Published text

Structured research records

1. the deepseek pattern is the new lab model: a profitable patron (quant fund, cloud giant, ad business) finances frontier research, open weights buy the ecosystem, and papers carry the marketing. kimi, qwen, and zhipu all read as variations on it. · deepseek-agent-era-arguments

   Original location · source-db362ca467309d55b804 · source-b151d813e9817329df15 · source-7929874beb28e643e609 · source-07eaa7564c5f63b78585

   Original structured fields

   {
     "claim": "the deepseek pattern is the new lab model: a profitable patron (quant fund, cloud giant, ad business) finances frontier research, open weights buy the ecosystem, and papers carry the marketing. kimi, qwen, and zhipu all read as variations on it.",
     "id": "arg-patron-model",
     "side": "for",
     "sourceIds": [
       "src-hp-coinlive-funding",
       "src-ci-turingpost-chinesemodels",
       "src-ci-xpert-kimi",
       "src-hp-36kr-interview1"
     ]
   }

2. the pattern is not portable — it required a fund that peaked at ~rmb 100b, a 10k-gpu purchase timed before controls nobody could have planned for, and a founder who codes. copying the org chart copies the least load-bearing part. · deepseek-agent-era-arguments

   Original location · source-5bb15e05d2d051f06e4f · source-c9bfc1101f4c8e3a80cf · source-ee048b67b69c4d38c620 · source-0f036aee238510dc3dd5

   Original structured fields

   {
     "claim": "the pattern is not portable — it required a fund that peaked at ~rmb 100b, a 10k-gpu purchase timed before controls nobody could have planned for, and a founder who codes. copying the org chart copies the least load-bearing part.",
     "id": "arg-not-portable",
     "side": "against",
     "sourceIds": [
       "src-hp-reuters-liang",
       "src-hp-wallstreetcn-interview2",
       "src-hp-fireflyer-paper",
       "src-ci-ifri-deepseek-moment"
     ]
   }

3. open weights were both the product and the vulnerability — the ecosystem made deepseek inevitable, and the same openness made distillation accusations, uncensored rehosts, and self-hosted deployments outside its control. the strategy and the exposure are the same artifact. · deepseek-agent-era-arguments

   Original location · source-acebedb59dd691984f43 · source-a9178d68fc3e339ab065 · source-1a377fcc410e5e97f373 · source-0211196e9ddb845746f9

   Original structured fields

   {
     "claim": "open weights were both the product and the vulnerability — the ecosystem made deepseek inevitable, and the same openness made distillation accusations, uncensored rehosts, and self-hosted deployments outside its control. the strategy and the exposure are the same artifact.",
     "id": "arg-openness-both",
     "side": "nuance",
     "sourceIds": [
       "src-hp-techcrunch-appstore",
       "src-ci-mspoweruser-perplexity",
       "src-ci-verge-distillation",
       "src-hp-anthropic"
     ]
   }

4. the $5.576m number did the damage and the distortion — real and correctly scoped in the report, then flattened into 'r1 cost $6m' and a $589b nvidia repricing. the lesson is that markets priced a narrative about cost, not the cost. · deepseek-agent-era-arguments

   Original location · source-807def74933e03156976 · source-acdf9ae0c597d9d7c8fe · source-79c1aa742d9e9d5a21d6 · source-b73bdd79c86c1e2c64de

   Original structured fields

   {
     "claim": "the $5.576m number did the damage and the distortion — real and correctly scoped in the report, then flattened into 'r1 cost $6m' and a $589b nvidia repricing. the lesson is that markets priced a narrative about cost, not the cost.",
     "id": "arg-narrative-pricing",
     "side": "nuance",
     "sourceIds": [
       "src-hp-allen-testimony",
       "src-ci-teardown",
       "src-hp-cbs-nvidia",
       "src-ci-creativestrategies-myths"
     ]
   }

5. the state adjacency is load-bearing now — premier's symposium, xi's symposium, zhejiang investor screening, state capital reported leading the raise. the lab that wanted to be judged on papers is becoming national infrastructure, which protects it and binds it. · deepseek-agent-era-arguments

   Original location · source-c83479b1406635460658 · source-aa6aee6a5efbf005dd77 · source-537d6289b1b6c1dbe6d9 · source-77d1012fefcd2e81ad02 · source-4723c56b6f02585ff949

