> For the complete documentation index, see [llms.txt](https://pace-tl.gitbook.io/ches-challenge-2025/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://pace-tl.gitbook.io/ches-challenge-2025/quickstart-6.md).

# Leaderboard

<table><thead><tr><th width="153.77774047851562">Team Name</th><th data-type="number">Public</th><th width="128" data-type="number">Private 1</th><th width="120.8887939453125" data-type="number">Private 2</th><th width="98.66668701171875" data-type="number">Private 3</th><th data-type="number">Score</th></tr></thead><tbody><tr><td>MarsVisitor 2</td><td>982</td><td>15764</td><td>50934</td><td>19484</td><td>21791</td></tr><tr><td>MarsVisitor 1</td><td>719</td><td>15864</td><td>63540</td><td>17353</td><td>24369</td></tr><tr><td>transit_method_3</td><td>4127</td><td>48639</td><td>70707</td><td>26157</td><td>37407.5</td></tr><tr><td>Kaito Leak 14</td><td>98177</td><td>18426</td><td>17778</td><td>26143</td><td>40131</td></tr><tr><td>Kaito Leak 15</td><td>95784</td><td>17150</td><td>21545</td><td>28241</td><td>40680</td></tr><tr><td>UC_DaSec 9</td><td>81752</td><td>20523</td><td>55923</td><td>18315</td><td>44128.25</td></tr><tr><td>UC_DaSec 5</td><td>86986</td><td>19713</td><td>58870</td><td>19308</td><td>46219.25</td></tr><tr><td>transit_method_4</td><td>14484</td><td>74297</td><td>71167</td><td>27532</td><td>46870</td></tr><tr><td>UC_DaSec 6</td><td>86792</td><td>17171</td><td>67301</td><td>19492</td><td>47659</td></tr><tr><td>Kaito Leak 17</td><td>98011</td><td>18299</td><td>42587</td><td>38668</td><td>49391.25</td></tr><tr><td>UC_DaSec 8</td><td>82598</td><td>20320</td><td>79667</td><td>19052</td><td>50409.25</td></tr><tr><td>UC_DaSec 4</td><td>87269</td><td>22171</td><td>69301</td><td>24434</td><td>50793.75</td></tr><tr><td>mercury 2</td><td>99839</td><td>49645</td><td>18774</td><td>34925</td><td>50795.75</td></tr><tr><td>Kaito Leak 5</td><td>93380</td><td>61701</td><td>18739</td><td>31809</td><td>51407.25</td></tr><tr><td>UC_DaSec 7</td><td>86617</td><td>20996</td><td>68241</td><td>30246</td><td>51525</td></tr><tr><td>mercury 3</td><td>98381</td><td>52213</td><td>17531</td><td>38017</td><td>51535.5</td></tr><tr><td>KaitoLeak 9</td><td>96087</td><td>51684</td><td>21795</td><td>36779</td><td>51586.25</td></tr><tr><td>KaitoLeak 2</td><td>93938</td><td>50581</td><td>16477</td><td>46477</td><td>51868.25</td></tr><tr><td>KaitoLeak 3</td><td>93938</td><td>50582</td><td>16477</td><td>46477</td><td>51868.5</td></tr><tr><td>transit_method 0 </td><td>82101</td><td>53233</td><td>57709</td><td>20183</td><td>53306.5</td></tr><tr><td>UC_DaSec 11</td><td>76312</td><td>32316</td><td>74569</td><td>32412</td><td>53902.25</td></tr><tr><td>KeyHunters 2</td><td>862</td><td>3784</td><td>200004</td><td>16625</td><td>55318.75</td></tr><tr><td>Kaito Leak 21</td><td>92916</td><td>70534</td><td>21737</td><td>39317</td><td>56126</td></tr><tr><td>UC_DaSec 10</td><td>81479</td><td>28451</td><td>75240</td><td>39531</td><td>56175.25</td></tr><tr><td>Kaito