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This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Integration/tutorial post, not a major release. · Unlock Your Multimodal Business Data with Reka and MongoDB ← Back to Blog Sep 16, 2024 Unlock Your Multimodal Business Data with Reka and MongoDB Unlock Your Multimodal.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://reka.ai/news/multimodal-with-reka-mongodb","source_host":"reka.ai","occurred_at":"2024-09-16T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:31.184778+00:00","date_source":"page.visible_date","context":null},"context_markers":[{"label":"Lab","value":"Reka AI","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"reka.ai","source":"source"},{"label":"Notability","value":"Integration/tutorial post, not a major release.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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://reka.ai/news/multimodal-with-reka-mongodb"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-27T04:01:05.16564+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0ac13e13-615d-44b1-b87c-4d4dba80851e/signal.json","dossier_json":"https://onlylabs.fyi/labs/reka/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/reka/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/reka/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; 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For example, you have been tasked to find out what your organization’s profit margins are for the past year. The answer lies within your company's financial data, but there's a catch – it's hidden in a chart and table, nestled deep within a 200-page PDF report. This scenario highlights critical limitations in many of today's information retrieval systems when dealing with unstructured, multimodal data, particularly those employing Retrieval-Augmented Generation (RAG). Here is an article describing how RAG works Heavily optimized for text : The vast majority of information retrieval systems (particularly RAG-like systems) still only operate on text only. Yet 80% of the world's data is multimodal . 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