   Original structured fields

   {
     "claim": "the state adjacency is load-bearing now — premier's symposium, xi's symposium, zhejiang investor screening, state capital reported leading the raise. the lab that wanted to be judged on papers is becoming national infrastructure, which protects it and binds it.",
     "id": "arg-state-adjacency",
     "side": "against",
     "sourceIds": [
       "src-hp-scmp-liqiang",
       "src-hp-standard-xi",
       "src-hp-techcrunch-watch",
       "src-hp-chaincatcher-funding",
       "src-ci-house-select-report"
     ]
   }

6. the efficiency story is also a demand story — nadella's jevons counter held: cheaper inference expanded usage, and the lab's own price hikes and capacity strain followed. efficiency didn't shrink the compute race; it re-priced it. · deepseek-agent-era-arguments

   Original location · source-596ae44386face52f345 · source-03e27b5b0da205b6a127 · source-9f31fbb840e790bc8564 · source-7df40d3de7d54d968e41

   Original structured fields

   {
     "claim": "the efficiency story is also a demand story — nadella's jevons counter held: cheaper inference expanded usage, and the lab's own price hikes and capacity strain followed. efficiency didn't shrink the compute race; it re-priced it.",
     "id": "arg-jevons",
     "side": "for",
     "sourceIds": [
       "src-ci-fortune-jevons",
       "src-ci-geekwire-jevons",
       "src-ci-conversation-jevons",
       "src-ci-sedaily-price-hike"
     ]
   }

7. the renaissance template · deepseek-idea-lineage

   Original location · source-b01af09f8668309df25a

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   {
     "contribution": "renaissance technologies is the ancestor liang read himself — he wrote the preface to the chinese edition of zuckerman's simons biography in 2021: simons 'went through countless sleepless nights' before his model worked, and 'every time i face a difficulty at work, i think of simons's words.' quant profits funding fundamental research, on the record.",
     "era": "1982–2021",
     "id": "lin-renaissance",
     "name": "the renaissance template",
     "sourceIds": [
       "src-ci-businesstimes-hedgefund"
     ]
   }

8. the zju network · deepseek-idea-lineage

   Original location · source-e06948c401a48f463465 · source-e85ca01f7c1f488b5018 · source-777866aa5f7202981ebf · source-e642177ea7ed77782280

   Original structured fields

   {
     "contribution": "the zhejiang-university pipeline — the whole founding cohort is zju engineering: liang's meng cohort, xu jin's chu kochen mixed-honors class, the classmates who started automating trades in 2008. an institutional network, not a talent market.",
     "era": "2002–2015",
     "id": "lin-zju",
     "name": "the zju network",
     "sourceIds": [
       "src-hp-zju-xujin",
       "src-hp-bianews-history",
       "src-hp-techcentral-liang",
       "src-hp-ie-liang"
     ]
   }

9. the fund as patron · deepseek-idea-lineage

   Original location · source-5eb143aeec914b6d4c1e · source-5bb15e05d2d051f06e4f · source-db362ca467309d55b804

   Original structured fields

   {
     "contribution": "the fund as patron — a quant fund that had already gone all-ai by 2017, passed rmb 10b aum by 2019, and peaked near rmb 100b in 2021 generated the profits that bought the fleet. deepseek never needed a venture round because the whale was already winning.",
     "era": "2015–2021",
     "id": "lin-fund-as-patron",
     "name": "the fund as patron",
     "sourceIds": [
       "src-hp-highflyer-history",
       "src-hp-reuters-liang",
       "src-hp-coinlive-funding"
     ]
   }

10. infrastructure first · deepseek-idea-lineage

    Original location · source-e24e7de33a56f8ac2121 · source-ee048b67b69c4d38c620 · source-ff1ee7c6d614cc863b4d · source-5eb143aeec914b6d4c1e

    Original structured fields

    {
      "contribution": "the infrastructure first — fire-flyer i (2020) and ii (2021) predate the lab by years. the cluster, the 3fs filesystem, hfreduce, and the time-sharing scheduler were built for trading; they became the lab's substrate. compute preceded the research org.",
      "era": "2020–2022",
      "id": "lin-infra-first",
      "name": "infrastructure first",
      "sourceIds": [
        "src-hp-hfai-blog",
        "src-hp-fireflyer-paper",
        "src-hp-highflyer-home",
        "src-hp-highflyer-history"
      ]
    }

