[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What color is the carpet mentioned in the document?

[Document excerpt]:
Participants were divided into cohorts based on predetermined selection criteria. Preliminary findings suggested that the intervention produced measurable effects. An audit of the existing procedures identified several areas for improvement. Field observations confirmed the accuracy of the theoretical predictions. The distribution of resources followed a predetermined allocation protocol. The documentation requirements were clarified during the preliminary review phase. The maintenance schedule was updated to reflect recent infrastructure changes. The oversight committee convened on a monthly basis to review operational metrics. The deployment process followed a staged rollout to minimize disruption. The inventory management system was integrated with the existing database. Baseline measurements were recorded prior to the introduction of any changes. Researchers observed significant variability across the sample population. The assessment framework distinguished between formative and summative measures. The committee reviewed the proposed amendments to the existing policy framework. The scheduling algorithm prioritized tasks based on urgency and available capacity. Resource allocation decisions were guided by priority rankings established earlier. Stakeholder feedback was incorporated into the revised implementation strategy. The configuration parameters were adjusted to optimize system performance. The evaluation criteria were established prior to the commencement of testing. All participants were required to complete the mandatory orientation session. Periodic assessments were conducted to monitor progress toward stated objectives. A comparative analysis revealed differences between the two methodological approaches. Multiple iterations of the process were necessary to achieve the desired outcome. Compliance with the updated regulations required comprehensive staff training. The project timeline was adjusted to accommodate unexpected technical delays. All submitte

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] magenta

[Assistant] Based on the search results, the answer is <answer>magenta</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What is the total cost of plum, mango, and cherry?

[Document excerpt]:
Several participants noted that further clarification would be necessary. The verification process involved cross-referencing multiple independent sources. All submitted materials were reviewed according to established evaluation rubrics. Baseline measurements were recorded prior to the introduction of any changes. The configuration parameters were adjusted to optimize system performance. The committee reviewed the proposed amendments to the existing policy framework. Researchers observed significant variability across the sample population. The distribution of resources followed a predetermined allocation protocol. Participants were divided into cohorts based on predetermined selection criteria. Field observations confirmed the accuracy of the theoretical predictions. Preliminary findings suggested that the intervention produced measurable effects. An audit of the existing procedures identified several areas for improvement. The quarterly report indicated a steady increase in operational efficiency. A comparative analysis revealed differences between the two methodological approaches. Periodic assessments were conducted to monitor progress toward stated objectives. The deployment process followed a staged rollout to minimize disruption. The evaluation criteria were established prior to the commencement of testing. The scheduling algorithm prioritized tasks based on urgency and available capacity. Stakeholder feedback was incorporated into the revised implementation strategy. The inventory management system was integrated with the existing database. The maintenance schedule was updated to reflect recent infrastructure changes. Resource allocation decisions were guided by priority rankings established earlier. Compliance with the updated regulations required comprehensive staff training. All participants were required to complete the mandatory orientation session. The project timeline was adjusted to accommodate unexpected technical delays. Multiple iterations of the