Leak 33</td><td>96859</td><td>55658</td><td>19885</td><td>53807</td><td>56552.25</td></tr><tr><td>MarsVisitor 0</td><td>97655</td><td>91161</td><td>22425</td><td>29875</td><td>60279</td></tr><tr><td>UC_DaSec 3</td><td>92557</td><td>21646</td><td>99017</td><td>30500</td><td>60930</td></tr><tr><td>Kaito Leak 8</td><td>99983</td><td>77240</td><td>46188</td><td>42418</td><td>66457.25</td></tr><tr><td>Kaito Leak 31</td><td>98797</td><td>92770</td><td>19665</td><td>58974</td><td>67551.5</td></tr><tr><td>SICADA 8</td><td>84336</td><td>63804</td><td>40565</td><td>86339</td><td>68761</td></tr><tr><td>Kaito Leak 29</td><td>98638</td><td>90847</td><td>18289</td><td>70598</td><td>69593</td></tr><tr><td>Kaito Leak 10</td><td>98428</td><td>90452</td><td>29288</td><td>63036</td><td>70301</td></tr><tr><td>Kaito Leak 30</td><td>98428</td><td>90452</td><td>29288</td><td>63036</td><td>70301</td></tr><tr><td>Kaito Leak 32</td><td>98638</td><td>92240</td><td>20874</td><td>69858</td><td>70402.5</td></tr><tr><td>Kaito Leak 28</td><td>82592</td><td>87551</td><td>23269</td><td>88333</td><td>70436.25</td></tr><tr><td>Kaito Leak 20</td><td>92752</td><td>86377</td><td>15339</td><td>89613</td><td>71020.25</td></tr><tr><td>Kaito Leak 22</td><td>88961</td><td>85035</td><td>25122</td><td>90842</td><td>72490</td></tr><tr><td>SICADA 11</td><td>63411</td><td>91236</td><td>48667</td><td>88087</td><td>72850.25</td></tr><tr><td>KeyHunters 0</td><td>82760</td><td>54030</td><td>99950</td><td>64067</td><td>75201.75</td></tr><tr><td>KeyHunters 1</td><td>84402</td><td>94228</td><td>98212</td><td>42495</td><td>79834.25</td></tr><tr><td>SICADA 10</td><td>85639</td><td>65934</td><td>81773</td><td>87823</td><td>80292.25</td></tr><tr><td>EmbraceAI-dyn 0</td><td>87878</td><td>52526</td><td>98010</td><td>85509</td><td>80980.75</td></tr><tr><td>YONGJAE 0</td><td>87246</td><td>64993</td><td>89402</td><td>91592</td><td>83308.25</td></tr><tr><td>SICADA 12</td><td>74604</td><td>81514</td><td>92094</td><td>99854</td><td>87016.5</td></tr><tr><td>EmbraceAI-dyn 2</td><td>85502</td><td>78723</td><td>98934</td><td>96299</td><td>89864.5</td></tr><tr><td>SICADA 4</td><td>84581</td><td>91784</td><td>96890</td><td>86688</td><td>89985.75</td></tr><tr><td>SICADA 16</td><td>52699</td><td>200012</td><td>43379</td><td>97296</td><td>98346.5</td></tr><tr><td>SICADA 5</td><td>58985</td><td>47682</td><td>200064</td><td>92169</td><td>99725</td></tr><tr><td>SICADA 3</td><td>55413</td><td>61580</td><td>200001</td><td>85862</td><td>100714</td></tr><tr><td>UC_DaSec 2</td><td>93021</td><td>52439</td><td>200011</td><td>68061</td><td>103383</td></tr><tr><td>mercury 0 </td><td>89978</td><td>76341</td><td>200133</td><td>47647</td><td>103524.75</td></tr><tr><td>SICADA 14</td><td>52896</td><td>200003</td><td>71285</td><td>97296</td><td>105370</td></tr><tr><td>UC_DaSec 1</td><td>97462</td><td>68975</td><td>200005</td><td>56737</td><td>105794.75</td></tr><tr><td>KaitoLeak 