repo","object":"ibm-granite/granite-embedding-models","text":"IBM (Granite) published repo ibm-granite/granite-embedding-models."},{"subject":"ibm-granite/granite-embedding-models","predicate":"is classified as","object":"repo signal","text":"ibm-granite/granite-embedding-models is classified as repo signal."},{"subject":"ibm-granite/granite-embedding-models","predicate":"belongs to","object":"repos desk","text":"ibm-granite/granite-embedding-models belongs to repos desk."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has context","object":"Jupyter Notebook","text":"ibm-granite/granite-embedding-models has context Jupyter Notebook."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ibm-granite/granite-embedding-models has evidence coverage 1 captured evidence page."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has captured page count","object":"1","text":"ibm-granite/granite-embedding-models has captured page count 1."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has readable page count","object":"1","text":"ibm-granite/granite-embedding-models has readable page count 1."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has related signal count","object":"6","text":"ibm-granite/granite-embedding-models has related signal count 6."},{"subject":"ibm-granite/granite-embedding-models","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":"ibm-granite/granite-embedding-models 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":"ibm-granite/granite-embedding-models","predicate":"has source host","object":"github.com","text":"ibm-granite/granite-embedding-models has source host github.com."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has lab","object":"IBM (Granite)","text":"ibm-granite/granite-embedding-models has lab IBM (Granite)."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has signal desk","object":"repos","text":"ibm-granite/granite-embedding-models has signal desk repos."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has source host","object":"github.com","text":"ibm-granite/granite-embedding-models has source host github.com."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has repository","object":"ibm-granite/granite-embedding-models","text":"ibm-granite/granite-embedding-models has repository ibm-granite/granite-embedding-models."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has language","object":"Jupyter Notebook","text":"ibm-granite/granite-embedding-models has language Jupyter Notebook."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has stars","object":"71","text":"ibm-granite/granite-embedding-models has stars 71."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has notability","object":"Solid new repo with moderate traction","text":"ibm-granite/granite-embedding-models has notability Solid new repo with moderate traction."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has watch term","object":"Eval methodology","text":"ibm-granite/granite-embedding-models has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"IBM (Granite) published ibm-granite/granite-embedding-models (Jupyter Notebook). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo ibm-granite/granite-embedding-models · language Jupyter Notebook · Solid new repo with moderate traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"IBM (Granite)","predicate":"published repo","object":"ibm-granite/granite-embedding-models","text":"IBM (Granite) published repo ibm-granite/granite-embedding-models."},{"subject":"ibm-granite/granite-embedding-models","predicate":"is classified as","object":"repo signal","text":"ibm-granite/granite-embedding-models is classified as repo signal."},{"subject":"ibm-granite/granite-embedding-models","predicate":"belongs to","object":"repos desk","text":"ibm-granite/granite-embedding-models belongs to repos desk."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has context","object":"Jupyter Notebook","text":"ibm-granite/granite-embedding-models has context Jupyter Notebook."},{"subject":"ibm-granite/granite-embedding-models","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ibm-granite/granite-embedding-models has evidence coverage 1 captured evidence page."}]},"signal":{"id":"a4b380c4-af91-426a-b512-8527cfb8973e","url":"https://onlylabs.fyi/signals/a4b380c4-af91-426a-b512-8527cfb8973e","json_url":"https://onlylabs.fyi/signals/a4b380c4-af91-426a-b512-8527cfb8973e/signal.json","source_url":"https://github.com/ibm-granite/granite-embedding-models","title":"ibm-granite/granite-embedding-models","summary":"IBM (Granite) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab"},"occurred_at":"2024-12-10T16:14:10+00:00","first_seen_at":"2026-06-05T20:58:46.537084+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/ibm-granite/granite-embedding-models"]},"facets":{"repo":"ibm-granite/granite-embedding-models","language":"Jupyter Notebook"},"traction":{"github_stars":71,"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/ibm-granite/granite-embedding-models","final_url":"https://github.com/ibm-granite/granite-embedding-models","title":"ibm-granite/granite-embedding-models repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:19:56.491803+00:00","bytes":24023,"raw_path":"cf88269566ab3ca8856c987f87d98d84be7e018eb06bc26427f249f4b0b6a115.json","content_hash":"74b14912a81eb4d1995b9556eef9243aae9d9ab9ce67d5706ef39e4545874ae4","excerpt_chars":1200,"truncated":true,"excerpt":"ibm-granite/granite-embedding-models