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{
 "chain": {
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    },
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       "hotkey": "5ETnd5WbqBuNqWAsyssa9qQM5YWhEgUDCJFUCSVNwZsCzrfs",
       "rejected_last_round": [
        "unrunnable format TQ1_0: mainline llama.cpp has no Metal kernels for TQ1_0 \u2014 it cannot run on Apple GPU, which is what the crown has to ship to. Use Q1_0, Q2_0, IQ1_S, IQ1_M or IQ2_XXS (all of which have Metal matmul kernels). Check with `python -m eval.bitrate <model.gguf>` before you commit."
       ],
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       ],
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        "committed but not revealed: the sealed value cannot be checked against the fetched bytes, so nothing binds this artifact to the commitment. Run `python -m miner.submit reveal`."
       ],
       "tier": "binary"
      },
      {
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        "committed but not revealed: the sealed value cannot be checked against the fetched bytes, so nothing binds this artifact to the commitment. Run `python -m miner.submit reveal`."
       ],
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      },
      {
       "artifact_uri": "hf://betaprogramming/ralph-v2-qwen3-8b-ternary-af-892aaa10@55060519c6f179ea1d28ee9e6c333f33bfc03bd3",
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      {
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      "round": 7,
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     "provisional_retention": {
      "because": "no round is currently scoring this submission",
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    {
     "artifact_uri": "hf://colortoken-studio/qwen3-8b-sn40-tern-v2-recipe@3599c1d2f02ba2a07065b44afe10ca2d6166cf31",
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      "because": "no round is currently handling this submission",
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     "outcome": {
      "because": "round 7 did not score this submission: unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again.",
      "round": 7,
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     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
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      "state": "MEASURED",
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    {
     "artifact_uri": "hf://pixelllama-labs/qwen3-8b-sn40-r96_continuation-sub4-4982c7501995@f9537b59df8b68ae007beb6bdeae9467af4bc9a1",
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     "hotkey": "5EhxaxtADqkfxtY37AN9MSwz59TqdoDseFpNCzPKKzdyKAcc",
     "outcome": {
      "because": "round 7 did not score this submission: unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again.",
      "round": 7,
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     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
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    {
     "artifact_uri": "hf://iberia-models/qwen3-8b-sn40-ternary_q2k-ternary-37ccf050dbed@77a56a5f962a52b5b48233ccd4484f2d46223b81",
     "handling": {
      "because": "no round is currently handling this submission",
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     },
     "hotkey": "5ETnd5WbqBuNqWAsyssa9qQM5YWhEgUDCJFUCSVNwZsCzrfs",
     "outcome": {
      "because": "round 7 did not score this submission: unrunnable format TQ1_0: mainline llama.cpp has no Metal kernels for TQ1_0 \u2014 it cannot run on Apple GPU, which is what the crown has to ship to. Use Q1_0, Q2_0, IQ1_S, IQ1_M or IQ2_XXS (all of which have Metal matmul kernels). Check with `python -m eval.bitrate <model.gguf>` before you commit.",
      "round": 7,
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      "because": "no round is currently scoring this submission",
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     },
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      "state": "MEASURED",
      "value": true
     },
     "tier": "ternary"
    },
    {
     "artifact_uri": "hf://stellarforge-ai/qwen3-8b-sn40-r96-q5q3-sub4-dea0e255f767@a69daa62e3f7e517806c7fd358992b49d4da61e6",
     "handling": {
      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
     },
     "hotkey": "5ERWJp4StMcQQBNgv6zq5vrVY6ckVFMFC3BU6BSThbyr2ENq",
     "outcome": {
      "because": "round 7 did not score this submission: unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again.",
      "round": 7,
      "state": "NOT_APPLICABLE"
     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
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      "state": "MEASURED",
      "value": true
     },
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    },
    {
     "artifact_uri": "hf://Wingdinger/s4@main",
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      "because": "no round is currently handling this submission",
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     },
     "hotkey": "5Gncxx5Ff4UzcF8EYeXfJw6eCXFbR7d6SKsBDMdPFgxLHjTW",
     "outcome": {
      "because": "round 7 did not score this submission: unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again.",
      "round": 7,
      "state": "NOT_APPLICABLE"
     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
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      "state": "MEASURED",
      "value": true
     },
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    {
     "artifact_uri": "hf://Wingdinger/t@main",
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      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
     },
     "hotkey": "5DArBWMsQg9hiihTZca7MrvLYEeCSSr2Y5yc8NCYroX1ZLfc",
     "outcome": {
      "because": "round 7 did not score this submission: unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again.",
      "round": 7,
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     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
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      "state": "MEASURED",
      "value": true
     },
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    {
     "artifact_uri": "hf://algodhf/qwen3-8b-ralph-ternary@6073b78161388141ac142b16979d6c6d043a313f",
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      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
     },
     "hotkey": "5D4nvLTo5ei9spfqb1eQudD61j65hbfEURzczGkzAazshYKV",
     "outcome": {
