{"schema_version":"onlylabs.public_signal.v1","title":"Snowflake (Arctic) Repo: Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","description":"Snowflake (Arctic) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/924a9032-e9cc-4d05-beb7-489ef18f87b5","json_url":"https://onlylabs.fyi/signals/924a9032-e9cc-4d05-beb7-489ef18f87b5/signal.json","generated_at":"2026-06-11T03:03:00.215625+00:00","org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/snowflake","dossier_json_url":"https://onlylabs.fyi/labs/snowflake/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/924a9032-e9cc-4d05-beb7-489ef18f87b5","signal_json":"https://onlylabs.fyi/signals/924a9032-e9cc-4d05-beb7-489ef18f87b5/signal.json","source":"https://github.com/Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","lab_dossier":"https://onlylabs.fyi/labs/snowflake","lab_dossier_json":"https://onlylabs.fyi/labs/snowflake/dossier.json","analysis":"https://onlylabs.fyi/analysis/snowflake","analysis_json":"https://onlylabs.fyi/analysis/snowflake/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/snowflake/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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Snowflake (Arctic) published Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance · language Python · Low-stars guide repo, not notable. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","source_host":"github.com","occurred_at":"2026-01-08T18:37:40+00:00","first_seen_at":"2026-06-05T22:32:24.605515+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Snowflake (Arctic)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"10","source":"traction"},{"label":"Notability","value":"Low-stars guide repo, not notable","source":"signal"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"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/Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:03:00.215625+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/924a9032-e9cc-4d05-beb7-489ef18f87b5/signal.json","dossier_json":"https://onlylabs.fyi/labs/snowflake/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/snowflake/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/snowflake/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","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/924a9032-e9cc-4d05-beb7-489ef18f87b5/signal.json","required":true},{"label":"source","url":"https://github.com/Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/snowflake/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/snowflake/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 Snowflake (Arctic)'s repo signal \"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance\" for neocloud strategy."},"semantic_triples":[{"subject":"Snowflake (Arctic)","predicate":"published repo","object":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","text":"Snowflake (Arctic) published repo Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance."},{"subject":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","predicate":"is classified as","object":"repo signal","text":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance is classified as repo signal."},{"subject":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","predicate":"belongs to","object":"repos desk","text":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance belongs to repos desk."},{"subject":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","predicate":"has 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count","object":"6","text":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance has related signal count 6."},{"subject":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","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":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance 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":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","predicate":"has source host","object":"github.com","text":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance has source host github.com."},{"subject":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","predicate":"has lab","object":"Snowflake (Arctic)","text":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance has lab Snowflake (Arctic)."},{"subject":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","predicate":"has signal desk","object":"repos","text":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance has signal desk repos."},{"subject":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","predicate":"has source host","object":"github.com","text":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance has source host github.com."},{"subject":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","predicate":"has repository","object":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","text":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance has repository Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance."},{"subject":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","predicate":"has 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This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance · language Python · Low-stars guide repo, not notable. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Snowflake (Arctic)","predicate":"published repo","object":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","text":"Snowflake (Arctic) published repo Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance."},{"subject":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","predicate":"is classified as","object":"repo signal","text":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance is classified as repo signal."},{"subject":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","predicate":"belongs to","object":"repos desk","text":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance belongs to repos desk."