{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Writing: Promptimus: Improving already good LLM prompts with zero manual engineering","description":"Amazon (Nova) writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/dcbc2a9d-c6ae-423a-b562-ba1252b7843e","json_url":"https://onlylabs.fyi/signals/dcbc2a9d-c6ae-423a-b562-ba1252b7843e/signal.json","generated_at":"2026-06-07T21:14:30.773726+00:00","org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/amazon","dossier_json_url":"https://onlylabs.fyi/labs/amazon/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/dcbc2a9d-c6ae-423a-b562-ba1252b7843e","signal_json":"https://onlylabs.fyi/signals/dcbc2a9d-c6ae-423a-b562-ba1252b7843e/signal.json","source":"https://www.amazon.science/blog/promptimus-improving-already-good-llm-prompts-with-zero-manual-engineering","lab_dossier":"https://onlylabs.fyi/labs/amazon","lab_dossier_json":"https://onlylabs.fyi/labs/amazon/dossier.json","analysis":"https://onlylabs.fyi/analysis/amazon","analysis_json":"https://onlylabs.fyi/analysis/amazon/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/amazon/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","data_business":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}]}},"answer_pack":{"answer":"Amazon (Nova) published Promptimus: Improving already good LLM prompts with zero manual engineering. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Amazon research on prompt optimization · Promptimus: Improving already good LLM prompts with zero manual engineering - Amazon Science Close Close Social bluesky threads twitter instagram youtube facebook.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Product and customer in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://www.amazon.science/blog/promptimus-improving-already-good-llm-prompts-with-zero-manual-engineering","source_host":"amazon.science","occurred_at":"2026-05-14T13:47:45+00:00","first_seen_at":"2026-06-05T20:58:33.860301+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"Amazon (Nova)","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"amazon.science","source":"source"},{"label":"Notability","value":"Amazon research on prompt optimization","source":"signal"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"solutions","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch 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customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/dcbc2a9d-c6ae-423a-b562-ba1252b7843e/signal.json","dossier_json":"https://onlylabs.fyi/labs/amazon/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/amazon/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/amazon/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Product and customer?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","traction","data_business_lane","evidence_url"],"data_business_relevance":"Public writing supplies the narrative layer over raw signals and helps identify which frontier-lab priorities are becoming externally legible.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/dcbc2a9d-c6ae-423a-b562-ba1252b7843e/signal.json","required":true},{"label":"source","url":"https://www.amazon.science/blog/promptimus-improving-already-good-llm-prompts-with-zero-manual-engineering","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/amazon/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/amazon/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/talking/signals.json","required":false},{"label":"data_radar_json","url":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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 Amazon (Nova)'s writing signal \"Promptimus: Improving already good LLM prompts with zero manual engineering\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published","object":"Promptimus: Improving already good LLM prompts with zero manual engineering","text":"Amazon (Nova) published Promptimus: Improving already good LLM prompts with zero manual engineering."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"is classified as","object":"writing signal","text":"Promptimus: Improving already good LLM prompts with zero manual engineering is classified as writing signal."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"belongs to","object":"talking desk","text":"Promptimus: Improving already good LLM prompts with zero manual engineering belongs to talking desk."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Promptimus: Improving already good LLM prompts with zero manual engineering has evidence coverage 1 captured evidence page."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"matches data-business lanes","object":"Product and customer","text":"Promptimus: Improving already good LLM prompts with zero manual engineering matches data-business lanes Product and customer."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"has captured page count","object":"1","text":"Promptimus: Improving already good LLM prompts with zero manual engineering has captured page count 1."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"has readable page count","object":"1","text":"Promptimus: Improving already good LLM prompts with zero manual engineering has readable page count 1."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"has related signal count","object":"6","text":"Promptimus: Improving already good LLM prompts with zero manual engineering has related signal count 6."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"Promptimus: Improving already good LLM prompts with zero manual engineering has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"has source host","object":"amazon.science","text":"Promptimus: Improving already good LLM prompts with zero manual engineering has source host amazon.science."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"has lab","object":"Amazon (Nova)","text":"Promptimus: Improving already good LLM prompts with zero manual engineering has lab Amazon (Nova)."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"has signal desk","object":"talking","text":"Promptimus: Improving already good LLM prompts with zero manual engineering has signal desk talking."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"has source host","object":"amazon.science","text":"Promptimus: Improving already good LLM prompts with zero manual engineering has source host amazon.science."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"has notability","object":"Amazon research on prompt optimization","text":"Promptimus: Improving already good LLM prompts with zero manual engineering has notability Amazon research on prompt optimization."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"has radar lane","object":"Product and customer","text":"Promptimus: Improving already good LLM prompts with zero manual engineering has radar lane Product and customer."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"has matched term","object":"solutions","text":"Promptimus: Improving already good LLM prompts with zero manual engineering has matched term solutions."},{"subject":"Promptimus: Improving already good LLM prompts with zero manual engineering","predicate":"has watch term","object":"Eval methodology","text":"Promptimus: Improving already good LLM prompts with zero manual engineering has watch 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This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Amazon research on prompt optimization · Promptimus: Improving already good LLM prompts with zero manual engineering - Amazon Science Close Close Social bluesky threads twitter instagram youtube facebook.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. 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