      "because": "round 7 did not score this submission: unrunnable format TQ1_0: mainline llama.cpp has no Metal kernels for TQ1_0 \u2014 it cannot run on Apple GPU, which is what the crown has to ship to. Use Q1_0, Q2_0, IQ1_S, IQ1_M or IQ2_XXS (all of which have Metal matmul kernels). Check with `python -m eval.bitrate <model.gguf>` before you commit.",
      "round": 7,
      "state": "NOT_APPLICABLE"
     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
     "seen": {
      "state": "MEASURED",
      "value": true
     },
     "tier": "ternary"
    },
    {
     "artifact_uri": "hf://tensor-tailor/ralph-qwen3-8b-sub2-r3@fb4ee26b2c4382eb538f58761b6834eaafe76c9e",
     "handling": {
      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
     },
     "hotkey": "5FnTBc78cqo4QoYZzqvK83k2YEbLxv3BxR7JdMMgcXz6hr8T",
     "outcome": {
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      "value": {
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     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
     "seen": {
      "state": "MEASURED",
      "value": true
     },
     "tier": "sub2"
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    {
     "artifact_uri": "hf://tensor-tailor/ralph-qwen3-8b-sub4-r3@dea859eca59c4b7b8e0cf3f4f2416bd00744747b",
     "handling": {
      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
     },
     "hotkey": "5Esku1L7X1JhB6jo8yFZwwn8iYsDR5wJYEx2RQaUDMtJUmPn",
     "outcome": {
      "because": "round 7 did not score this submission: unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again.",
      "round": 7,
      "state": "NOT_APPLICABLE"
     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
     "seen": {
      "state": "MEASURED",
      "value": true
     },
     "tier": "sub4"
    },
    {
     "artifact_uri": "hf://algodhf/qwen3-8b-binary-q1@06265167366d362be2079e9c7fe4cfc1b04ef8cf",
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      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
     },
     "hotkey": "5H5npDcV819QdKYESPrYgc5ew4R3A2peXvGKpThMmCnn2NWt",
     "outcome": {
      "because": "round 7 did not score this submission: unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again.",
      "round": 7,
      "state": "NOT_APPLICABLE"
     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
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      "state": "MEASURED",
      "value": true
     },
     "tier": "binary"
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     "handling": {
      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
     },
     "hotkey": "5G8iypbYKr8GL1CfWaoZe6Sk5tHXi8kh4WaacBpGeqN6NoFi",
     "outcome": {
      "because": "round 7 did not score this submission: unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again.",
      "round": 7,
      "state": "NOT_APPLICABLE"
     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
     "seen": {
      "state": "MEASURED",
      "value": true
     },
     "tier": "binary"
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    {
     "artifact_uri": "hf://algodhf/qwen3-8b-ralph-sub4-q4km@6a930b13f3cdd98540fb88df284d7e4b92804a6a",
     "handling": {
      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
     },
     "hotkey": "5DhpPeU1uamKPGtZMt25NbxCyZ22tcQLWB1gG5NvkDQe3poM",
     "outcome": {
      "because": "round 7 did not score this submission: code bits 4.3916 exceed sub4 budget 4.0",
      "round": 7,
      "state": "NOT_APPLICABLE"
     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
     "seen": {
      "state": "MEASURED",
      "value": true
     },
     "tier": "sub4"
    },
    {
     "artifact_uri": "hf://algodhf/qwen3-8b-ralph-sub2@d6e97c69771806929959cb108cf7510e5965b231",
     "handling": {
      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
     },
     "hotkey": "5HGTYAZX8iDFBxrHfENYBwzZs7HxpU6nUtgWWHwJRefxqrP8",
     "outcome": {
      "because": "round 7 did not score this submission: unchanged since round 5 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again.",
      "round": 7,
      "state": "NOT_APPLICABLE"
     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
     "seen": {
      "state": "MEASURED",
      "value": true
     },
     "tier": "sub2"
    },
    {
     "artifact_uri": "hf://Alpha-Command-Intern/ralph-v2-qwen3-8b-binary-pure-q1-noyarn-76be42c8@c3953c92a729123378f453575cb8da56c2c9c92a",
     "handling": {
      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
     },
     "hotkey": "5DXfHZ3hegz4f924QqNwccqL4UuDQQS5GSY2jNj81aR6zPdE",
     "outcome": {
      "because": "round 7 did not score this submission: committed but not revealed: the sealed value cannot be checked against the fetched bytes, so nothing binds this artifact to the commitment. Run `python -m miner.submit reveal`.",
      "round": 7,
      "state": "NOT_APPLICABLE"
     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
     "seen": {
      "state": "MEASURED",
      "value": true
     },
     "tier": "binary"
    },
    {
     "artifact_uri": "hf://Alpha-Command-Intern/ralph-v2-qwen3-8b-ternary-iq1m-c5bc27c6@7adca5d9ad423e56fc653890b75756517ff72985",
     "handling": {
      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
     },
     "hotkey": "5HDh7SbS6nnvuCJ5fxxEUkh31sJybyb5BbnKmc6pf786mi73",
     "outcome": {
      "because": "round 7 did not score this submission: unchanged since round 5 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again.",
      "round": 7,
      "state": "NOT_APPLICABLE"
     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
     "seen": {
      "state": "MEASURED",
      "value": true
     },
     "tier": "ternary"
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    {
     "artifact_uri": "hf://Alpha-Command-Intern/ralph-v2-qwen3-8b-binary-phasec-367e5e31@1a0180cbd9a8729ff402c1e5f28c1e2b890d8ef8",
     "handling": {
      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
     },
     "hotkey": "5HTERMEJg8W2g6gi8vbmCaM1r6AGxujrji8iaQQLt3qJmnWf",
     "outcome": {
      "because": "round 7 did not score this submission: committed but not revealed: the sealed value cannot be checked against the fetched bytes, so nothing binds this artifact to the commitment. Run `python -m miner.submit reveal`.",
      "round": 7,
      "state": "NOT_APPLICABLE"
     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
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      "value": true
     },
     "tier": "binary"
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    {
