{"schema_version":"onlylabs.public_signal.v1","title":"SambaNova Systems Release: sambanova/ai-starter-kit aisk_with_old_kits","description":"SambaNova Systems release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/cb30c926-1a16-4dc4-8c13-99583b551de0","json_url":"https://onlylabs.fyi/signals/cb30c926-1a16-4dc4-8c13-99583b551de0/signal.json","generated_at":"2026-06-11T04:06:13.936353+00:00","org":{"slug":"sambanova","name":"SambaNova Systems","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/sambanova","dossier_json_url":"https://onlylabs.fyi/labs/sambanova/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/cb30c926-1a16-4dc4-8c13-99583b551de0","signal_json":"https://onlylabs.fyi/signals/cb30c926-1a16-4dc4-8c13-99583b551de0/signal.json","source":"https://github.com/sambanova/ai-starter-kit/releases/tag/aisk_with_old_kits","lab_dossier":"https://onlylabs.fyi/labs/sambanova","lab_dossier_json":"https://onlylabs.fyi/labs/sambanova/dossier.json","analysis":"https://onlylabs.fyi/analysis/sambanova","analysis_json":"https://onlylabs.fyi/analysis/sambanova/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sambanova/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"SambaNova Systems published sambanova/ai-starter-kit aisk_with_old_kits (sambanova/ai-starter-kit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine repo release, low traction. · aisk_with_old_kits Repository: sambanova/ai-starter-kit Tag: aisk_with_old_kits Published: 2025-10-14T17:42:53Z Prerelease: no Release notes: This is the AI Starter Kit.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/sambanova/ai-starter-kit/releases/tag/aisk_with_old_kits","source_host":"github.com","occurred_at":"2025-10-14T17:42:53+00:00","first_seen_at":"2026-06-05T22:32:07.650067+00:00","date_source":"source","context":"sambanova/ai-starter-kit"},"context_markers":[{"label":"Lab","value":"SambaNova Systems","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"sambanova/ai-starter-kit","source":"source"},{"label":"Release","value":"aisk_with_old_kits","source":"source"},{"label":"Notability","value":"Routine repo release, low traction.","source":"signal"},{"label":"Watch term","value":"Eval methodology","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/sambanova/ai-starter-kit/releases/tag/aisk_with_old_kits"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:06:13.936353+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/cb30c926-1a16-4dc4-8c13-99583b551de0/signal.json","dossier_json":"https://onlylabs.fyi/labs/sambanova/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/sambanova/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sambanova/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","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","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/cb30c926-1a16-4dc4-8c13-99583b551de0/signal.json","required":true},{"label":"source","url":"https://github.com/sambanova/ai-starter-kit/releases/tag/aisk_with_old_kits","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/sambanova/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/sambanova/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","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 SambaNova Systems's release signal \"sambanova/ai-starter-kit aisk_with_old_kits\" for neocloud strategy."},"semantic_triples":[{"subject":"SambaNova Systems","predicate":"released","object":"sambanova/ai-starter-kit aisk_with_old_kits","text":"SambaNova Systems released sambanova/ai-starter-kit aisk_with_old_kits."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"is classified as","object":"release signal","text":"sambanova/ai-starter-kit aisk_with_old_kits is classified as release signal."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"belongs to","object":"releases desk","text":"sambanova/ai-starter-kit aisk_with_old_kits belongs to releases desk."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has context","object":"sambanova/ai-starter-kit","text":"sambanova/ai-starter-kit aisk_with_old_kits has context sambanova/ai-starter-kit."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sambanova/ai-starter-kit aisk_with_old_kits has evidence coverage 1 captured evidence page."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has captured page count","object":"1","text":"sambanova/ai-starter-kit aisk_with_old_kits has captured page count 1."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has readable page count","object":"1","text":"sambanova/ai-starter-kit aisk_with_old_kits has readable page count 1."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has related signal count","object":"6","text":"sambanova/ai-starter-kit aisk_with_old_kits has related signal count 6."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","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":"sambanova/ai-starter-kit aisk_with_old_kits has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has source host","object":"github.com","text":"sambanova/ai-starter-kit aisk_with_old_kits has source host github.com."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has lab","object":"SambaNova Systems","text":"sambanova/ai-starter-kit aisk_with_old_kits has lab SambaNova Systems."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has signal desk","object":"releases","text":"sambanova/ai-starter-kit aisk_with_old_kits has signal desk releases."