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'costs (\d+)', ctx)
print(sum(int(x) for x in matches))
```

[Tool] 187

[Assistant] Based on the search results, the answer is <answer>187</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: How many times does 'grape' appear in the document?

[Document excerpt]:
The assessment framework distinguished between formative and summative measures. Several participants noted that further clarification would be necessary. The configuration parameters were adjusted to optimize system performance. The committee reviewed the proposed amendments to the existing policy framework. The project timeline was adjusted to accommodate unexpected technical delays. Field observations confirmed the accuracy of the theoretical predictions. Multiple iterations of the process were necessary to achieve the desired outcome. The maintenance schedule was updated to reflect recent infrastructure changes. Preliminary findings suggested that the intervention produced measurable effects. Resource allocation decisions were guided by priority rankings established earlier. The verification process involved cross-referencing multiple independent sources. The documentation requirements were clarified during the preliminary review phase. A comparative analysis revealed differences between the two methodological approaches. The distribution of resources followed a predetermined allocation protocol. Periodic assessments were conducted to monitor progress toward stated objectives. The inventory management system was integrated with the existing database. The oversight committee convened on a monthly basis to review operational metrics. The quarterly report indicated a steady increase in operational efficiency. Researchers observed significant variability across the sample population. All participants were required to complete the mandatory orientation session. Participants were divided into cohorts based on predetermined selection criteria. The deployment process followed a staged rollout to minimize disruption. An audit of the existing procedures identified several areas for improvement. The calibration procedure ensured consistency across all measurement instruments. Compliance with the updated regulations required comprehensive staff training. The scheduling algo

[Assistant]
I'll search the document programmatically.
```python
count = ctx.count("grape")
print(count)
```

[Tool] 15

[Assistant] Based on the search results, the answer is <answer>15</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What is the total cost of mango, banana, and plum?

[Document excerpt]:
The configuration parameters were adjusted to optimize system performance. Researchers observed significant variability across the sample population. Stakeholder feedback was incorporated into the revised implementation strategy. The scheduling algorithm prioritized tasks based on urgency and available capacity. Participants were divided into cohorts based on predetermined selection criteria. Resource allocation decisions were guided by priority rankings established earlier. The distribution of resources followed a predetermined allocation protocol. An audit of the existing procedures identified several areas for improvement. Baseline measurements were recorded prior to the introduction of any changes. The maintenance schedule was updated to reflect recent infrastructure changes. Periodic assessments were conducted to monitor progress toward stated objectives. The deployment process followed a staged rollout to minimize disruption. The evaluation criteria were established prior to the commencement of testing. The oversight committee convened on a monthly basis to review operational metrics. Several participants noted that further clarification would be necessary. Multiple iterations of the process were necessary to achieve the desired outcome. Preliminary findings suggested that the intervention produced measurable effects. The assessment framework distinguished between formative and summative measures. All submitted materials were reviewed according to established evaluation rubrics. The committee reviewed the proposed amendments to the existing policy framework. Field observations confirmed the accuracy of the theoretical predictions. Compliance with the updated regulations required comprehensive staff training. The verification process involved cross-referencing multiple independent sources. A comparative analysis revealed differences between the two methodological approaches. All participants were required to complete the mandatory orientation session. The quart

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'costs (\d+)', ctx)
print(sum(int(x) for x in matches))
```

[Tool] 255

[Assistant] Based on the search results, the answer is <answer>255</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What color is the pillar mentioned in the document?

[Document excerpt]:
The pillar is magenta. All submitted materials were reviewed according to established evaluation rubrics. The inventory management system was integrated with the existing database. The committee reviewed the proposed amendments to the existing policy framework. The evaluation criteria were established prior to the commencement of testing. Periodic assessments were conducted to monitor progress toward stated objectives. Compliance with the updated regulations required comprehensive staff training. Stakeholder feedback was incorporated into the revised implementation strategy. Participants were divided into cohorts based on predetermined selection criteria. The project timeline was adjusted to accommodate unexpected technical delays. The scheduling algorithm prioritized tasks based on urgency and available capacity. The assessment framework distinguished between formative and summative measures. An audit of the existing procedures identified several areas for improvement. The configuration parameters were adjusted to optimize system performance. A comparative analysis revealed differences between the two methodological approaches. The documentation requirements were clarified during the preliminary review phase. The maintenance schedule was updated to reflect recent infrastructure changes. The quarterly report indicated a steady increase in operational efficiency. The oversight committee convened on a monthly basis to review operational metrics. Baseline measurements were recorded prior to the introduction of any changes. Researchers observed significant variability across the sample population. Several participants noted that further clarification would be necessary. The verification process involved cross-referencing multiple independent sources. The calibration procedure ensured consistency across all measurement instruments. Field observations confirmed the accuracy of the theoretical predictions. Multiple iterations of the process were necessary to achieve the de

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] magenta

[Assistant] Based on the search results, the answer is <answer>magenta</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What is the total cost of apple, peach, and mango?