     "artifact_uri": "hf://Alpha-Command-Intern/ralph-v2-qwen3-8b-binary-phased2-step500-0406ebb2@fd2a6610787fbe2f801540e1018ee5d6810349b9",
     "handling": {
      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
     },
     "hotkey": "5G1nS4TkZn1GuxofRQZC7fpMEwY6CoE88fBJtJXdX5w9L4ih",
     "outcome": {
      "because": "round 7 did not score this submission: unchanged since round 6 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again.",
      "round": 7,
      "state": "NOT_APPLICABLE"
     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
      "state": "NOT_YET_MEASURED"
     },
     "seen": {
      "state": "MEASURED",
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    },
    {
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     },
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     },
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    {
     "artifact_uri": "hf://crazy-m1ner/ralph-qwen3-8b-sub4@main",
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      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
     },
     "hotkey": "5F6mNatQckjcLHKyifNz69YwALtbPxfJVEtmgUDaBRMGenTd",
     "outcome": {
      "because": "round 7 did not score this submission: unchanged since round 6 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again.",
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     },
     "provisional_retention": {
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     "handling": {
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     "handling": {
      "because": "no round is currently handling this submission",
      "state": "NOT_YET_MEASURED"
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     "outcome": {
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       "retention": 0.282457,
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      "because": "no round is currently scoring this submission",
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      "value": true
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    {
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     "handling": {
      "because": "no round is currently handling this submission",
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      "value": true
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    {
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      "because": "no round is currently handling this submission",
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     "handling": {
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      "state": "NOT_YET_MEASURED"
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     "provisional_retention": {
      "because": "no round is currently scoring this submission",
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    {
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     },
     "provisional_retention": {
      "because": "no round is currently scoring this submission",
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     },
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    }
   ]
  }
 },
 "generated_at": 1793051558.6243234,
 "netuid": 40,
 "rental": {
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  "value": []
 },
 "round": {
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  "stage": {
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   "state": "NOT_APPLICABLE"
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 },
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 "trail": {
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     "artifact_uri": "hf://ArizonaZZZ/ralph-v2-qwen3-8b-binary-p2A2-step500-05c56816@29c525c5c3166df2d62d5e180d09255199f778fe",
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     "container_bits": 2.81,
     "held": false,
     "margin_lcb": 0.0355,
     "miner": "5DeneVpvebmKrpegpoeBsCDFof5dTzgBFsgEfH3YKSKYWduh",
     "model_id": "72136433b8f4613cf794a642b664b28dcbdf054f3e6499f8a6127f490da8cac1",
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     "code_bits": 4.0,
     "container_bits": 4.5,
     "held": false,
     "margin_lcb": 0.0019,
     "miner": "5CPABbwvKphDTGP5qsAdpBNACNkoh3yhEBAtuwCYdYw9PZto",
     "model_id": "d6e83ec7141a70eafe4f505ab6abf294ca346c015bd84f2e8faea6d1a72c6cab",
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     "container_bits": 2.3986,
     "held": true,
     "margin_lcb": 0.0165,
     "miner": "5HNA3Fegavpufa9CmAUn2Sm1NQu41LYWxGnrSp1twzSYiYbu",
     "model_id": "ff244ec7ca827af53332b4758337641792596d8bca9d760ad34b56daeabcd523",
     "params": 8190427136,
     "retention": 0.239685
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  "note": "",
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      "events": [
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        "action": "dethrone",
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       {
        "action": "hold",
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      "exam_items": 288,
      "observer": "HuggingFaceTB/SmolLM2-1.7B-Instruct, allenai/OLMo-2-1124-7B-Instruct, microsoft/Phi-3-mini-4k-instruct",
      "parent": "Qwen/Qwen3-8B",
      "phase": "paid",
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       {
        "hotkey": "5ETnd5WbqBuNqWAsyssa9qQM5YWhEgUDCJFUCSVNwZsCzrfs",
        "reasons": [
         "unrunnable format TQ1_0: mainline llama.cpp has no Metal kernels for TQ1_0 \u2014 it cannot run on Apple GPU, which is what the crown has to ship to. Use Q1_0, Q2_0, IQ1_S, IQ1_M or IQ2_XXS (all of which have Metal matmul kernels). Check with `python -m eval.bitrate <model.gguf>` before you commit."
        ]
       },
       {
        "hotkey": "5D4nvLTo5ei9spfqb1eQudD61j65hbfEURzczGkzAazshYKV",
        "reasons": [
         "unrunnable format TQ1_0: mainline llama.cpp has no Metal kernels for TQ1_0 \u2014 it cannot run on Apple GPU, which is what the crown has to ship to. Use Q1_0, Q2_0, IQ1_S, IQ1_M or IQ2_XXS (all of which have Metal matmul kernels). Check with `python -m eval.bitrate <model.gguf>` before you commit."
        ]
       },
       {
        "hotkey": "5DhpPeU1uamKPGtZMt25NbxCyZ22tcQLWB1gG5NvkDQe3poM",
        "reasons": [
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       {
        "hotkey": "5DXfHZ3hegz4f924QqNwccqL4UuDQQS5GSY2jNj81aR6zPdE",
        "reasons": [
         "committed but not revealed: the sealed value cannot be checked against the fetched bytes, so nothing binds this artifact to the commitment. Run `python -m miner.submit reveal`."