11. the open-weights movement · deepseek-idea-lineage

    Original location · source-b151d813e9817329df15 · source-987d33d02fef5b47a9de · source-7929874beb28e643e609

    Original structured fields

    {
      "contribution": "the open-weights precedent — meta's llama line proved that open weights could shape an ecosystem; deepseek's mit-licensed r1 radicalized the position, and meta's own retreat to closed frontier models left the lab as the movement's exemplar.",
      "era": "2023–2025",
      "id": "lin-open-weights",
      "name": "the open-weights movement",
      "sourceIds": [
        "src-ci-turingpost-chinesemodels",
        "src-ci-constellation-meta",
        "src-ci-xpert-kimi"
      ]
    }

12. the techno-idealist doctrine · deepseek-idea-lineage

    Original location · source-e2c7feee45a597771920 · source-c9bfc1101f4c8e3a80cf · source-e41d366fa1f22b558c6c

    Original structured fields

    {
      "contribution": "the techno-idealist doctrine — the july 2024 interview supplies the theory in the founder's words: originality over imitation, open source as 'a cultural act more than a commercial one,' the organization as the moat. the ideas were published before the market tested them.",
      "era": "2024",
      "id": "lin-idealism",
      "name": "the techno-idealist doctrine",
      "sourceIds": [
        "src-hp-36kr-interview2",
        "src-hp-wallstreetcn-interview2",
        "src-hp-laojinchuhai"
      ]
    }

13. the embargo as engine · deepseek-idea-lineage

    Original location · source-807def74933e03156976 · source-562cf7588945d2a05816 · source-c9bfc1101f4c8e3a80cf · source-b43c57bf1bf2c459d887

    Original structured fields

    {
      "contribution": "the embargo as engine — us export controls (october 2022, tightened october 2023) postdate the fleet's purchase and predate the lab's scaling. liang: 'our problem has never been money, it's the embargo.' constraint became the design brief.",
      "era": "2022–",
      "id": "lin-embargo",
      "name": "the embargo as engine",
      "sourceIds": [
        "src-hp-allen-testimony",
        "src-hp-asiatimes",
        "src-hp-wallstreetcn-interview2",
        "src-hp-nextplatform"
      ]
    }

14. what is the true compute inventory — the documented 10k a100s and self-reported 2,048 h800s, or semianalysis's ~50k hopper-class estimate, or something the commerce probe hasn't reached? · deepseek-idea-open-questions

    Original location

    Original structured fields

    {
      "text": "what is the true compute inventory — the documented 10k a100s and self-reported 2,048 h800s, or semianalysis's ~50k hopper-class estimate, or something the commerce probe hasn't reached?"
    }

15. what is the lab's total spend — r&d budget, cumulative training cost, and the fund's losses or profits funding it are all undisclosed; the $5.576m and $294k figures cover scoped runs only. · deepseek-idea-open-questions

    Original location

    Original structured fields

    {
      "text": "what is the lab's total spend — r&d budget, cumulative training cost, and the fund's losses or profits funding it are all undisclosed; the $5.576m and $294k figures cover scoped runs only."
    }

16. did r2 die or get folded — was the reasoning line merged into the v-series, or does a stalled successor still exist internally? · deepseek-idea-open-questions

    Original location

    Original structured fields

    {
      "text": "did r2 die or get folded — was the reasoning line merged into the v-series, or does a stalled successor still exist internally?"
    }

17. what did the 2026 round actually close at — ~rmb 300b open, ~$52b per forbes, higher headline figures elsewhere — and on whose terms, given alibaba's collapse and tencent's declined ~20%? · deepseek-idea-open-questions

    Original location

    Original structured fields

    {
      "text": "what did the 2026 round actually close at — ~rmb 300b open, ~$52b per forbes, higher headline figures elsewhere — and on whose terms, given alibaba's collapse and tencent's declined ~20%?"
    }

18. does the ascend hedge ever become the primary path — v4's months of delay for domestic-chip optimization is reported; whether the next flagship can train without nvidia is the open question the embargo keeps asking. · deepseek-idea-open-questions

    Original location

    Original structured fields

    {
      "text": "does the ascend hedge ever become the primary path — v4's months of delay for domestic-chip optimization is reported; whether the next flagship can train without nvidia is the open question the embargo keeps asking."
    }

19. will the distillation accusations ever be evidenced — openai's ft claim was never publicly substantiated; anthropic's 2026 disclosure gave numbers but no technical artifact, and deepseek's nature-exchange denial stands on the record. · deepseek-idea-open-questions

