{"schema_version":"onlylabs.public_signal.v1","title":"Fireworks AI Writing: Gen 1 Slides Opus 5 Level Decks At A Fraction Of The Cost","description":"Fireworks AI writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/5e1f05a9-cace-4709-8443-cf9b13f3be81","json_url":"https://onlylabs.fyi/signals/5e1f05a9-cace-4709-8443-cf9b13f3be81/signal.json","generated_at":"2026-09-10T22:16:00.240Z","evidence_latest_fetched_at":"2026-09-10T20:02:16.917917+00:00","signal_first_seen_at":"2026-09-10T20:00:52.473998+00:00","org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/fireworks-ai","dossier_json_url":"https://onlylabs.fyi/labs/fireworks-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/5e1f05a9-cace-4709-8443-cf9b13f3be81","signal_json":"https://onlylabs.fyi/signals/5e1f05a9-cace-4709-8443-cf9b13f3be81/signal.json","source":"https://fireworks.ai/blog/gen-1-slides-opus-5-level-decks-at-a-fraction-of-the-cost","lab_dossier":"https://onlylabs.fyi/labs/fireworks-ai","lab_dossier_json":"https://onlylabs.fyi/labs/fireworks-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/fireworks-ai","analysis_json":"https://onlylabs.fyi/analysis/fireworks-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/fireworks-ai/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":"Fireworks AI published Gen 1 Slides Opus 5 Level Decks At A Fraction Of The Cost. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Gen-1 Slides: Opus 5-level decks at a fraction of the cost Join us for our inaugural conference, Forge 2026 Blog Gen 1 Slides Opus 5 Level Decks At A Fraction Of The.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://fireworks.ai/blog/gen-1-slides-opus-5-level-decks-at-a-fraction-of-the-cost","source_host":"fireworks.ai","occurred_at":"2026-09-10T16:13:16+00:00","first_seen_at":"2026-09-10T20:00:52.473998+00:00","date_source":"sitemap.lastmod","context":null},"context_markers":[{"label":"Lab","value":"Fireworks AI","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"fireworks.ai","source":"source"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch 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High-signal details: Gen-1 Slides: Opus 5-level decks at a fraction of the cost Join us for our inaugural conference, Forge 2026 Blog Gen 1 Slides Opus 5 Level Decks At A Fraction Of The.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Fireworks AI","predicate":"published","object":"Gen 1 Slides Opus 5 Level Decks At A Fraction Of The Cost","text":"Fireworks AI published Gen 1 Slides Opus 5 Level Decks At A Fraction Of The Cost."},{"subject":"Gen 1 Slides Opus 5 Level Decks At A Fraction Of The Cost","predicate":"is classified as","object":"writing signal","text":"Gen 1 Slides Opus 5 Level Decks At A Fraction Of The Cost is classified as writing signal."},{"subject":"Gen 1 Slides Opus 5 Level Decks At A Fraction Of The Cost","predicate":"belongs to","object":"talking desk","text":"Gen 1 Slides Opus 5 Level Decks At A Fraction Of The Cost belongs to talking desk."},{"subject":"Gen 1 Slides Opus 5 Level Decks At A Fraction Of The Cost","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Gen 1 Slides Opus 5 Level Decks At A Fraction Of The Cost has evidence coverage 1 captured evidence page."}]},"signal":{"id":"5e1f05a9-cace-4709-8443-cf9b13f3be81","url":"https://onlylabs.fyi/signals/5e1f05a9-cace-4709-8443-cf9b13f3be81","json_url":"https://onlylabs.fyi/signals/5e1f05a9-cace-4709-8443-cf9b13f3be81/signal.json","source_url":"https://fireworks.ai/blog/gen-1-slides-opus-5-level-decks-at-a-fraction-of-the-cost","title":"Gen 1 Slides Opus 5 Level Decks At A Fraction Of The Cost","summary":"Fireworks AI 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":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-09-10T16:13:16+00:00","first_seen_at":"2026-09-10T20:00:52.473998+00:00","date_source":"sitemap.lastmod","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://fireworks.ai/blog/gen-1-slides-opus-5-level-decks-at-a-fraction-of-the-cost"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://fireworks.ai/blog/gen-1-slides-opus-5-level-decks-at-a-fraction-of-the-cost","final_url":"https://fireworks.ai/blog/gen-1-slides-opus-5-level-decks-at-a-fraction-of-the-cost","title":"Gen 