{"schema_version":"onlylabs.public_signal.v1","title":"Snowflake (Arctic) Repo: Snowflake-Labs/multiagent_orchestration","description":"Snowflake (Arctic) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/7ebdc292-b517-4790-9d70-72ec5b66143c","json_url":"https://onlylabs.fyi/signals/7ebdc292-b517-4790-9d70-72ec5b66143c/signal.json","generated_at":"2026-06-11T02:51:33.742249+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/7ebdc292-b517-4790-9d70-72ec5b66143c","signal_json":"https://onlylabs.fyi/signals/7ebdc292-b517-4790-9d70-72ec5b66143c/signal.json","source":"https://github.com/Snowflake-Labs/multiagent_orchestration","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/multiagent_orchestration (PLpgSQL). 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/multiagent_orchestration · language PLpgSQL · Low stars, new repo. 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/multiagent_orchestration","source_host":"github.com","occurred_at":"2026-04-24T20:11:29+00:00","first_seen_at":"2026-06-05T22:32:24.605515+00:00","date_source":"source","context":"PLpgSQL"},"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/multiagent_orchestration","source":"source"},{"label":"Language","value":"PLpgSQL","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Notability","value":"Low stars, new repo","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/Snowflake-Labs/multiagent_orchestration"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:51:33.742249+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7ebdc292-b517-4790-9d70-72ec5b66143c/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/7ebdc292-b517-4790-9d70-72ec5b66143c/signal.json","required":true},{"label":"source","url":"https://github.com/Snowflake-Labs/multiagent_orchestration","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/multiagent_orchestration\" for neocloud strategy."},"semantic_triples":[{"subject":"Snowflake (Arctic)","predicate":"published repo","object":"Snowflake-Labs/multiagent_orchestration","text":"Snowflake (Arctic) published repo Snowflake-Labs/multiagent_orchestration."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"is classified as","object":"repo signal","text":"Snowflake-Labs/multiagent_orchestration is classified as repo signal."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"belongs to","object":"repos desk","text":"Snowflake-Labs/multiagent_orchestration belongs to repos desk."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has context","object":"PLpgSQL","text":"Snowflake-Labs/multiagent_orchestration has context PLpgSQL."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Snowflake-Labs/multiagent_orchestration has evidence coverage 1 captured evidence page."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has captured page count","object":"1","text":"Snowflake-Labs/multiagent_orchestration has captured page count 1."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has readable page count","object":"1","text":"Snowflake-Labs/multiagent_orchestration has readable page count 1."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has related signal count","object":"6","text":"Snowflake-Labs/multiagent_orchestration has related signal count 6."},{"subject":"Snowflake-Labs/multiagent_orchestration","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/multiagent_orchestration 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/multiagent_orchestration","predicate":"has source host","object":"github.com","text":"Snowflake-Labs/multiagent_orchestration has source host github.com."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has lab","object":"Snowflake (Arctic)","text":"Snowflake-Labs/multiagent_orchestration has lab Snowflake (Arctic)."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has signal desk","object":"repos","text":"Snowflake-Labs/multiagent_orchestration has signal desk repos."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has source host","object":"github.com","text":"Snowflake-Labs/multiagent_orchestration has source host github.com."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has repository","object":"Snowflake-Labs/multiagent_orchestration","text":"Snowflake-Labs/multiagent_orchestration has repository Snowflake-Labs/multiagent_orchestration."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has language","object":"PLpgSQL","text":"Snowflake-Labs/multiagent_orchestration has language PLpgSQL."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has stars","object":"1","text":"Snowflake-Labs/multiagent_orchestration has stars 1."