    Original location

    Original structured fields

    {
      "text": "will the distillation accusations ever be evidenced — openai's ft claim was never publicly substantiated; anthropic's 2026 disclosure gave numbers but no technical artifact, and deepseek's nature-exchange denial stands on the record."
    }

20. can the flat org survive the raise — external capital, a cfo, and ipo prep against a culture built on 'no titles, anyone calls the cluster,' with ~10 v4 authors already gone. · deepseek-idea-open-questions

    Original location

    Original structured fields

    {
      "text": "can the flat org survive the raise — external capital, a cfo, and ipo prep against a culture built on 'no titles, anyone calls the cluster,' with ~10 v4 authors already gone."
    }

21. does the whale's fund keep compounding — +56.55% in 2025 on >rmb 70b, after the 2021 drawdown apology and the 2024 neutral-strategy exit; the patron's durability is the lab's runway. · deepseek-idea-open-questions

    Original location

    Original structured fields

    {
      "text": "does the whale's fund keep compounding — +56.55% in 2025 on >rmb 70b, after the 2021 drawdown apology and the 2024 neutral-strategy exit; the patron's durability is the lab's runway."
    }

22. the whale can fund the lab · deepseek-idea-proved

    Original location · source-5eb143aeec914b6d4c1e · source-db362ca467309d55b804 · source-20ac7e2113fd2e7046b5 · source-07eaa7564c5f63b78585

    Original structured fields

    {
      "detail": "a quant fund can finance a frontier lab — no venture round, no cap-table dilution, no product mandate. fire-flyer ii was bought with fund profits; the lab ran for three years on the whale's cash flow before its first external raise in 2026.",
      "id": "clm-proved-patron",
      "sourceIds": [
        "src-hp-highflyer-history",
        "src-hp-coinlive-funding",
        "src-hp-dehehantong-equity",
        "src-hp-36kr-interview1"
      ],
      "title": "the whale can fund the lab"
    }

23. the embargo engineered efficiency · deepseek-idea-proved

    Original location · source-807def74933e03156976 · source-ee048b67b69c4d38c620 · source-b43c57bf1bf2c459d887 · source-acdf9ae0c597d9d7c8fe

    Original structured fields

    {
      "detail": "constraint produces efficiency — 2.788m h800 gpu-hours for v3's final run, mla cutting memory, moe activating 37b of 671b, the fire-flyer paper matching dgx-a100 throughput at ~half cost. sanctioned hardware forced the engineering that became the headline.",
      "id": "clm-proved-constraint",
      "sourceIds": [
        "src-hp-allen-testimony",
        "src-hp-fireflyer-paper",
        "src-hp-nextplatform",
        "src-ci-teardown"
      ],
      "title": "the embargo engineered efficiency"
    }

24. open weights as distribution · deepseek-idea-proved

    Original location · source-acebedb59dd691984f43 · source-848b616a2251fdfff2ea · source-7929874beb28e643e609 · source-b151d813e9817329df15

    Original structured fields

    {
      "detail": "open weights move markets and ecosystems — r1 under mit hit #1 in 52 countries, landed in azure ai foundry within days, and reset the competitive frame so completely that 'the second deepseek moment' became the label for everyone else's open releases.",
      "id": "clm-proved-open-weights",
      "sourceIds": [
        "src-hp-techcrunch-appstore",
        "src-ci-azure-r1",
        "src-ci-xpert-kimi",
        "src-ci-turingpost-chinesemodels"
      ],
      "title": "open weights as distribution"
    }

25. pricing as a weapon · deepseek-idea-proved

    Original location · source-c9bfc1101f4c8e3a80cf · source-19357a942001743d6668 · source-b98e2e12f7e159ef11b0 · source-03181c9972b7680c28a9

    Original structured fields

    {
      "detail": "cost-plus pricing works as strategy — v2 at ~rmb 1/m tokens started a price war that cut chinese llm prices 80–97%; the theoretical-545%-margin disclosure showed the headroom was real. the lab priced like the fund: costs plus margin, not scarcity pricing.",
      "id": "clm-proved-pricing",
      "sourceIds": [
        "src-hp-wallstreetcn-interview2",
        "src-ci-techflow-doubao",
        "src-ci-scmp-545-margin",
        "src-ci-gigazine-545"
      ],
      "title": "pricing as a weapon"
    }