Language: Jupyter Notebook License: Apache-2.0 Stars: 71 Forks: 4 Open issues: 4 Created: 2024-12-10T16:14:10Z Pushed: 2026-05-14T02:40:11Z Default branch: main Fork: no Archived: no README: --- Introduction to Granite Embedding Models - **Huggingface Repository:** [ibm-granite/granite-embedding-models](https://huggingface.co/collections/ibm-granite/granite-embedding-models-6750b30c802c1926a35550bb) - **Documentation**: [Granite Docs](https://www.ibm.com/granite/docs/models/embedding/) - **Granite Community**: [ibm-granite-community](https://github.com/ibm-granite-community) The Granite Embedding collection delivers innovative sentence-transformer models purpose-built for retrieval-based applications. Featuring a bi-encoder architecture, these models generate high-quality embeddings for textual inputs such as queries, passages, and documents, enabling seamless comparison through cosine similarity. Built using retrieval oriented pretraining, contrastive finetuning, knowledge distillation, and model merging, the Granite Embedding lineup is optimized to ensure strong alignment between query and passage embeddings. Built on a foundation of..."},"evidence_pages":[{"url":"https://github.com/ibm-granite/granite-embedding-models","final_url":"https://github.com/ibm-granite/granite-embedding-models","title":"ibm-granite/granite-embedding-models repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:19:56.491803+00:00","bytes":24023,"raw_path":"cf88269566ab3ca8856c987f87d98d84be7e018eb06bc26427f249f4b0b6a115.json","content_hash":"74b14912a81eb4d1995b9556eef9243aae9d9ab9ce67d5706ef39e4545874ae4","excerpt_chars":1200,"truncated":true,"excerpt":"ibm-granite/granite-embedding-models Language: Jupyter Notebook License: Apache-2.0 Stars: 71 Forks: 4 Open issues: 4 Created: 2024-12-10T16:14:10Z Pushed: 2026-05-14T02:40:11Z Default branch: main Fork: no Archived: no README: --- Introduction to Granite Embedding Models - **Huggingface Repository:** [ibm-granite/granite-embedding-models](https://huggingface.co/collections/ibm-granite/granite-embedding-models-6750b30c802c1926a35550bb) - **Documentation**: [Granite Docs](https://www.ibm.com/granite/docs/models/embedding/) - **Granite Community**: [ibm-granite-community](https://github.com/ibm-granite-community) The Granite Embedding collection delivers innovative sentence-transformer models purpose-built for retrieval-based applications. Featuring a bi-encoder architecture, these models generate high-quality embeddings for textual inputs such as queries, passages, and documents, enabling seamless comparison through cosine similarity. Built using retrieval oriented pretraining, contrastive finetuning, knowledge distillation, and model merging, the Granite Embedding lineup is optimized to ensure strong alignment between query and passage embeddings. Built on a foundation of..."}],"related_signals":[{"id":"4f821e3e-75d4-4588-90ea-a518fe04230c","url":"https://onlylabs.fyi/signals/4f821e3e-75d4-4588-90ea-a518fe04230c","source_url":"https://github.com/ibm-granite/granite.build","title":"ibm-granite/granite.build","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab"},"occurred_at":"2026-04-27T18:39:04+00:00","first_seen_at":"2026-06-10T07:01:34.694876+00:00","date_source":"source"},{"id":"0306497b-0387-4ddf-8f5f-a6f44ab0f419","url":"https://onlylabs.fyi/signals/0306497b-0387-4ddf-8f5f-a6f44ab0f419","source_url":"https://github.com/ibm-granite/granite-4.1-language-models","title":"ibm-granite/granite-4.1-language-models","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab"},"occurred_at":"2026-04-21T02:54:18+00:00","first_seen_at":"2026-06-05T20:58:46.537084+00:00","date_source":"source"},{"id":"ac0a4ccb-4f93-4d66-aa32-fa10ee3a7ac9","url":"https://onlylabs.fyi/signals/ac0a4ccb-4f93-4d66-aa32-fa10ee3a7ac9","source_url":"https://github.com/ibm-granite/granite.debug-tools","title":"ibm-granite/granite.debug-tools","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab"},"occurred_at":"2026-04-16T18:30:00+00:00","first_seen_at":"2026-06-05T20:58:46.537084+00:00","date_source":"source"},{"id":"7b666562-79c5-49eb-a1f0-f6273bddbf3f","url":"https://onlylabs.fyi/signals/7b666562-79c5-49eb-a1f0-f6273bddbf3f","source_url":"https://github.com/ibm-granite/granite.trust.policy-tools","title":"ibm-granite/granite.trust.policy-tools","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab"},"occurred_at":"2026-04-14T20:19:25+00:00","first_seen_at":"2026-06-05T20:58:46.537084+00:00","date_source":"source"},{"id":"1ae5177d-6666-4c84-bf03-b1f20824572f","url":"https://onlylabs.fyi/signals/1ae5177d-6666-4c84-bf03-b1f20824572f","source_url":"https://github.com/ibm-granite/granite-4.0-nano-language-models","title":"ibm-granite/granite-4.0-nano-language-models","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab"},"occurred_at":"2025-10-09T21:11:08+00:00","first_seen_at":"2026-06-05T20:58:46.537084+00:00","date_source":"source"},{"id":"42761200-5764-4026-8bfe-a7a6d9454ed6","url":"https://onlylabs.fyi/signals/42761200-5764-4026-8bfe-a7a6d9454ed6","source_url":"https://github.com/ibm-granite/gguf","title":"ibm-granite/gguf","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"ibm","name":"IBM (Granite)","category":"neolab"},"occurred_at":"2025-10-02T20:06:28+00:00","first_seen_at":"2026-06-05T20:58:46.537084+00:00","date_source":"source"}]}