        ]
       },
       {
        "hotkey": "5HTERMEJg8W2g6gi8vbmCaM1r6AGxujrji8iaQQLt3qJmnWf",
        "reasons": [
         "committed but not revealed: the sealed value cannot be checked against the fetched bytes, so nothing binds this artifact to the commitment. Run `python -m miner.submit reveal`."
        ]
       }
      ],
      "rescored_incumbents": 4,
      "round": 7,
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      "skipped_unchanged": 15,
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       {
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       {
        "artifact_uri": "hf://ArizonaZZZ/ralph-v2-qwen3-8b-binary-p2A2-step500-05c56816@29c525c5c3166df2d62d5e180d09255199f778fe",
        "code_bits": 1.0,
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        "crowned": true,
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        "miner": "5HMwB4rqW7MnawkfUFUX4FcRcBympynru587RhEZyY8ns43a",
        "model_id": "e9f6bd656075dc9a4096d6f3da06441094334c2e058d22dc5409b404ccb1dd6a",
        "reasons": [],
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       {
        "artifact_uri": "hf://betaprogramming/ralph-v2-qwen3-8b-ternary-af-532294a2@d26ba4d8e3b3692315e6ab7b51460a12396a5e37",
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        "miner": "5FWBzRrdkMK4Aerw8uEWCTEi5xqwiX2QWTgorqVeV1XTpVws",
        "model_id": "b26a26ccf1dd5f3534a704afae6909b91f52d6da1c24247e276e311bf9f2b2e2",
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       {
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        "miner": "5HNA3Fegavpufa9CmAUn2Sm1NQu41LYWxGnrSp1twzSYiYbu",
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       {
        "artifact_uri": "hf://tensor-tailor/ralph-qwen3-8b-sub2-r3@fb4ee26b2c4382eb538f58761b6834eaafe76c9e",
        "code_bits": 2.1587,
        "container_bits": 2.7532,
        "crowned": false,
        "gates_ok": true,
        "miner": "5FnTBc78cqo4QoYZzqvK83k2YEbLxv3BxR7JdMMgcXz6hr8T",
        "model_id": "bc3375d305aa438ede11cc469fa7fbdd6f66f92025283df623d761bba7ab66d5",
        "reasons": [],
        "rescored": true,
        "retention": 0.222515,
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        "role": "challenger",
        "tier": "sub2"
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      ],
      "unchanged_detail": [
       {
        "hotkey": "5FsLYnUFwVHy7pzgiaRnoyEBBApw4FRjnSq5ykZx5Ym7pCc4",
        "reasons": [
         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5Cco6ytcRqXvEoitHY1XvxxWBcpXpeLeAiB1fBkuNd48Ynpj",
        "reasons": [
         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5DCytiALFXhma5j2GQ7dHUtsSFTiCKn2aKduzYAQpuPSYRty",
        "reasons": [
         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5EhxaxtADqkfxtY37AN9MSwz59TqdoDseFpNCzPKKzdyKAcc",
        "reasons": [
         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5ERWJp4StMcQQBNgv6zq5vrVY6ckVFMFC3BU6BSThbyr2ENq",
        "reasons": [
         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5Gncxx5Ff4UzcF8EYeXfJw6eCXFbR7d6SKsBDMdPFgxLHjTW",
        "reasons": [
         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5DArBWMsQg9hiihTZca7MrvLYEeCSSr2Y5yc8NCYroX1ZLfc",
        "reasons": [
         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5Esku1L7X1JhB6jo8yFZwwn8iYsDR5wJYEx2RQaUDMtJUmPn",
        "reasons": [
         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5H5npDcV819QdKYESPrYgc5ew4R3A2peXvGKpThMmCnn2NWt",
        "reasons": [
         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5G8iypbYKr8GL1CfWaoZe6Sk5tHXi8kh4WaacBpGeqN6NoFi",
        "reasons": [
         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5HGTYAZX8iDFBxrHfENYBwzZs7HxpU6nUtgWWHwJRefxqrP8",
        "reasons": [
         "unchanged since round 5 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5HDh7SbS6nnvuCJ5fxxEUkh31sJybyb5BbnKmc6pf786mi73",
        "reasons": [
         "unchanged since round 5 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5G1nS4TkZn1GuxofRQZC7fpMEwY6CoE88fBJtJXdX5w9L4ih",
        "reasons": [
         "unchanged since round 6 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5CXEMm6u6onoMpFPbpSqFLdeDzkG68nyTirSg3SVQfiMVhJa",
        "reasons": [
         "unchanged since round 6 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5F6mNatQckjcLHKyifNz69YwALtbPxfJVEtmgUDaBRMGenTd",
        "reasons": [
         "unchanged since round 6 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       }
      ],
      "unclaimed": 0.0,
      "weights": {
       "5CPABbwvKphDTGP5qsAdpBNACNkoh3yhEBAtuwCYdYw9PZto": 0.15,
       "5DeneVpvebmKrpegpoeBsCDFof5dTzgBFsgEfH3YKSKYWduh": 0.2,
       "5FYm2aRWAbVFdf5nyRd7Dut9D4fx9k793U3hNnKTUvmM7SAz": 0.05,
       "5HMwB4rqW7MnawkfUFUX4FcRcBympynru587RhEZyY8ns43a": 0.4,
       "5HNA3Fegavpufa9CmAUn2Sm1NQu41LYWxGnrSp1twzSYiYbu": 0.2
      }
     },
     {
      "by_tier": {