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has notability","object":"Low stars, new repo","text":"Snowflake-Labs/multiagent_orchestration has notability Low stars, new repo."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has watch term","object":"Safety and alignment","text":"Snowflake-Labs/multiagent_orchestration has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"repos","answer":"Snowflake (Arctic) published Snowflake-Labs/multiagent_orchestration (PLpgSQL). 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/multiagent_orchestration · language PLpgSQL · Low stars, new repo. 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/multiagent_orchestration","text":"Snowflake (Arctic) published repo Snowflake-Labs/multiagent_orchestration."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"is classified as","object":"repo signal","text":"Snowflake-Labs/multiagent_orchestration is classified as repo signal."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"belongs to","object":"repos desk","text":"Snowflake-Labs/multiagent_orchestration belongs to repos desk."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has context","object":"PLpgSQL","text":"Snowflake-Labs/multiagent_orchestration has context PLpgSQL."},{"subject":"Snowflake-Labs/multiagent_orchestration","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Snowflake-Labs/multiagent_orchestration has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7ebdc292-b517-4790-9d70-72ec5b66143c","url":"https://onlylabs.fyi/signals/7ebdc292-b517-4790-9d70-72ec5b66143c","json_url":"https://onlylabs.fyi/signals/7ebdc292-b517-4790-9d70-72ec5b66143c/signal.json","source_url":"https://github.com/Snowflake-Labs/multiagent_orchestration","title":"Snowflake-Labs/multiagent_orchestration","summary":"Snowflake (Arctic) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"PLpgSQL","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-04-24T20:11:29+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/multiagent_orchestration"]},"facets":{"repo":"Snowflake-Labs/multiagent_orchestration","language":"PLpgSQL"},"traction":{"github_stars":1,"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/multiagent_orchestration","final_url":"https://github.com/Snowflake-Labs/multiagent_orchestration","title":"Snowflake-Labs/multiagent_orchestration repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:33.742249+00:00","bytes":12377,"raw_path":"d3d2021e12bf13f1e4cab3c8339882367c1660d758822e9bb6bc9d3e18bf198b.json","content_hash":"88ba01c7d385c123bb100892c6c2a9902db4309c8a4aae43af72585fb72b3f53","excerpt_chars":1200,"truncated":true,"excerpt":"Snowflake-Labs/multiagent_orchestration Language: PLpgSQL License: Apache-2.0 Stars: 1 Forks: 0 Open issues: 0 Created: 2026-04-24T20:11:29Z Pushed: 2026-04-28T22:23:55Z 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. --> Cortex Multi-Agent Orchestration Route user queries to specialized Cortex Agents via a Master Agent using custom tools (UDFs). ![Multi-Agent Orchestration Architecture](multi-agent-orchestration-snowflake-intelligence.png) Prerequisites - Snowflake account with Cortex enabled - ACCOUNTADMIN role - Sub-agents already created in Cortex - Personal Access Token (PAT) Setup 1. Generate..."},"evidence_pages":[{"url":"https://github.com/Snowflake-Labs/multiagent_orchestration","final_url":"https://github.com/Snowflake-Labs/multiagent_orchestration","title":"Snowflake-Labs/multiagent_orchestration repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:33.742249+00:00","bytes":12377,"raw_path":"d3d2021e12bf13f1e4cab3c8339882367c1660d758822e9bb6bc9d3e18bf198b.json","content_hash":"88ba01c7d385c123bb100892c6c2a9902db4309c8a4aae43af72585fb72b3f53","excerpt_chars":1200,"truncated":true,"excerpt":"Snowflake-Labs/multiagent_orchestration Language: PLpgSQL License: Apache-2.0 Stars: 1 Forks: 0 Open issues: 0 Created: 2026-04-24T20:11:29Z Pushed: 2026-04-28T22:23:55Z 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. --> Cortex Multi-Agent Orchestration Route user queries to specialized Cortex Agents via a Master Agent using custom tools (UDFs). ![Multi-Agent Orchestration Architecture](multi-agent-orchestration-snowflake-intelligence.png) Prerequisites - Snowflake account with Cortex enabled - ACCOUNTADMIN role - Sub-agents already created in Cortex - Personal Access Token (PAT) Setup 1. Generate..."}],"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"}]}