26. the homegrown bench · deepseek-idea-proved

    Original location · source-c9bfc1101f4c8e3a80cf · source-f6ee4abd62d2f8da7bcc · source-7f0f229eb58f8d7e84fc · source-da3a681e38b99fe423fe

    Original structured fields

    {
      "detail": "young homegrown teams can do frontier work — 'no unfathomable geniuses,' no overseas returnees on v2, bottom-up staffing and unbounded cluster access; the result was grpo, the v3 architecture, and the first major llm through nature peer review.",
      "id": "clm-proved-homegrown",
      "sourceIds": [
        "src-hp-wallstreetcn-interview2",
        "src-hp-donga",
        "src-hp-nature-r1",
        "src-hp-guoday"
      ],
      "title": "the homegrown bench"
    }

27. the papers are the product · deepseek-idea-proved

    Original location · source-9c18637a18012ad21bfe · source-f3a7aa842ef643e17128 · source-7f0f229eb58f8d7e84fc · source-ee048b67b69c4d38c620

    Original structured fields

    {
      "detail": "papers and infrastructure are the product — the v3/r1 reports, the fire-flyer paper, open source week's six repos, and nature peer review built the lab's credibility without a marketing org. 'letting the research reports speak' was the whole comms strategy.",
      "id": "clm-proved-papers",
      "sourceIds": [
        "src-hp-xinhua-office",
        "src-hp-openinfra",
        "src-hp-nature-r1",
        "src-hp-fireflyer-paper"
      ],
      "title": "the papers are the product"
    }

28. r2 never shipped · deepseek-idea-stalled

    Original location · source-e44c73d6384b196b35b1 · source-3e57c32cccac9391cd8d · source-754d23aad0ebe499cfb3

    Original structured fields

    {
      "detail": "r2 never shipped — reported stalled in june 2025 (liang unsatisfied), then reportedly failed on huawei ascend hardware in august. the r-line that produced the shock never produced a successor; the v-line absorbed the flagship role.",
      "id": "clm-stalled-r2",
      "sourceIds": [
        "src-hp-reuters-r2june",
        "src-hp-reuters-r2ft",
        "src-hp-layer3-r2"
      ],
      "title": "r2 never shipped"
    }

29. the ascend wall · deepseek-idea-stalled

    Original location · source-3e57c32cccac9391cd8d · source-94edfd719a41e2504487 · source-e1a3129a6a4e1d643aa2 · source-632e2ce0695ef973e337

    Original structured fields

    {
      "detail": "the domestic-chip training path stalled — the ascend run failed even with huawei engineers onsite; the lab settled into nvidia-for-training, ascend-for-inference, and months of v4 delay for ascend optimization. the hedge exists; the substitution doesn't.",
      "id": "clm-stalled-ascend",
      "sourceIds": [
        "src-hp-reuters-r2ft",
        "src-hp-register-huawei",
        "src-ci-tomshardware-v32-cann",
        "src-hp-bloomberg-v4delay"
      ],
      "title": "the ascend wall"
    }

30. research met revenue · deepseek-idea-stalled

    Original location · source-26c1b3789feb89c5a197 · source-7df40d3de7d54d968e41 · source-5fdab4f20d9aed78ae18 · source-08e7ad42ba6d460b8b9c

    Original structured fields

    {
      "detail": "'research, not products' met the market — the app that beat chatgpt sits #2 in china behind doubao on questmobile's august 2025 mau, and the august 2026 api price hikes (up to ~12x on cache hits) read like incumbent margin management.",
      "id": "clm-stalled-products",
      "sourceIds": [
        "src-ci-scmp-doubao-users",
        "src-ci-sedaily-price-hike",
        "src-ci-tnw-price-rise",
        "src-hp-api-changelog"
      ],
      "title": "research met revenue"
    }

31. the end of pure patronage · deepseek-idea-stalled

    Original location · source-db362ca467309d55b804 · source-ad6edf1a24679cc18fc3 · source-77d1012fefcd2e81ad02 · source-c8ea6a03a1163037ad9e

    Original structured fields

    {
      "detail": "the self-funding purity ended — the lab that 'never had a financing problem' opened its first external round in may 2026, liang injecting up to rmb 20b personally, state capital reported the likely lead. the whale still funds; it no longer funds alone.",
      "id": "clm-stalled-purity",
      "sourceIds": [
        "src-hp-coinlive-funding",
        "src-hp-gate-funding",
        "src-hp-chaincatcher-funding",
        "src-hp-163-cfo"
      ],
      "title": "the end of pure patronage"
    }

