{"schema_version":"onlylabs.public_signal.v1","title":"Replicate Writing: Run Meta Llama 3.1 405B with an API","description":"Replicate writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/974140eb-8db0-4690-ab41-59eeed7c58b3","json_url":"https://onlylabs.fyi/signals/974140eb-8db0-4690-ab41-59eeed7c58b3/signal.json","generated_at":"2026-06-07T21:16:27.130024+00:00","org":{"slug":"replicate","name":"Replicate","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/replicate","dossier_json_url":"https://onlylabs.fyi/labs/replicate/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/974140eb-8db0-4690-ab41-59eeed7c58b3","signal_json":"https://onlylabs.fyi/signals/974140eb-8db0-4690-ab41-59eeed7c58b3/signal.json","source":"https://replicate.com/blog/run-llama-3-1-with-an-api","lab_dossier":"https://onlylabs.fyi/labs/replicate","lab_dossier_json":"https://onlylabs.fyi/labs/replicate/dossier.json","analysis":"https://onlylabs.fyi/analysis/replicate","analysis_json":"https://onlylabs.fyi/analysis/replicate/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/replicate/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":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Replicate published Run Meta Llama 3.1 405B with an API. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Major frontier model API launch · Run Meta Llama 3.1 405B with an API – Replicate blog Replicate Blog Run Meta Llama 3.1 405B with an API Posted July 23, 2024 by deepfates Llama 3.1 is the latest.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://replicate.com/blog/run-llama-3-1-with-an-api","source_host":"replicate.com","occurred_at":"2024-07-23T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:10.415923+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"Replicate","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"replicate.com","source":"source"},{"label":"Notability","value":"Major frontier model API launch","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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://replicate.com/blog/run-llama-3-1-with-an-api"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-07T21:16:27.130024+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/974140eb-8db0-4690-ab41-59eeed7c58b3/signal.json","dossier_json":"https://onlylabs.fyi/labs/replicate/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/replicate/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/replicate/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","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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This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Major frontier model API launch · Run Meta Llama 3.1 405B with an API – Replicate blog Replicate Blog Run Meta Llama 3.1 405B with an API Posted July 23, 2024 by deepfates Llama 3.1 is the latest.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Replicate","predicate":"published","object":"Run Meta Llama 3.1 405B with an API","text":"Replicate published Run Meta Llama 3.1 405B with an API."},{"subject":"Run Meta Llama 3.1 405B with an API","predicate":"is classified as","object":"writing signal","text":"Run Meta Llama 3.1 405B with an API is classified as writing signal."},{"subject":"Run Meta Llama 3.1 405B with an API","predicate":"belongs to","object":"talking desk","text":"Run Meta Llama 3.1 405B with an API belongs to talking desk."},{"subject":"Run Meta Llama 3.1 405B with an API","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Run Meta Llama 3.1 405B with an API has evidence coverage 1 captured evidence page."}]},"signal":{"id":"974140eb-8db0-4690-ab41-59eeed7c58b3","url":"https://onlylabs.fyi/signals/974140eb-8db0-4690-ab41-59eeed7c58b3","json_url":"https://onlylabs.fyi/signals/974140eb-8db0-4690-ab41-59eeed7c58b3/signal.json","source_url":"https://replicate.com/blog/run-llama-3-1-with-an-api","title":"Run Meta Llama 3.1 405B with an API","summary":"Replicate published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2024-07-23T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:10.415923+00:00","date_source":"rss.item_date","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://replicate.com/blog/run-llama-3-1-with-an-api"]},"facets":{},"traction":{"github_stars":null,"hn_points":1,"hn_comments":0,"hn_story_id":"41047375","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://replicate.com/blog/run-llama-3-1-with-an-api","final_url":"https://replicate.com/blog/run-llama-3-1-with-an-api","title":"Run Meta Llama 3.1 405B with an API","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:16:27.130024+00:00","bytes":46631,"raw_path":"3d6aa08d7d13c28c8cf8d5790191a93e312d0b1205004735bd71d604ec725182.html","content_hash":"a778c7fe19938446dfad1d12ff37729b7e664e76d4985de830d706fb4052ba3c","excerpt_chars":1200,"truncated":true,"excerpt":"Run Meta Llama 3.1 405B with an API – Replicate blog Replicate Blog Run Meta Llama 3.1 405B with an API Posted July 23, 2024 by deepfates Llama 3.1 is the latest language model from Meta. It features a massive 405 billion parameter model that rivals GPT-4 in quality, with a context window of 8000 tokens. With Replicate, you can run Llama 3.1 in the cloud with one line of code. Try Llama 3.1 in our API playground Before you dive in, try Llama 3.1 in our API playground. Try tweaking the prompt and see how Llama 3.1 responds. Most models on Replicate have an interactive API playground like this, available on the model page: https://replicate.com/meta/meta-llama-3.1-405b-instruct The API playground is a great way to get a feel for what a model can do, and provides copyable code snippets in a variety of languages to help you get started. Running Llama 3.1 with JavaScript You can run Llama 3.1 with our official JavaScript client : Install Replicate’s Node.js client library Copy npm install replicate Set the REPLICATE_API_TOKEN environment variable Copy export REPLICATE_API_TOKEN = r8_9wm ********************************** (You can generate an API token in your account. 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Try Llama 3.1 in our API playground Before you dive in, try Llama 3.1 in our API playground. Try tweaking the prompt and see how Llama 3.1 responds. Most models on Replicate have an interactive API playground like this, available on the model page: https://replicate.com/meta/meta-llama-3.1-405b-instruct The API playground is a great way to get a feel for what a model can do, and provides copyable code snippets in a variety of languages to help you get started. Running Llama 3.1 with JavaScript You can run Llama 3.1 with our official JavaScript client : Install Replicate’s Node.js client library Copy npm install replicate Set the REPLICATE_API_TOKEN environment variable Copy export REPLICATE_API_TOKEN = r8_9wm ********************************** (You can generate an API token in your account. 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