[Document excerpt]:
Preliminary findings suggested that the intervention produced measurable effects. The verification process involved cross-referencing multiple independent sources. Stakeholder feedback was incorporated into the revised implementation strategy. The inventory management system was integrated with the existing database. The assessment framework distinguished between formative and summative measures. Multiple iterations of the process were necessary to achieve the desired outcome. Participants were divided into cohorts based on predetermined selection criteria. An audit of the existing procedures identified several areas for improvement. The maintenance schedule was updated to reflect recent infrastructure changes. Resource allocation decisions were guided by priority rankings established earlier. Baseline measurements were recorded prior to the introduction of any changes. All submitted materials were reviewed according to established evaluation rubrics. The quarterly report indicated a steady increase in operational efficiency. The documentation requirements were clarified during the preliminary review phase. The calibration procedure ensured consistency across all measurement instruments. The scheduling algorithm prioritized tasks based on urgency and available capacity. The distribution of resources followed a predetermined allocation protocol. The oversight committee convened on a monthly basis to review operational metrics. Several participants noted that further clarification would be necessary. All participants were required to complete the mandatory orientation session. The evaluation criteria were established prior to the commencement of testing. Field observations confirmed the accuracy of the theoretical predictions. The deployment process followed a staged rollout to minimize disruption. The configuration parameters were adjusted to optimize system performance. A comparative analysis revealed differences between the two methodological approaches. Periodic a

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'costs (\d+)', ctx)
print(sum(int(x) for x in matches))
```

[Tool] 203

[Assistant] Based on the search results, the answer is <answer>203</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What is the total cost of lemon, mango, and banana?

[Document excerpt]:
The committee reviewed the proposed amendments to the existing policy framework. A comparative analysis revealed differences between the two methodological approaches. The quarterly report indicated a steady increase in operational efficiency. The evaluation criteria were established prior to the commencement of testing. Baseline measurements were recorded prior to the introduction of any changes. Multiple iterations of the process were necessary to achieve the desired outcome. Preliminary findings suggested that the intervention produced measurable effects. All participants were required to complete the mandatory orientation session. The verification process involved cross-referencing multiple independent sources. Stakeholder feedback was incorporated into the revised implementation strategy. Researchers observed significant variability across the sample population. The project timeline was adjusted to accommodate unexpected technical delays. The scheduling algorithm prioritized tasks based on urgency and available capacity. All submitted materials were reviewed according to established evaluation rubrics. The calibration procedure ensured consistency across all measurement instruments. Participants were divided into cohorts based on predetermined selection criteria. Field observations confirmed the accuracy of the theoretical predictions. The distribution of resources followed a predetermined allocation protocol. The inventory management system was integrated with the existing database. The configuration parameters were adjusted to optimize system performance. The assessment framework distinguished between formative and summative measures. The maintenance schedule was updated to reflect recent infrastructure changes. The documentation requirements were clarified during the preliminary review phase. An audit of the existing procedures identified several areas for improvement. Periodic assessments were conducted to monitor progress toward stated objectives. Resource

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'costs (\d+)', ctx)
print(sum(int(x) for x in matches))
```

[Tool] 109

[Assistant] Based on the search results, the answer is <answer>109</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What color is the vase mentioned in the document?

[Document excerpt]:
Preliminary findings suggested that the intervention produced measurable effects. All participants were required to complete the mandatory orientation session. The committee reviewed the proposed amendments to the existing policy framework. Participants were divided into cohorts based on predetermined selection criteria. The project timeline was adjusted to accommodate unexpected technical delays. Researchers observed significant variability across the sample population. An audit of the existing procedures identified several areas for improvement. The scheduling algorithm prioritized tasks based on urgency and available capacity. Compliance with the updated regulations required comprehensive staff training. The distribution of resources followed a predetermined allocation protocol. Several participants noted that further clarification would be necessary. The calibration procedure ensured consistency across all measurement instruments. The evaluation criteria were established prior to the commencement of testing. The deployment process followed a staged rollout to minimize disruption. Stakeholder feedback was incorporated into the revised implementation strategy. The documentation requirements were clarified during the preliminary review phase. The assessment framework distinguished between formative and summative measures. Baseline measurements were recorded prior to the introduction of any changes. The maintenance schedule was updated to reflect recent infrastructure changes. All submitted materials were reviewed according to established evaluation rubrics. Multiple iterations of the process were necessary to achieve the desired outcome. Periodic assessments were conducted to monitor progress toward stated objectives. The inventory management system was integrated with the existing database. A comparative analysis revealed differences between the two methodological approaches. The verification process involved cross-referencing multiple independent sources. The ove

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] pearl

[Assistant] Based on the search results, the answer is <answer>pearl</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: How many times does 'mango' appear in the document?