32. the bench got poached · deepseek-idea-stalled

    Original location · source-78d59c1fd11aca3e19b3 · source-3340252f2b93a8d7f1a0 · source-5d5a3a02db337ef887e9 · source-da3a681e38b99fe423fe

    Original structured fields

    {
      "detail": "the flat org got poached — no titles and bottom-up staffing built the bench, then bytedance seed, tencent hunyuan, xiaomi, and deeproute hired it: ~10 of the v4 report's ~300 authors are now former employees, including grpo co-creator guo daya.",
      "id": "clm-stalled-org",
      "sourceIds": [
        "src-hp-newsglobe-departures",
        "src-hp-sinocism-departures",
        "src-hp-gogoai-departures",
        "src-hp-guoday"
      ],
      "title": "the bench got poached"
    }

33. moonshot / kimi · deepseek-idea-successors

    Original location · source-7929874beb28e643e609 · source-3e6d37b985ba4fe2a449

    Original structured fields

    {
      "href": "https://www.moonshot.ai",
      "id": "suc-kimi",
      "name": "moonshot / kimi",
      "note": "the 'second deepseek moment' — kimi k2 thinking beating gpt-5 on hle and browsecomp made the open-weights frontier a chinese category, not a deepseek monopoly.",
      "sourceIds": [
        "src-ci-xpert-kimi",
        "src-ci-linkedin-kimi"
      ]
    }

34. alibaba / qwen · deepseek-idea-successors

    Original location · source-b151d813e9817329df15 · source-ad6edf1a24679cc18fc3

    Original structured fields

    {
      "href": "https://qwen.ai",
      "id": "suc-qwen",
      "name": "alibaba / qwen",
      "note": "the platform-scale variant — qwen's open-weights line pairs the lab strategy with a cloud business, and its ecosystem terms reportedly killed its deepseek investment talks.",
      "sourceIds": [
        "src-ci-turingpost-chinesemodels",
        "src-hp-gate-funding"
      ]
    }

35. zhipu / glm · deepseek-idea-successors

    Original location · source-b151d813e9817329df15 · source-e15dd5bd656a3956d2d6

    Original structured fields

    {
      "href": "https://www.z.ai",
      "id": "suc-zhipu",
      "name": "zhipu / glm",
      "note": "the academic-lab survivor — glm-4 keeps a third chinese open-weights lineage in the frontier set the landscape coverage tracks.",
      "sourceIds": [
        "src-ci-turingpost-chinesemodels",
        "src-ci-36kr-chinese-players"
      ]
    }

36. minimax · deepseek-idea-successors

    Original location · source-0211196e9ddb845746f9 · source-cbd96a7ad11433393eca

    Original structured fields

    {
      "href": "https://www.minimaxi.com",
      "id": "suc-minimax",
      "name": "minimax",
      "note": "the fellow accused — anthropic's february 2026 disclosure names minimax beside deepseek in the distillation campaigns; the cohort shares both the strategy and the scrutiny.",
      "sourceIds": [
        "src-hp-anthropic",
        "src-hp-cnbc-anthropic"
      ]
    }

37. mistral · deepseek-idea-successors

    Original location · source-b151d813e9817329df15

    Original structured fields

    {
      "href": "https://mistral.ai",
      "id": "suc-mistral",
      "name": "mistral",
      "note": "the european open-weights control case — same license-first strategy without the whale behind it; venture-funded where deepseek was fund-funded.",
      "sourceIds": [
        "src-ci-turingpost-chinesemodels"
      ]
    }

38. meta / llama · deepseek-idea-successors

    Original location · source-987d33d02fef5b47a9de · source-cddb62e713f17fab2d89 · source-15af28a373cbfdf1bdab

    Original structured fields

    {
      "href": "https://ai.meta.com",
      "id": "suc-llama",
      "name": "meta / llama",
      "note": "the patron who retreated — llama defined the open-weights position deepseek radicalized; the war-room reporting and capex pledge trace the incumbent's answer.",
      "sourceIds": [
        "src-ci-constellation-meta",
        "src-ci-verge-zuckerberg",
        "src-ci-techcrunch-zuck"
      ]
    }