       "binary": 2,
       "sub2": 2,
       "sub4": 2,
       "ternary": 1
      },
      "crowns": {
       "binary": "b26a26ccf1dd5f3534a704afae6909b91f52d6da1c24247e276e311bf9f2b2e2",
       "sub2": "bc3375d305aa438ede11cc469fa7fbdd6f66f92025283df623d761bba7ab66d5",
       "sub4": "10261bdd815099540f0b8cc7ed0fd38b8cac82960804a90725528568e3025f2b",
       "ternary": "ff244ec7ca827af53332b4758337641792596d8bca9d760ad34b56daeabcd523"
      },
      "duration_s": null,
      "events": [
       {
        "action": "hold",
        "tier": "binary"
       },
       {
        "action": "hold",
        "tier": "ternary"
       },
       {
        "action": "hold",
        "tier": "sub2"
       },
       {
        "action": "hold",
        "tier": "sub4"
       }
      ],
      "exam_items": 144,
      "observer": "HuggingFaceTB/SmolLM2-1.7B-Instruct",
      "parent": "Qwen/Qwen3-8B",
      "phase": "paid",
      "published_at": null,
      "rejected": 5,
      "rejected_detail": [
       {
        "hotkey": "5ETnd5WbqBuNqWAsyssa9qQM5YWhEgUDCJFUCSVNwZsCzrfs",
        "reasons": [
         "unrunnable format TQ1_0: mainline llama.cpp has no Metal kernels for TQ1_0 \u2014 it cannot run on Apple GPU, which is what the crown has to ship to. Use Q1_0, Q2_0, IQ1_S, IQ1_M or IQ2_XXS (all of which have Metal matmul kernels). Check with `python -m eval.bitrate <model.gguf>` before you commit."
        ]
       },
       {
        "hotkey": "5D4nvLTo5ei9spfqb1eQudD61j65hbfEURzczGkzAazshYKV",
        "reasons": [
         "unrunnable format TQ1_0: mainline llama.cpp has no Metal kernels for TQ1_0 \u2014 it cannot run on Apple GPU, which is what the crown has to ship to. Use Q1_0, Q2_0, IQ1_S, IQ1_M or IQ2_XXS (all of which have Metal matmul kernels). Check with `python -m eval.bitrate <model.gguf>` before you commit."
        ]
       },
       {
        "hotkey": "5DhpPeU1uamKPGtZMt25NbxCyZ22tcQLWB1gG5NvkDQe3poM",
        "reasons": [
         "code bits 4.3916 exceed sub4 budget 4.0"
        ]
       },
       {
        "hotkey": "5DXfHZ3hegz4f924QqNwccqL4UuDQQS5GSY2jNj81aR6zPdE",
        "reasons": [
         "committed but not revealed: the sealed value cannot be checked against the fetched bytes, so nothing binds this artifact to the commitment. Run `python -m miner.submit reveal`."
        ]
       },
       {
        "hotkey": "5HTERMEJg8W2g6gi8vbmCaM1r6AGxujrji8iaQQLt3qJmnWf",
        "reasons": [
         "committed but not revealed: the sealed value cannot be checked against the fetched bytes, so nothing binds this artifact to the commitment. Run `python -m miner.submit reveal`."
        ]
       }
      ],
      "rescored_incumbents": 4,
      "round": 6,
      "scored": 7,
      "skipped_unchanged": 14,
      "started_at": null,
      "submissions": [
       {
        "artifact_uri": "hf://andreas11112/qwen3-8b-sn40-sub4@8c8cfa61be18005fb859fd58b5c8d943a26ac1dd",
        "code_bits": 4.0,
        "container_bits": 4.5,
        "crowned": true,
        "gates_ok": true,
        "miner": "5DhxLJrXRdPfd7gAoK8jyAsiQPywWVEkc3azBjqpcT9u74Ph",
        "model_id": "10261bdd815099540f0b8cc7ed0fd38b8cac82960804a90725528568e3025f2b",
        "reasons": [],
        "rescored": true,
        "retention": 0.277197,
        "retention_lb": 0.277197,
        "role": "challenger",
        "tier": "sub4"
       },
       {
        "artifact_uri": "hf://Alpha-Command-Intern/ralph-v2-qwen3-8b-binary-phased2-step500-0406ebb2@fd2a6610787fbe2f801540e1018ee5d6810349b9",
        "code_bits": 1.0,
        "container_bits": 1.125,
        "crowned": false,
        "gates_ok": true,
        "miner": "5G1nS4TkZn1GuxofRQZC7fpMEwY6CoE88fBJtJXdX5w9L4ih",
        "model_id": "96dee735a39cce75374a16ee20e88175da3496d78983ef515dc96dbec1c9eefe",
        "reasons": [],
        "rescored": false,
        "retention": 0.263956,
        "retention_lb": 0.263956,
        "role": "challenger",
        "tier": "binary"
       },
       {
        "artifact_uri": "hf://crazy-m1ner/ralph-qwen3-8b-sub4@main",
        "code_bits": 3.9721,
        "container_bits": 4.4551,
        "crowned": false,
        "gates_ok": true,
        "miner": "5F6mNatQckjcLHKyifNz69YwALtbPxfJVEtmgUDaBRMGenTd",
        "model_id": "98a52a56e65411b21663b5c8ac179d5c9eea27d59774bc7d5d5b191b48fe709e",
        "reasons": [],
        "rescored": false,
        "retention": 0.250169,
        "retention_lb": 0.250169,
        "role": "challenger",
        "tier": "sub4"
       },
       {
        "artifact_uri": "hf://tensor-tailor/ralph-qwen3-8b-ternary-r5@3e4096acf9ce1eb270ba3897b5d8396425a18884",
        "code_bits": 1.714,
        "container_bits": 2.3986,
        "crowned": true,
        "gates_ok": true,
        "miner": "5HNA3Fegavpufa9CmAUn2Sm1NQu41LYWxGnrSp1twzSYiYbu",
        "model_id": "ff244ec7ca827af53332b4758337641792596d8bca9d760ad34b56daeabcd523",
        "reasons": [],
        "rescored": true,
        "retention": 0.237813,
