{"schema_version":"onlylabs.public_signal.v1","title":"Groq Repo: groq/groqflow","description":"Groq repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/71bd1e28-8311-4ff8-bee4-7b0ab181198f","json_url":"https://onlylabs.fyi/signals/71bd1e28-8311-4ff8-bee4-7b0ab181198f/signal.json","generated_at":"2026-06-11T04:10:39.787185+00:00","org":{"slug":"groq","name":"Groq","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/groq","dossier_json_url":"https://onlylabs.fyi/labs/groq/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/71bd1e28-8311-4ff8-bee4-7b0ab181198f","signal_json":"https://onlylabs.fyi/signals/71bd1e28-8311-4ff8-bee4-7b0ab181198f/signal.json","source":"https://github.com/groq/groqflow","lab_dossier":"https://onlylabs.fyi/labs/groq","lab_dossier_json":"https://onlylabs.fyi/labs/groq/dossier.json","analysis":"https://onlylabs.fyi/analysis/groq","analysis_json":"https://onlylabs.fyi/analysis/groq/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/groq/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":"Groq published groq/groqflow (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo groq/groqflow · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/groq/groqflow","source_host":"github.com","occurred_at":"2022-08-08T23:46:56+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Groq","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"groq/groqflow","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"119","source":"traction"},{"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/groq/groqflow"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:39.787185+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/71bd1e28-8311-4ff8-bee4-7b0ab181198f/signal.json","dossier_json":"https://onlylabs.fyi/labs/groq/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/groq/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/groq/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/71bd1e28-8311-4ff8-bee4-7b0ab181198f/signal.json","required":true},{"label":"source","url":"https://github.com/groq/groqflow","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/groq/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/groq/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 Groq's repo signal \"groq/groqflow\" for neocloud strategy."},"semantic_triples":[{"subject":"Groq","predicate":"published repo","object":"groq/groqflow","text":"Groq published repo groq/groqflow."},{"subject":"groq/groqflow","predicate":"is classified as","object":"repo signal","text":"groq/groqflow is classified as repo signal."},{"subject":"groq/groqflow","predicate":"belongs to","object":"repos desk","text":"groq/groqflow belongs to repos desk."},{"subject":"groq/groqflow","predicate":"has context","object":"Python","text":"groq/groqflow has context Python."},{"subject":"groq/groqflow","predicate":"has evidence coverage","object":"1 captured evidence page","text":"groq/groqflow has evidence coverage 1 captured evidence page."},{"subject":"groq/groqflow","predicate":"has captured page count","object":"1","text":"groq/groqflow has captured page count 1."},{"subject":"groq/groqflow","predicate":"has readable page count","object":"1","text":"groq/groqflow has readable page count 1."},{"subject":"groq/groqflow","predicate":"has related signal count","object":"6","text":"groq/groqflow has related signal count 6."},{"subject":"groq/groqflow","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":"groq/groqflow 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":"groq/groqflow","predicate":"has source host","object":"github.com","text":"groq/groqflow has source host github.com."},{"subject":"groq/groqflow","predicate":"has lab","object":"Groq","text":"groq/groqflow has lab Groq."},{"subject":"groq/groqflow","predicate":"has signal desk","object":"repos","text":"groq/groqflow has signal desk repos."},{"subject":"groq/groqflow","predicate":"has source host","object":"github.com","text":"groq/groqflow has source host github.com."},{"subject":"groq/groqflow","predicate":"has repository","object":"groq/groqflow","text":"groq/groqflow has repository groq/groqflow."},{"subject":"groq/groqflow","predicate":"has language","object":"Python","text":"groq/groqflow has language Python."},{"subject":"groq/groqflow","predicate":"has stars","object":"119","text":"groq/groqflow has stars 119."},{"subject":"groq/groqflow","predicate":"has watch term","object":"Agents and tool use","text":"groq/groqflow has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"Groq published groq/groqflow (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo groq/groqflow · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Groq","predicate":"published repo","object":"groq/groqflow","text":"Groq published repo groq/groqflow."},{"subject":"groq/groqflow","predicate":"is classified as","object":"repo signal","text":"groq/groqflow is classified as repo signal."},{"subject":"groq/groqflow","predicate":"belongs to","object":"repos desk","text":"groq/groqflow belongs to repos desk."},{"subject":"groq/groqflow","predicate":"has context","object":"Python","text":"groq/groqflow has context Python."},{"subject":"groq/groqflow","predicate":"has evidence coverage","object":"1 captured evidence page","text":"groq/groqflow has evidence coverage 1 captured evidence page."}]},"signal":{"id":"71bd1e28-8311-4ff8-bee4-7b0ab181198f","url":"https://onlylabs.fyi/signals/71bd1e28-8311-4ff8-bee4-7b0ab181198f","json_url":"https://onlylabs.fyi/signals/71bd1e28-8311-4ff8-bee4-7b0ab181198f/signal.json","source_url":"https://github.com/groq/groqflow","title":"groq/groqflow","summary":"Groq 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":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2022-08-08T23:46:56+00:00","first_seen_at":"2026-06-05T22:32:07.605043+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/groq/groqflow"]},"facets":{"repo":"groq/groqflow","language":"Python"},"traction":{"github_stars":119,"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/groq/groqflow","final_url":"https://github.com/groq/groqflow","title":"groq/groqflow repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:39.787185+00:00","bytes":9161,"raw_path":"a88e31c0d0da4c89a630fe87c14d1dbf015de4b164181d8040201e6fa80b27ad.json","content_hash":"4dfb83c612860dbe183d74ec249732b21c1d4aaa4b9c1b5b709ddb233b6a55c2","excerpt_chars":1200,"truncated":true,"excerpt":"groq/groqflow Description: GroqFlow provides an automated tool flow for compiling machine learning and linear algebra workloads into Groq programs and executing those programs on GroqChip™ processors. 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GroqFlow provides an automated workflow for compiling Machine Learning, Artifical Intelligence, and High-Performance Computing workloads into Groq programs and executing those programs on the Groq Language Processing Unit™ (LPU). --- System Requirements To begin, we recommend that your system meets the following software and hardware requirements: - Ubuntu 22.04 or Rocky 8.4 Linux distribution. - 32GB RAM (or more) to build models. - 8 LPUs (especially for larger models) to run models. - GroqWare Suite™ version >=0.9.2.1 installation*: - Groq Developer Tools Package (groq-devtools) for building and compiling models. - Groq Runtime Package (groq-runtime) for running compiled models on Groq hardware. *For information on how to..."},"evidence_pages":[{"url":"https://github.com/groq/groqflow","final_url":"https://github.com/groq/groqflow","title":"groq/groqflow repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:39.787185+00:00","bytes":9161,"raw_path":"a88e31c0d0da4c89a630fe87c14d1dbf015de4b164181d8040201e6fa80b27ad.json","content_hash":"4dfb83c612860dbe183d74ec249732b21c1d4aaa4b9c1b5b709ddb233b6a55c2","excerpt_chars":1200,"truncated":true,"excerpt":"groq/groqflow Description: GroqFlow provides an automated tool flow for compiling machine learning and linear algebra workloads into Groq programs and executing those programs on GroqChip™ processors. 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