1</td><td>92961</td><td>200001</td><td>64344</td><td>67948</td><td>106313.5</td></tr><tr><td>Kaito Leak 4</td><td>89440</td><td>64816</td><td>200128</td><td>81839</td><td>109055.75</td></tr><tr><td>transit_method 2</td><td>4352</td><td>39237</td><td>200037</td><td>200092</td><td>110929.5</td></tr><tr><td>Kaito Leak 16</td><td>96219</td><td>200001</td><td>62159</td><td>86846</td><td>111306.25</td></tr><tr><td>Baseline</td><td>96369</td><td>200003</td><td>87460</td><td>65518</td><td>112337.5</td></tr><tr><td>EmbraceAI-dyn 1</td><td>97705</td><td>63000</td><td>200001</td><td>90252</td><td>112739.5</td></tr><tr><td>UC_DaSec 0</td><td>97406</td><td>38370</td><td>200125</td><td>91331</td><td>106808</td></tr><tr><td>SICADA 6</td><td>82401</td><td>99947</td><td>200108</td><td>79754</td><td>115552.5</td></tr><tr><td>Kaito Leak 6</td><td>97092</td><td>200001</td><td>84082</td><td>83323</td><td>116124.5</td></tr><tr><td>EmbraceAI-dyn 3</td><td>78434</td><td>96562</td><td>200007</td><td>98349</td><td>118338</td></tr><tr><td>Kaito Leak 13</td><td>94098</td><td>93974</td><td>89224</td><td>200046</td><td>119335.5</td></tr><tr><td>Ott3rly Av3rag3 10</td><td>97684</td><td>200001</td><td>96134</td><td>87133</td><td>120238</td></tr><tr><td>Kaito Leak 18</td><td>95320</td><td>95947</td><td>98375</td><td>200043</td><td>122421.25</td></tr><tr><td>Ott3rly Av3rag3 12</td><td>99774</td><td>99993</td><td>200033</td><td>90266</td><td>122516.5</td></tr><tr><td>strangePlayer</td><td>142</td><td>94569</td><td>200128</td><td>200045</td><td>123721</td></tr><tr><td>transit_method 1</td><td>6551</td><td>99759</td><td>200252</td><td>200244</td><td>126701.5</td></tr><tr><td>SICADA 1</td><td>74831</td><td>47616</td><td>200192</td><td>200011</td><td>130662.5</td></tr><tr><td>SICADA 17</td><td>50966</td><td>200003</td><td>200001</td><td>92943</td><td>135978.25</td></tr><tr><td>SICADA 15</td><td>55740</td><td>200001</td><td>200001</td><td>95839</td><td>137895.25</td></tr><tr><td>SICADA 2</td><td>69078</td><td>88478</td><td>200002</td><td>200001</td><td>139389.75</td></tr><tr><td>mercury 1</td><td>99648</td><td>63758</td><td>200003</td><td>200044</td><td>149608</td></tr><tr><td>Kaito Leak 26</td><td>65148</td><td>98510</td><td>200012</td><td>200030</td><td>140925</td></tr><tr><td>Ott3rly Av3rag3 5</td><td>91454</td><td>200005</td><td>200043</td><td>79337</td><td>142709.75</td></tr><tr><td>Kaito Leak 25</td><td>73542</td><td>99755</td><td>200015</td><td>200021</td><td>143333.25</td></tr><tr><td>Kaito Leak 23</td><td>80415</td><td>96284</td><td>200004</td><td>200041</td><td>144186</td></tr><tr><td>Kaito Leak 24</td><td>79949</td><td>97582</td><td>200005</td><td>200039</td><td>144393.75</td></tr><tr><td>Kaito Leak 27</td><td>80385</td><td>99998</td><td>200016</td><td>200008</td><td>145101.75</td></tr><tr><td>Ott3rly Av3rag3 4</td><td>97412</td><td>200001</td><td>200037</td><td>87112</td><td>146140.5</td></tr><tr><td>Ott3rly Av3rag3 9</td><td>99106</td><td>200002</td><td>200029</td><td>86531</td><td>146417</td></tr><tr><td>Ott3rly