{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Writing: DeepSeek-V4 Flash 0731 vs GPT-5.6 Luna on DeepSWE: Cost and Coding","description":"Together AI writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/8caa4f27-829d-472e-9f59-3558a73cea36","json_url":"https://onlylabs.fyi/signals/8caa4f27-829d-472e-9f59-3558a73cea36/signal.json","generated_at":"2026-08-28T17:09:33.415Z","evidence_latest_fetched_at":"2026-08-07T08:01:59.604836+00:00","signal_first_seen_at":"2026-08-07T08:00:51.619854+00:00","org":{"slug":"together-ai","name":"Together AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/together-ai","dossier_json_url":"https://onlylabs.fyi/labs/together-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/8caa4f27-829d-472e-9f59-3558a73cea36","signal_json":"https://onlylabs.fyi/signals/8caa4f27-829d-472e-9f59-3558a73cea36/signal.json","source":"https://www.together.ai/blog/deepseek-v4-flash-0731-vs-gpt-5-6-luna-on-deepswe-cost-and-coding","lab_dossier":"https://onlylabs.fyi/labs/together-ai","lab_dossier_json":"https://onlylabs.fyi/labs/together-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/together-ai","analysis_json":"https://onlylabs.fyi/analysis/together-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/together-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":"Together AI published DeepSeek-V4 Flash 0731 vs GPT-5.6 Luna on DeepSWE: Cost and Coding. 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Intelligence should be abundant, not expensive → 🤝 Together AI & Y Combinator announce partnership to deliver the first dedicated YC GPU cluster → ⚡ On-demand B200s now available on Together GPU Clusters → 🚀 Now serving MiniMax-M3 for efficient inference → All blog posts Model Library Published 8/6/2026 DeepSeek-V4 Flash 0731 vs GPT-5.6 Luna on DeepSWE: Cost and Coding The open-weight model setting the new price-intelligence bar Authors Zain Hasan, Shobhit Dixit Table of contents 40+ Models Chosen for Production...40+ Models Chosen for Production...40+ Models Chosen for Production... Key Takeaways While GPT-5.6 Luna is the stronger engineer on every quality measure, DeepSeek-V4 Flash 0731 is cheap enough that a DeepSeek-first cascade beats Luna alone on both accuracy and cost. GPT-5.6 Luna leads DeepSWE pass@1 decisively at 67.2% vs 53.3%, a 14 point gap, and holds the lead at every equal attempt count. DeepSeek-V4 Flash is the cheapest model on the DeepSWE board: \\$0.10 per rollout vs \\$0.61, delivering 532 solves per \\$100 against..."},"evidence_pages":[],"related_signals":[{"id":"ace51b4c-821f-49f9-b254-ff7aa0487647","url":"https://onlylabs.fyi/signals/ace51b4c-821f-49f9-b254-ff7aa0487647","source_url":"https://www.together.ai/blog/glm-5-3-vs-claude-fable-5-on-deepswe-cost-coding-and-routing","title":"GLM-5.3 vs. Claude Fable 5 on DeepSWE: Cost, Coding, and Routing","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-08-21T00:00:00+00:00","first_seen_at":"2026-08-22T08:01:39.906977+00:00","date_source":"rss.item_date"},{"id":"5e587b4c-ee45-485e-a4ba-7cbdf7d0a3e9","url":"https://onlylabs.fyi/signals/5e587b4c-ee45-485e-a4ba-7cbdf7d0a3e9","source_url":"https://www.together.ai/blog/glm-5-3-vs-gpt-5-6-sol-on-deepswe-cost-coding-and-routing","title":"GLM-5.3 vs. GPT-5.6 Sol on DeepSWE: Cost, Coding, and Routing","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-08-21T00:00:00+00:00","first_seen_at":"2026-08-22T08:01:39.906977+00:00","date_source":"rss.item_date"},{"id":"7a720ba0-f32f-4049-9b5f-f1f89d2e4c22","url":"https://onlylabs.fyi/signals/7a720ba0-f32f-4049-9b5f-f1f89d2e4c22","source_url":"https://www.together.ai/blog/deepseek-v4-pro-0813-vs-gpt-5-6-sol-on-deepswe-cost-coding-and-routing","title":"DeepSeek V4 Pro 0813 vs GPT-5.6 Sol on DeepSWE: Cost, Coding, and Routing","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-08-18T00:00:00+00:00","first_seen_at":"2026-08-18T08:01:49.249966+00:00","date_source":"rss.item_date"},{"id":"1f0146d7-0795-47e0-8962-1dbf2f000155","url":"https://onlylabs.fyi/signals/1f0146d7-0795-47e0-8962-1dbf2f000155","source_url":"https://www.together.ai/blog/a-b-test-models-in-production","title":"A/B test models in production","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-08-17T00:00:00+00:00","first_seen_at":"2026-08-18T04:01:44.390373+00:00","date_source":"rss.item_date"},{"id":"7400bf50-4f1a-4478-917b-0075f75454c5","url":"https://onlylabs.fyi/signals/7400bf50-4f1a-4478-917b-0075f75454c5","source_url":"https://www.together.ai/blog/deepseek-v4-pro-0813-vs-claude-fable-5-on-deepswe-cost-coding-and-routing","title":"DeepSeek V4 Pro 0813 vs Claude Fable 5 on DeepSWE: Cost, Coding, and Routing","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-08-17T00:00:00+00:00","first_seen_at":"2026-08-18T08:01:49.249966+00:00","date_source":"rss.item_date"},{"id":"1e695d38-f046-4d2a-b5f6-93ecdd70923b","url":"https://onlylabs.fyi/signals/1e695d38-f046-4d2a-b5f6-93ecdd70923b","source_url":"https://www.together.ai/blog/kimi-k3-guide","title":"Kimi K3: the complete developer guide","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-08-01T00:00:00+00:00","first_seen_at":"2026-08-02T00:00:50.400005+00:00","date_source":"rss.item_date"}]}