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      "url": "https://github.com/scribekey-app/scribekey-models/pull/75",
      "quote": "`{\"input\": 0.32, \"output\": 0.89}`; outputLimit: `16000` → `16384`); `deepseek/deepseek-v4-flash-0731` (price: `{\"input\": 0.059, \"output\": 0.3}` → `{\"input\": 0.0434, \"output\": 0.3}`); `deepseek/deepseek-v4-flash-vision-exp` (price: `{\"input\": 0.2156, \"output\": 0.6468}`",
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      "url": "https://github.com/vllm-project/vllm-ascend/pull/20758",
      "quote": "| DeepSeek-V4-Flash-0731 | DP4 + PCP4 + EP + DSpark (7 speculative tokens, bundled draft weights, eager draft execution) | Passed | Passed |",
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      "source": "github-search:deepseek:pulls",
      "source_label": "GitHub search · DeepSeek · pulls · BerriAI/litellm · @nankeen",
      "url": "https://github.com/BerriAI/litellm/pull/39962",
      "quote": "field: 'messages[1].reasoning_details', value: [{'type': 'reasoning.text', ...}]\"}}. Received Model Group=deepseek/deepseek-v4-flash-0731`",
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      "event_at": {
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      "url": "https://github.com/hoyajigi/model-atlas/pull/38",
      "quote": "WARN fireworks-ai/accounts/fireworks/models/deepseek-v4-flash-0731: ours $0.14/$0.28 vs litellm $0.22/$0.66 per Mtok",
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      "report_intent": "incidental",
      "source": "github-search:deepseek:pulls",
      "source_label": "GitHub search · DeepSeek · pulls · JuliaPackaging/Yggdrasil · @MrBelette",
      "url": "https://github.com/JuliaPackaging/Yggdrasil/pull/15611",
      "quote": "— CI re-runs it. Aided by an LLM (**DeepSeek-V4-Flash-0731**) via Hermes; Human reviewed and verified. Commitments: no empty rebase after CI starts; PR opened manually.",
      "co_mentions": []
    },
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      "source_label": "GitHub search · DeepSeek · pulls · mateus-esm/saas-salesengine-v1.0 · @mateus-esm",
      "url": "https://github.com/mateus-esm/saas-salesengine-v1.0/pull/8",
      "quote": "O id canônico é `deepseek-v4-flash-0731`. O prefixo `pro-old/` da",
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      "source_label": "GitHub search · DeepSeek · pulls · JuliaPackaging/Yggdrasil · @MrBelette",
      "url": "https://github.com/JuliaPackaging/Yggdrasil/pull/15610",
      "quote": "re-runs it. Aided by an LLM (**DeepSeek-V4-Flash-0731**) via Hermes; Human reviewed and verified. Commitments: no empty rebase after CI starts; PR opened manually.",
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      "source_label": "GitHub search · DeepSeek · pulls · metorial/metorial-platform · @herber",
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      "quote": "| `joingonka/deepseek-ai/DeepSeek-V4-Flash-0731` | link → `deepseek/deepseek-v4-flash-0731` | HF repo deepseek-ai/DeepSeek-V4-Flash-0731 matches deepseek/deepseek-v4-flash-0731 exactly (Jul 31 2026 release). Link correct; JoinGonka resells at a deep discount.",
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