        "retention_lb": 0.237813,
        "role": "challenger",
        "tier": "ternary"
       },
       {
        "artifact_uri": "hf://tensor-tailor/ralph-qwen3-8b-sub2-r3@fb4ee26b2c4382eb538f58761b6834eaafe76c9e",
        "code_bits": 2.1587,
        "container_bits": 2.7532,
        "crowned": true,
        "gates_ok": true,
        "miner": "5FnTBc78cqo4QoYZzqvK83k2YEbLxv3BxR7JdMMgcXz6hr8T",
        "model_id": "bc3375d305aa438ede11cc469fa7fbdd6f66f92025283df623d761bba7ab66d5",
        "reasons": [],
        "rescored": true,
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        "retention_lb": 0.237788,
        "role": "challenger",
        "tier": "sub2"
       },
       {
        "artifact_uri": "hf://crazy-m1ner/ralph-qwen3-8b-sub2@main",
        "code_bits": 2.2833,
        "container_bits": 2.7543,
        "crowned": false,
        "gates_ok": true,
        "miner": "5CXEMm6u6onoMpFPbpSqFLdeDzkG68nyTirSg3SVQfiMVhJa",
        "model_id": "5640ddac16c869776bf211fd552079eac0fa9b7381bff6487fca6562b558e82d",
        "reasons": [],
        "rescored": false,
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        "role": "challenger",
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       },
       {
        "artifact_uri": "hf://tensor-tailor/ralph-qwen3-8b-binary@4da9ef27964ff74be245c2983a75347864ae3815",
        "code_bits": 1.1477,
        "container_bits": 1.8681,
        "crowned": true,
        "gates_ok": true,
        "miner": "5FWBzRrdkMK4Aerw8uEWCTEi5xqwiX2QWTgorqVeV1XTpVws",
        "model_id": "b26a26ccf1dd5f3534a704afae6909b91f52d6da1c24247e276e311bf9f2b2e2",
        "reasons": [],
        "rescored": true,
        "retention": 0.208605,
        "retention_lb": 0.208605,
        "role": "challenger",
        "tier": "binary"
       }
      ],
      "unchanged_detail": [
       {
        "hotkey": "5FsLYnUFwVHy7pzgiaRnoyEBBApw4FRjnSq5ykZx5Ym7pCc4",
        "reasons": [
         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5Cco6ytcRqXvEoitHY1XvxxWBcpXpeLeAiB1fBkuNd48Ynpj",
        "reasons": [
         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5DCytiALFXhma5j2GQ7dHUtsSFTiCKn2aKduzYAQpuPSYRty",
        "reasons": [
         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5EhxaxtADqkfxtY37AN9MSwz59TqdoDseFpNCzPKKzdyKAcc",
        "reasons": [
         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5ERWJp4StMcQQBNgv6zq5vrVY6ckVFMFC3BU6BSThbyr2ENq",
        "reasons": [
         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5Gncxx5Ff4UzcF8EYeXfJw6eCXFbR7d6SKsBDMdPFgxLHjTW",
        "reasons": [
         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5DArBWMsQg9hiihTZca7MrvLYEeCSSr2Y5yc8NCYroX1ZLfc",
        "reasons": [
         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5DeneVpvebmKrpegpoeBsCDFof5dTzgBFsgEfH3YKSKYWduh",
        "reasons": [
         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5Esku1L7X1JhB6jo8yFZwwn8iYsDR5wJYEx2RQaUDMtJUmPn",
        "reasons": [
         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5H5npDcV819QdKYESPrYgc5ew4R3A2peXvGKpThMmCnn2NWt",
        "reasons": [
         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5G8iypbYKr8GL1CfWaoZe6Sk5tHXi8kh4WaacBpGeqN6NoFi",
        "reasons": [
         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5HGTYAZX8iDFBxrHfENYBwzZs7HxpU6nUtgWWHwJRefxqrP8",
        "reasons": [
         "unchanged since round 5 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5CPABbwvKphDTGP5qsAdpBNACNkoh3yhEBAtuwCYdYw9PZto",
        "reasons": [
         "unchanged since round 5 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
        "hotkey": "5HDh7SbS6nnvuCJ5fxxEUkh31sJybyb5BbnKmc6pf786mi73",
        "reasons": [
         "unchanged since round 5 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       }
      ],
      "unclaimed": 0.0,
      "weights": {
       "5DhxLJrXRdPfd7gAoK8jyAsiQPywWVEkc3azBjqpcT9u74Ph": 0.15,
       "5FWBzRrdkMK4Aerw8uEWCTEi5xqwiX2QWTgorqVeV1XTpVws": 0.32000000000000006,
       "5FnTBc78cqo4QoYZzqvK83k2YEbLxv3BxR7JdMMgcXz6hr8T": 0.2,
       "5G1nS4TkZn1GuxofRQZC7fpMEwY6CoE88fBJtJXdX5w9L4ih": 0.08000000000000002,
       "5HNA3Fegavpufa9CmAUn2Sm1NQu41LYWxGnrSp1twzSYiYbu": 0.25
      }
     },
     {
      "by_tier": {
       "binary": 2,
       "sub2": 2,
       "sub4": 2,
       "ternary": 3
      },
      "crowns": {
       "binary": "b26a26ccf1dd5f3534a704afae6909b91f52d6da1c24247e276e311bf9f2b2e2",
       "sub2": "bc3375d305aa438ede11cc469fa7fbdd6f66f92025283df623d761bba7ab66d5",
       "sub4": "10261bdd815099540f0b8cc7ed0fd38b8cac82960804a90725528568e3025f2b",
       "ternary": "ff244ec7ca827af53332b4758337641792596d8bca9d760ad34b56daeabcd523"
      },
      "duration_s": null,
      "events": [
       {
        "action": "hold",
        "tier": "binary"
       },
       {
        "action": "dethrone",
        "tier": "ternary"
       },
       {