},{"subject":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","predicate":"has context","object":"Python","text":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance has context Python."},{"subject":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance has evidence coverage 1 captured evidence page."}]},"signal":{"id":"924a9032-e9cc-4d05-beb7-489ef18f87b5","url":"https://onlylabs.fyi/signals/924a9032-e9cc-4d05-beb7-489ef18f87b5","json_url":"https://onlylabs.fyi/signals/924a9032-e9cc-4d05-beb7-489ef18f87b5/signal.json","source_url":"https://github.com/Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","title":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","summary":"Snowflake (Arctic) 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":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-01-08T18:37:40+00:00","first_seen_at":"2026-06-05T22:32:24.605515+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/Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance"]},"facets":{"repo":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","language":"Python"},"traction":{"github_stars":10,"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/Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","final_url":"https://github.com/Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","title":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:03:00.215625+00:00","bytes":19014,"raw_path":"52024274823c782c9c0e3f76bd6d01e3805500f63f1f930959fea9c81d735523.json","content_hash":"07346c033fe6debf3085ece642c6e2650831dbbad342c98198e517a0ab3d09b7","excerpt_chars":1200,"truncated":true,"excerpt":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance Language: Python License: Apache-2.0 Stars: 10 Forks: 5 Open issues: 0 Created: 2026-01-08T18:37:40Z Pushed: 2026-02-19T16:20:11Z Default branch: main Fork: no Archived: no README: <!-- Copyright 2026 Snowflake Inc. SPDX-License-Identifier: Apache-2.0 Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. --> AI-Powered Energy Utilities Predictive Grid Maintenance A complete predictive maintenance solution for power grid transformers built on Snowflake's AI Data Cloud. **Built By:** Sri Subramanian, Senior Solution Engineer [GitHub](https://github.com/sfc-gh-srsubramanian) | [LinkedIn](https://www.linkedin.com/in/sri-subramanian-a6376137) --- Overview This solution..."},"evidence_pages":[{"url":"https://github.com/Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","final_url":"https://github.com/Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance","title":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:03:00.215625+00:00","bytes":19014,"raw_path":"52024274823c782c9c0e3f76bd6d01e3805500f63f1f930959fea9c81d735523.json","content_hash":"07346c033fe6debf3085ece642c6e2650831dbbad342c98198e517a0ab3d09b7","excerpt_chars":1200,"truncated":true,"excerpt":"Snowflake-Labs/sfguide-ai-powered-predictive-grid-maintenance Language: Python License: Apache-2.0 Stars: 10 Forks: 5 Open issues: 0 Created: 2026-01-08T18:37:40Z Pushed: 2026-02-19T16:20:11Z Default branch: main Fork: no Archived: no README: <!-- Copyright 2026 Snowflake Inc. SPDX-License-Identifier: Apache-2.0 Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. --> AI-Powered Energy Utilities Predictive Grid Maintenance A complete predictive maintenance solution for power grid transformers built on Snowflake's AI Data Cloud. **Built By:** Sri Subramanian, Senior Solution Engineer [GitHub](https://github.com/sfc-gh-srsubramanian) | [LinkedIn](https://www.linkedin.com/in/sri-subramanian-a6376137) --- Overview This solution..."}],"related_signals":[{"id":"f731ec60-8a20-424b-a87c-e64ae645ea20","url":"https://onlylabs.fyi/signals/f731ec60-8a20-424b-a87c-e64ae645ea20","source_url":"https://github.com/Snowflake-Labs/ml-pipelines","title":"Snowflake-Labs/ml-pipelines","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-06-02T18:03:34+00:00","first_seen_at":"2026-06-05T22:32:24.605515+00:00","date_source":"source"},{"id":"d88990ee-42fe-412e-9c64-5026e7870150","url":"https://onlylabs.fyi/signals/d88990ee-42fe-412e-9c64-5026e7870150","source_url":"https://github.com/Snowflake-Labs/nifihub","title":"Snowflake-Labs/nifihub","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-05-22T07:35:44+00:00","first_seen_at":"2026-06-05T22:32:24.605515+00:00","date_source":"source"},{"id":"9d79e773-6e22-47b5-a358-fea78a34c5c5","url":"https://onlylabs.fyi/signals/9d79e773-6e22-47b5-a358-fea78a34c5c5","source_url":"https://github.com/Snowflake-Labs/snowflake-feature-store-online-benchmark-kit","title":"Snowflake-Labs/snowflake-feature-store-online-benchmark-kit","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-05-04T18:57:02+00:00","first_seen_at":"2026-06-05T22:32:24.605515+00:00","date_source":"source"},{"id":"eae8b6ce-b956-4e8a-80fd-17c2196f9659","url":"https://onlylabs.fyi/signals/eae8b6ce-b956-4e8a-80fd-17c2196f9659","source_url":"https://github.com/Snowflake-Labs/snowflake360-self-assessment","title":"Snowflake-Labs/snowflake360-self-assessment","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-04-29T22:08:55+00:00","first_seen_at":"2026-06-05T22:32:24.605515+00:00","date_source":"source"},{"id":"f9a1c5bd-7613-4d48-a12d-1bb157c462ab","url":"https://onlylabs.fyi/signals/f9a1c5bd-7613-4d48-a12d-1bb157c462ab","source_url":"https://github.com/Snowflake-Labs/automated-intelligence-dev-day-2026-hol","title":"Snowflake-Labs/automated-intelligence-dev-day-2026-hol","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-04-29T14:22:15+00:00","first_seen_at":"2026-06-05T22:32:24.605515+00:00","date_source":"source"},{"id":"c515658b-8bef-473c-93b4-012ccdfafd6c","url":"https://onlylabs.fyi/signals/c515658b-8bef-473c-93b4-012ccdfafd6c","source_url":"https://github.com/Snowflake-Labs/sfguide-build-autonomous-pipelines-for-ai-agents","title":"Snowflake-Labs/sfguide-build-autonomous-pipelines-for-ai-agents","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-04-29T09:19:30+00:00","first_seen_at":"2026-06-05T22:32:24.605515+00:00","date_source":"source"}]}