Av3rag3 7</td><td>98770</td><td>200011</td><td>200075</td><td>94759</td><td>148403.75</td></tr><tr><td>Ott3rly Av3rag3 11</td><td>97222</td><td>200004</td><td>200005</td><td>96527</td><td>148439.5</td></tr><tr><td>Ott3rly Av3rag3 6</td><td>98863</td><td>200002</td><td>200022</td><td>96120</td><td>148751.75</td></tr><tr><td>Ott3rly Av3rag3 3</td><td>97217</td><td>200009</td><td>200071</td><td>98288</td><td>148896.25</td></tr><tr><td>Ott3rly Av3rag3 8</td><td>96431</td><td>200009</td><td>200077</td><td>99992</td><td>149127.25</td></tr><tr><td>Morningstar 0</td><td>99918</td><td>200146</td><td>98307</td><td>200018</td><td>149597.25</td></tr><tr><td>phaethon 0</td><td>99984</td><td>98436</td><td>200003</td><td>200009</td><td>149608</td></tr><tr><td>strangePlayer 2</td><td>468</td><td>200013</td><td>200001</td><td>200026</td><td>150127</td></tr><tr><td>strangePlayer 1</td><td>323</td><td>200104</td><td>200087</td><td>200200</td><td>150178.5</td></tr><tr><td>Ott3rly Av3rag3 1</td><td>3879</td><td>200105</td><td>200117</td><td>200054</td><td>151038.75</td></tr><tr><td>Ott3rly Av3rag3 0</td><td>8446</td><td>200122</td><td>200110</td><td>200091</td><td>152192.25</td></tr><tr><td>SICADA 7</td><td>60940</td><td>200004</td><td>200127</td><td>200046</td><td>165279.25</td></tr><tr><td>SICADA 13</td><td>65728</td><td>200185</td><td>200006</td><td>200012</td><td>166482.75</td></tr><tr><td>Kaito Leak 19</td><td>85045</td><td>200009</td><td>200241</td><td>200022</td><td>171329.25</td></tr><tr><td>SICADA 9</td><td>89323</td><td>200075</td><td>200052</td><td>200017</td><td>172366.75</td></tr><tr><td>Kaito Leak 11</td><td>89949</td><td>200009</td><td>200241</td><td>200022</td><td>172555.25</td></tr><tr><td>Kaito Leak 12</td><td>93797</td><td>200009</td><td>200241</td><td>200022</td><td>173517.25</td></tr><tr><td>phaethon 1</td><td>95110</td><td>200244</td><td>200027</td><td>200204</td><td>173896.25</td></tr><tr><td>EmbraceAI-dyn 4</td><td>98300</td><td>200012</td><td>200242</td><td>200185</td><td>174684.75</td></tr><tr><td>EmbraceAI-dyn 5</td><td>99590</td><td>200012</td><td>200211</td><td>200017</td><td>174957.5</td></tr><tr><td>Kaito Leak 7</td><td>99797</td><td>200005</td><td>200064</td><td>200119</td><td>174996.25</td></tr><tr><td>JaehoHongKong 0</td><td>99804</td><td>200193</td><td>200072</td><td>200009</td><td>175019.5</td></tr><tr><td>KaidoLeak 0</td><td>200100</td><td>200014</td><td>200140</td><td>200095</td><td>200087.25</td></tr><tr><td>UAEU_Sec 0</td><td>200152</td><td>200117</td><td>200045</td><td>200043</td><td>200089.25</td></tr><tr><td>UAEU_Sec 1</td><td>200202</td><td>200089</td><td>200095</td><td>200114</td><td>200125</td></tr></tbody></table>

The leaderboard will stop updating at 23:59:59 AoE on 1 September 2025, or once the last submission has been evaluated—whichever comes later.


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://pace-tl.gitbook.io/ches-challenge-2025/quickstart-6.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.