        "action": "hold",
        "tier": "sub2"
       },
       {
        "action": "hold",
        "tier": "sub4"
       }
      ],
      "exam_items": 144,
      "observer": "allenai/OLMo-2-1124-7B-Instruct",
      "parent": "Qwen/Qwen3-8B",
      "phase": "paid",
      "published_at": null,
      "rejected": 5,
      "rejected_detail": [
       {
        "hotkey": "5ETnd5WbqBuNqWAsyssa9qQM5YWhEgUDCJFUCSVNwZsCzrfs",
        "reasons": [
         "unrunnable format TQ1_0: mainline llama.cpp has no Metal kernels for TQ1_0 \u2014 it cannot run on Apple GPU, which is what the crown has to ship to. Use Q1_0, Q2_0, IQ1_S, IQ1_M or IQ2_XXS (all of which have Metal matmul kernels). Check with `python -m eval.bitrate <model.gguf>` before you commit."
        ]
       },
       {
        "hotkey": "5HTERMEJg8W2g6gi8vbmCaM1r6AGxujrji8iaQQLt3qJmnWf",
        "reasons": [
         "coldkey round cap 1 reached for tier 'binary' (the cap is per tier \u2014 other tiers are unaffected)"
        ]
       },
       {
        "hotkey": "5DXfHZ3hegz4f924QqNwccqL4UuDQQS5GSY2jNj81aR6zPdE",
        "reasons": [
         "committed but not revealed: the sealed value cannot be checked against the fetched bytes, so nothing binds this artifact to the commitment. Run `python -m miner.submit reveal`."
        ]
       },
       {
        "hotkey": "5DhpPeU1uamKPGtZMt25NbxCyZ22tcQLWB1gG5NvkDQe3poM",
        "reasons": [
         "code bits 4.3916 exceed sub4 budget 4.0"
        ]
       },
       {
        "hotkey": "5D4nvLTo5ei9spfqb1eQudD61j65hbfEURzczGkzAazshYKV",
        "reasons": [
         "unrunnable format TQ1_0: mainline llama.cpp has no Metal kernels for TQ1_0 \u2014 it cannot run on Apple GPU, which is what the crown has to ship to. Use Q1_0, Q2_0, IQ1_S, IQ1_M or IQ2_XXS (all of which have Metal matmul kernels). Check with `python -m eval.bitrate <model.gguf>` before you commit."
        ]
       }
      ],
      "rescored_incumbents": 4,
      "round": 5,
      "scored": 9,
      "skipped_unchanged": 12,
      "started_at": null,
      "submissions": [
       {
        "artifact_uri": "hf://andreas11112/qwen3-8b-sn40-sub4@8c8cfa61be18005fb859fd58b5c8d943a26ac1dd",
        "code_bits": 4.0,
        "container_bits": 4.5,
        "crowned": true,
        "gates_ok": true,
        "miner": "5DhxLJrXRdPfd7gAoK8jyAsiQPywWVEkc3azBjqpcT9u74Ph",
        "model_id": "10261bdd815099540f0b8cc7ed0fd38b8cac82960804a90725528568e3025f2b",
        "reasons": [],
        "rescored": true,
        "retention": 0.300703,
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        "role": "challenger",
        "tier": "sub4"
       },
       {
        "artifact_uri": "hf://boweizh1204/qwen3-8b-ralph-sub4-b33-20260826@1e00d5b27902b01f39b013732591598ba1d1c7ce",
        "code_bits": 4.0,
        "container_bits": 4.5,
        "crowned": false,
        "gates_ok": true,
        "miner": "5CPABbwvKphDTGP5qsAdpBNACNkoh3yhEBAtuwCYdYw9PZto",
        "model_id": "af775315abec2bb32832c5e9165b86ebdcc931f6f83c3d97f4390e19060c9ca3",
        "reasons": [],
        "rescored": false,
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        "role": "challenger",
        "tier": "sub4"
       },
       {
        "artifact_uri": "hf://tensor-tailor/ralph-qwen3-8b-sub2-r3@fb4ee26b2c4382eb538f58761b6834eaafe76c9e",
        "code_bits": 2.1587,
        "container_bits": 2.7532,
        "crowned": true,
        "gates_ok": true,
        "miner": "5FnTBc78cqo4QoYZzqvK83k2YEbLxv3BxR7JdMMgcXz6hr8T",
        "model_id": "bc3375d305aa438ede11cc469fa7fbdd6f66f92025283df623d761bba7ab66d5",
        "reasons": [],
        "rescored": true,
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        "retention_lb": 0.282991,
        "role": "challenger",
        "tier": "sub2"
       },
       {
        "artifact_uri": "hf://Alpha-Command-Intern/ralph-v2-qwen3-8b-binary-phasec-367e5e31@1a0180cbd9a8729ff402c1e5f28c1e2b890d8ef8",
        "code_bits": 1.0,
        "container_bits": 1.125,
        "crowned": false,
        "gates_ok": true,
        "miner": "5G1nS4TkZn1GuxofRQZC7fpMEwY6CoE88fBJtJXdX5w9L4ih",
        "model_id": "99ede4f36a4d3b1b0fa82a95df511d7ddc2d58137df7341314e00a0e20519077",
        "reasons": [],
        "rescored": false,
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        "retention_lb": 0.260047,
        "role": "challenger",
        "tier": "binary"
       },
       {
        "artifact_uri": "hf://tensor-tailor/ralph-qwen3-8b-ternary-r5@3e4096acf9ce1eb270ba3897b5d8396425a18884",
        "code_bits": 1.714,
        "container_bits": 2.3986,
        "crowned": true,
        "gates_ok": true,
        "miner": "5HNA3Fegavpufa9CmAUn2Sm1NQu41LYWxGnrSp1twzSYiYbu",
        "model_id": "ff244ec7ca827af53332b4758337641792596d8bca9d760ad34b56daeabcd523",
        "reasons": [],
        "rescored": false,
        "retention": 0.253732,
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        "role": "challenger",