1 Slides Opus 5 Level Decks At A Fraction Of The Cost","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-09-10T20:02:16.917917+00:00","bytes":344005,"raw_path":"bc6d6a3aedc45ec10cd31d2142f4dc003e75f1d0a326ee88009df9b5ac06d97f.html","content_hash":"3e2e02c3da5a24b85087141d3fd3194e906abfac71d7236a980d32786a585e99","excerpt_chars":1200,"truncated":true,"excerpt":"Gen-1 Slides: Opus 5-level decks at a fraction of the cost Join us for our inaugural conference, Forge 2026 Blog Gen 1 Slides Opus 5 Level Decks At A Fraction Of The Cost Gen-1 Slides: Opus 5-level decks at a fraction of the cost PUBLISHED 9/10/2026 Table of Contents TL;DR Building specialized intelligence for agentic work Why this is a reinforcement learning problem The training partnership Encoding Genspark&#x27;s standard A curriculum, not a single run Keeping the run stable Matching Opus 5 at a fraction of the cost Considerations for teams running long-horizon RL Table of Contents Talk to the Fireworks training team Get in touch TL;DR • Genspark partnered with Fireworks Lab to post-train MiniMax M3 into Gen-1 Slides, a model that plans, writes, and checks its own slide decks end-to-end. • Gen-1 Slides matches Opus 5 on deck quality on Genspark’s evaluation, at about 1/17 of Opus 5&#x27;s input-token list price. Per finished deck, Gen-1 Slides costs about 90% less than Opus 5. In production it is on par with Opus 5 on every metric, and it cut low-rated decks from 18% to 3.6% over its base. • Genspark&#x27;s research team defined what a good deck is, encoded it as an evaluation..."},"evidence_pages":[],"related_signals":[{"id":"dce3a886-d57a-4160-b1fc-9a408f10b1bd","url":"https://onlylabs.fyi/signals/dce3a886-d57a-4160-b1fc-9a408f10b1bd","source_url":"https://fireworks.ai/blog/making-the-leap-to-specialized-intelligence","title":"Making The Leap To Specialized Intelligence","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-09-09T19:49:25+00:00","first_seen_at":"2026-09-09T20:00:52.047962+00:00","date_source":"sitemap.lastmod"},{"id":"4e5c9e3b-cf4f-4747-9472-5a94e641af38","url":"https://onlylabs.fyi/signals/4e5c9e3b-cf4f-4747-9472-5a94e641af38","source_url":"https://fireworks.ai/blog/nvidia-nemotron-nano2vl","title":"Nvidia Nemotron Nano2vl","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-09-04T04:52:49+00:00","first_seen_at":"2026-08-12T00:01:46.637763+00:00","date_source":"sitemap.lastmod"},{"id":"5d395091-4c4d-4bd8-8232-1006bc447544","url":"https://onlylabs.fyi/signals/5d395091-4c4d-4bd8-8232-1006bc447544","source_url":"https://fireworks.ai/blog/train-past-the-frontier-training-api-now-generally-available","title":"Train Past The Frontier Training Api Now Generally Available","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-09-01T14:27:52+00:00","first_seen_at":"2026-08-31T16:01:46.73436+00:00","date_source":"sitemap.lastmod"},{"id":"3efbb58d-46e4-460a-850b-b0da44522929","url":"https://onlylabs.fyi/signals/3efbb58d-46e4-460a-850b-b0da44522929","source_url":"https://fireworks.ai/blog/post-training-kimi-k3-with-harvey-for-long-horizon-legal-work","title":"Post Training Kimi K3 With Harvey For Long Horizon Legal Work","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-08-26T17:27:11+00:00","first_seen_at":"2026-08-26T20:00:52.203847+00:00","date_source":"sitemap.lastmod"},{"id":"527ae75f-a577-4874-be52-89ed21ed840f","url":"https://onlylabs.fyi/signals/527ae75f-a577-4874-be52-89ed21ed840f","source_url":"https://fireworks.ai/blog/DeepSeek-V4-Pro-Security","title":"DeepSeek V4 Pro Security","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-08-26T01:34:28+00:00","first_seen_at":"2026-08-26T04:00:50.525635+00:00","date_source":"sitemap.lastmod"},{"id":"5d37a318-dc2b-48ec-b954-c40c55a8efa9","url":"https://onlylabs.fyi/signals/5d37a318-dc2b-48ec-b954-c40c55a8efa9","source_url":"https://fireworks.ai/blog/best-open-source-llms","title":"Best Open Source Llms","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-02-12T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:30.663004+00:00","date_source":"page.visible_date"}]}