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has source host","object":"github.com","text":"sambanova/ai-starter-kit aisk_with_old_kits has source host github.com."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has repository","object":"sambanova/ai-starter-kit","text":"sambanova/ai-starter-kit aisk_with_old_kits has repository sambanova/ai-starter-kit."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has release","object":"aisk_with_old_kits","text":"sambanova/ai-starter-kit aisk_with_old_kits has release aisk_with_old_kits."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has notability","object":"Routine repo release, low traction.","text":"sambanova/ai-starter-kit aisk_with_old_kits has notability Routine repo release, low traction.."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has watch term","object":"Eval methodology","text":"sambanova/ai-starter-kit aisk_with_old_kits has watch term Eval methodology."}]},"intelligence":{"signal_desk":"releases","answer":"SambaNova Systems published sambanova/ai-starter-kit aisk_with_old_kits (sambanova/ai-starter-kit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine repo release, low traction. · aisk_with_old_kits Repository: sambanova/ai-starter-kit Tag: aisk_with_old_kits Published: 2025-10-14T17:42:53Z Prerelease: no Release notes: This is the AI Starter Kit.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"SambaNova Systems","predicate":"released","object":"sambanova/ai-starter-kit aisk_with_old_kits","text":"SambaNova Systems released sambanova/ai-starter-kit aisk_with_old_kits."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"is classified as","object":"release signal","text":"sambanova/ai-starter-kit aisk_with_old_kits is classified as release signal."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"belongs to","object":"releases desk","text":"sambanova/ai-starter-kit aisk_with_old_kits belongs to releases desk."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has context","object":"sambanova/ai-starter-kit","text":"sambanova/ai-starter-kit aisk_with_old_kits has context sambanova/ai-starter-kit."},{"subject":"sambanova/ai-starter-kit aisk_with_old_kits","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sambanova/ai-starter-kit aisk_with_old_kits has evidence coverage 1 captured evidence page."}]},"signal":{"id":"cb30c926-1a16-4dc4-8c13-99583b551de0","url":"https://onlylabs.fyi/signals/cb30c926-1a16-4dc4-8c13-99583b551de0","json_url":"https://onlylabs.fyi/signals/cb30c926-1a16-4dc4-8c13-99583b551de0/signal.json","source_url":"https://github.com/sambanova/ai-starter-kit/releases/tag/aisk_with_old_kits","title":"sambanova/ai-starter-kit aisk_with_old_kits","summary":"SambaNova Systems published release notes. onlylabs watches releases for what actually shipped.","context":"sambanova/ai-starter-kit","kind":{"key":"release","label":"Release"},"org":{"slug":"sambanova","name":"SambaNova Systems","category":"neocloud"},"occurred_at":"2025-10-14T17:42:53+00:00","first_seen_at":"2026-06-05T22:32:07.650067+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/sambanova/ai-starter-kit/releases/tag/aisk_with_old_kits"]},"facets":{"repo":"sambanova/ai-starter-kit"},"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/sambanova/ai-starter-kit/releases/tag/aisk_with_old_kits","final_url":"https://github.com/sambanova/ai-starter-kit/releases/tag/aisk_with_old_kits","title":"sambanova/ai-starter-kit aisk_with_old_kits","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:06:13.936353+00:00","bytes":2834,"raw_path":"9e179159a4f829396328bd0084f812c1ee77dac3f0d7578b49696cb0d4d2222e.json","content_hash":"ee97a176d0a1c8ee3c134ea5d7145ab2fefdee9fc5e517c702caa0143d9230b3","excerpt_chars":1200,"truncated":false,"excerpt":"aisk_with_old_kits Repository: sambanova/ai-starter-kit Tag: aisk_with_old_kits Published: 2025-10-14T17:42:53Z Prerelease: no Release notes: This is the AI Starter Kit available until Oct 14, 2025 using the old SambaNova Cloud and SambaStudio LangChain wrappers. The available kits are: benchmarking, bundle_jump_start, data_extraction, document_comparison, e2e_fine_tuning, EKR, eval_jumpstart, financial_assistant, fine_tuning_embeddings, fine_tuning_sql, function_calling, google_integration, image_search, multimodal knowledge retriever, PCA, prompt_engineering, quickstart, sambanova_scribe, search_assistant, web_crawled_data_retriever, and utils."},"evidence_pages":[{"url":"https://github.com/sambanova/ai-starter-kit/releases/tag/aisk_with_old_kits","final_url":"https://github.com/sambanova/ai-starter-kit/releases/tag/aisk_with_old_kits","title":"sambanova/ai-starter-kit aisk_with_old_kits","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:06:13.936353+00:00","bytes":2834,"raw_path":"9e179159a4f829396328bd0084f812c1ee77dac3f0d7578b49696cb0d4d2222e.json","content_hash":"ee97a176d0a1c8ee3c134ea5d7145ab2fefdee9fc5e517c702caa0143d9230b3","excerpt_chars":1200,"truncated":false,"excerpt":"aisk_with_old_kits Repository: sambanova/ai-starter-kit Tag: aisk_with_old_kits Published: 2025-10-14T17:42:53Z Prerelease: no Release notes: This is the AI Starter Kit available until Oct 14, 2025 using the old SambaNova Cloud and SambaStudio LangChain wrappers. 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