        "tier": "ternary"
       },
       {
        "artifact_uri": "hf://tensor-tailor/ralph-qwen3-8b-binary@4da9ef27964ff74be245c2983a75347864ae3815",
        "code_bits": 1.1477,
        "container_bits": 1.8681,
        "crowned": true,
        "gates_ok": true,
        "miner": "5FWBzRrdkMK4Aerw8uEWCTEi5xqwiX2QWTgorqVeV1XTpVws",
        "model_id": "b26a26ccf1dd5f3534a704afae6909b91f52d6da1c24247e276e311bf9f2b2e2",
        "reasons": [],
        "rescored": true,
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        "role": "challenger",
        "tier": "binary"
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       {
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         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
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       {
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        "reasons": [
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       {
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      "parent": "Qwen/Qwen3-8B",
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         "unrunnable format TQ1_0: mainline llama.cpp has no Metal kernels for TQ1_0 \u2014 it cannot run on Apple GPU, which is what the crown has to ship to. Use Q1_0, Q2_0, IQ1_S, IQ1_M or IQ2_XXS (all of which have Metal matmul kernels). Check with `python -m eval.bitrate <model.gguf>` before you commit."
        ]
       },
       {
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        "reasons": [
         "unrunnable format TQ1_0: mainline llama.cpp has no Metal kernels for TQ1_0 \u2014 it cannot run on Apple GPU, which is what the crown has to ship to. Use Q1_0, Q2_0, IQ1_S, IQ1_M or IQ2_XXS (all of which have Metal matmul kernels). Check with `python -m eval.bitrate <model.gguf>` before you commit."
        ]
       },
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         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
        ]
       },
       {
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         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
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         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
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        "reasons": [
         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
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       {
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         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
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         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
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         "unchanged since round 1 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
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         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
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       {
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         "unchanged since round 3 \u2014 the same bytes were already scored there. Submit a changed artifact to be scored again."
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        "reasons": [
         "unrunnable format TQ1_0: mainline llama.cpp has no Metal kernels for TQ1_0 \u2014 it cannot run on Apple GPU, which is what the crown has to ship to. Use Q1_0, Q2_0, IQ1_S, IQ1_M or IQ2_XXS (all of which have Metal matmul kernels). Check with `python -m eval.bitrate <model.gguf>` before you commit."
        ]
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       {
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        "reasons": [
         "coldkey round cap 1 reached for tier 'binary' (the cap is per tier \u2014 other tiers are unaffected)"
        ]
       },
       {
        "hotkey": "5D4nvLTo5ei9spfqb1eQudD61j65hbfEURzczGkzAazshYKV",
        "reasons": [
         "unrunnable format TQ1_0: mainline llama.cpp has no Metal kernels for TQ1_0 \u2014 it cannot run on Apple GPU, which is what the crown has to ship to. Use Q1_0, Q2_0, IQ1_S, IQ1_M or IQ2_XXS (all of which have Metal matmul kernels). Check with `python -m eval.bitrate <model.gguf>` before you commit."
        ]
       },
       {
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         "content hash 85fc805f41e5dcfe\u2026 does not match the revealed cc0b64ec4f8996a6\u2026 \u2014 the bytes are not what was committed"
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       },
       {
        "hotkey": "5HGTYAZX8iDFBxrHfENYBwzZs7HxpU6nUtgWWHwJRefxqrP8",
        "reasons": [
         "content hash bb8128238a68fe1d\u2026 does not match the revealed 1bf501f59a9a8cdb\u2026 \u2014 the bytes are not what was committed"
        ]
       }
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        "artifact_uri": "hf://Wingdinger/s4@main",
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