{"schema_version":"onlylabs.public_signal.v1","title":"Clarifai Repo: Clarifai/module-docQA","description":"Clarifai repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/358e7d23-89d5-4220-a837-472f85e6c85f","json_url":"https://onlylabs.fyi/signals/358e7d23-89d5-4220-a837-472f85e6c85f/signal.json","generated_at":"2026-06-11T04:09:15.637639+00:00","org":{"slug":"clarifai","name":"Clarifai","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/clarifai","dossier_json_url":"https://onlylabs.fyi/labs/clarifai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/358e7d23-89d5-4220-a837-472f85e6c85f","signal_json":"https://onlylabs.fyi/signals/358e7d23-89d5-4220-a837-472f85e6c85f/signal.json","source":"https://github.com/Clarifai/module-docQA","lab_dossier":"https://onlylabs.fyi/labs/clarifai","lab_dossier_json":"https://onlylabs.fyi/labs/clarifai/dossier.json","analysis":"https://onlylabs.fyi/analysis/clarifai","analysis_json":"https://onlylabs.fyi/analysis/clarifai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/clarifai/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":"Clarifai published Clarifai/module-docQA (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 Clarifai/module-docQA · language Jupyter Notebook. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/Clarifai/module-docQA","source_host":"github.com","occurred_at":"2023-04-29T23:41:09+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source","context":"Jupyter Notebook"},"context_markers":[{"label":"Lab","value":"Clarifai","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Clarifai/module-docQA","source":"source"},{"label":"Language","value":"Jupyter Notebook","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Watch term","value":"Data pipeline","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/Clarifai/module-docQA"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:09:15.637639+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/358e7d23-89d5-4220-a837-472f85e6c85f/signal.json","dossier_json":"https://onlylabs.fyi/labs/clarifai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/clarifai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/clarifai/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/358e7d23-89d5-4220-a837-472f85e6c85f/signal.json","required":true},{"label":"source","url":"https://github.com/Clarifai/module-docQA","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/clarifai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/clarifai/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 Clarifai's repo signal \"Clarifai/module-docQA\" for neocloud strategy."},"semantic_triples":[{"subject":"Clarifai","predicate":"published repo","object":"Clarifai/module-docQA","text":"Clarifai published repo Clarifai/module-docQA."},{"subject":"Clarifai/module-docQA","predicate":"is classified as","object":"repo signal","text":"Clarifai/module-docQA is classified as repo signal."},{"subject":"Clarifai/module-docQA","predicate":"belongs to","object":"repos desk","text":"Clarifai/module-docQA belongs to repos desk."},{"subject":"Clarifai/module-docQA","predicate":"has context","object":"Jupyter Notebook","text":"Clarifai/module-docQA has context Jupyter Notebook."},{"subject":"Clarifai/module-docQA","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Clarifai/module-docQA has evidence coverage 1 captured evidence page."},{"subject":"Clarifai/module-docQA","predicate":"has captured page count","object":"1","text":"Clarifai/module-docQA has captured page count 1."},{"subject":"Clarifai/module-docQA","predicate":"has readable page count","object":"1","text":"Clarifai/module-docQA has readable page count 1."},{"subject":"Clarifai/module-docQA","predicate":"has related signal count","object":"6","text":"Clarifai/module-docQA has related signal count 6."},{"subject":"Clarifai/module-docQA","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":"Clarifai/module-docQA 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":"Clarifai/module-docQA","predicate":"has source host","object":"github.com","text":"Clarifai/module-docQA has source host github.com."},{"subject":"Clarifai/module-docQA","predicate":"has lab","object":"Clarifai","text":"Clarifai/module-docQA has lab Clarifai."},{"subject":"Clarifai/module-docQA","predicate":"has signal desk","object":"repos","text":"Clarifai/module-docQA has signal desk repos."},{"subject":"Clarifai/module-docQA","predicate":"has source host","object":"github.com","text":"Clarifai/module-docQA has source host github.com."},{"subject":"Clarifai/module-docQA","predicate":"has repository","object":"Clarifai/module-docQA","text":"Clarifai/module-docQA has repository Clarifai/module-docQA."},{"subject":"Clarifai/module-docQA","predicate":"has language","object":"Jupyter Notebook","text":"Clarifai/module-docQA has language Jupyter Notebook."},{"subject":"Clarifai/module-docQA","predicate":"has stars","object":"1","text":"Clarifai/module-docQA has stars 1."},{"subject":"Clarifai/module-docQA","predicate":"has watch term","object":"Data pipeline","text":"Clarifai/module-docQA has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"Clarifai published Clarifai/module-docQA (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 Clarifai/module-docQA · language Jupyter Notebook. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Clarifai","predicate":"published repo","object":"Clarifai/module-docQA","text":"Clarifai published repo Clarifai/module-docQA."},{"subject":"Clarifai/module-docQA","predicate":"is classified as","object":"repo signal","text":"Clarifai/module-docQA is classified as repo signal."},{"subject":"Clarifai/module-docQA","predicate":"belongs to","object":"repos desk","text":"Clarifai/module-docQA belongs to repos desk."},{"subject":"Clarifai/module-docQA","predicate":"has context","object":"Jupyter Notebook","text":"Clarifai/module-docQA has context Jupyter Notebook."},{"subject":"Clarifai/module-docQA","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Clarifai/module-docQA has evidence coverage 1 captured evidence page."}]},"signal":{"id":"358e7d23-89d5-4220-a837-472f85e6c85f","url":"https://onlylabs.fyi/signals/358e7d23-89d5-4220-a837-472f85e6c85f","json_url":"https://onlylabs.fyi/signals/358e7d23-89d5-4220-a837-472f85e6c85f/signal.json","source_url":"https://github.com/Clarifai/module-docQA","title":"Clarifai/module-docQA","summary":"Clarifai 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":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2023-04-29T23:41:09+00:00","first_seen_at":"2026-06-05T22:32:15.505408+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/Clarifai/module-docQA"]},"facets":{"repo":"Clarifai/module-docQA","language":"Jupyter Notebook"},"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/Clarifai/module-docQA","final_url":"https://github.com/Clarifai/module-docQA","title":"Clarifai/module-docQA repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:15.637639+00:00","bytes":9417,"raw_path":"5a7328b20242e8b4b23b5c69a7a167b76a42e50c5130f8da995263cf12d9042c.json","content_hash":"496dee1fe600a6a582f6ad0e6fa66cd0930bae2445d9871f82dc8072b278296e","excerpt_chars":1200,"truncated":true,"excerpt":"Clarifai/module-docQA Language: Jupyter Notebook Stars: 1 Forks: 0 Open issues: 1 Created: 2023-04-29T23:41:09Z Pushed: 2025-10-22T18:15:23Z Default branch: main Fork: no Archived: no README: Module Document Q&A This is a demo app showcasing the usefullness of Retrieval Augmented Text Generation. 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This module includes 4 main pages: 1. **Upload**: This page takes a pdf, parses it into chunks, and uploads it to a Clarifai app with metadata to track the source and page/chunk number. 2. **Upload with Geo**: This page takes a pdf, parses it into chunks, then extracts relevant locations using a LLM and uploads the text chunks and geo data to a Clarifai app. 3. **Investigate**: This page showcases different use cases such as semantic search for document retrieval, followed with NER (named-entity recognition), document summarization, and a \"chat with the document\" experience. 4. **Geo Search**: This page uses Clarifai semantic search and geo data search to retrieve relevant documents within a designated geo location, which can then used to ground the LLM generation for a summarization task. Install this module into your app to upload the documents and analyse them! 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