[Document excerpt]:
The oversight committee convened on a monthly basis to review operational metrics. The assessment framework distinguished between formative and summative measures. The distribution of resources followed a predetermined allocation protocol. The committee reviewed the proposed amendments to the existing policy framework. An audit of the existing procedures identified several areas for improvement. Baseline measurements were recorded prior to the introduction of any changes. The project timeline was adjusted to accommodate unexpected technical delays. The evaluation criteria were established prior to the commencement of testing. The maintenance schedule was updated to reflect recent infrastructure changes. Several participants noted that further clarification would be necessary. The inventory management system was integrated with the existing database. Researchers observed significant variability across the sample population. Periodic assessments were conducted to monitor progress toward stated objectives. The deployment process followed a staged rollout to minimize disruption. Resource allocation decisions were guided by priority rankings established earlier. Compliance with the updated regulations required comprehensive staff training. The scheduling algorithm prioritized tasks based on urgency and available capacity. The documentation requirements were clarified during the preliminary review phase. A comparative analysis revealed differences between the two methodological approaches. The configuration parameters were adjusted to optimize system performance. All submitted materials were reviewed according to established evaluation rubrics. Field observations confirmed the accuracy of the theoretical predictions. The verification process involved cross-referencing multiple independent sources. All participants were required to complete the mandatory orientation session. The quarterly report indicated a steady increase in operational efficiency. Multiple iterations of

[Assistant]
I'll search the document programmatically.
```python
count = ctx.count("mango")
print(count)
```

[Tool] 10

[Assistant] Based on the search results, the answer is <answer>10</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What color is the lamp mentioned in the document?

[Document excerpt]:
The evaluation criteria were established prior to the commencement of testing. The configuration parameters were adjusted to optimize system performance. The project timeline was adjusted to accommodate unexpected technical delays. The distribution of resources followed a predetermined allocation protocol. The calibration procedure ensured consistency across all measurement instruments. An audit of the existing procedures identified several areas for improvement. All submitted materials were reviewed according to established evaluation rubrics. All participants were required to complete the mandatory orientation session. Periodic assessments were conducted to monitor progress toward stated objectives. The maintenance schedule was updated to reflect recent infrastructure changes. Preliminary findings suggested that the intervention produced measurable effects. The documentation requirements were clarified during the preliminary review phase. The inventory management system was integrated with the existing database. Resource allocation decisions were guided by priority rankings established earlier. The quarterly report indicated a steady increase in operational efficiency. Participants were divided into cohorts based on predetermined selection criteria. The scheduling algorithm prioritized tasks based on urgency and available capacity. The committee reviewed the proposed amendments to the existing policy framework. The assessment framework distinguished between formative and summative measures. Multiple iterations of the process were necessary to achieve the desired outcome. Baseline measurements were recorded prior to the introduction of any changes. A comparative analysis revealed differences between the two methodological approaches. Several participants noted that further clarification would be necessary. The oversight committee convened on a monthly basis to review operational metrics. Stakeholder feedback was incorporated into the revised implementation strategy

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] indigo

[Assistant] Based on the search results, the answer is <answer>indigo</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What is the total cost of plum, peach, and apple?

[Document excerpt]:
Several participants noted that further clarification would be necessary. The evaluation criteria were established prior to the commencement of testing. Multiple iterations of the process were necessary to achieve the desired outcome. The calibration procedure ensured consistency across all measurement instruments. The assessment framework distinguished between formative and summative measures. Periodic assessments were conducted to monitor progress toward stated objectives. The configuration parameters were adjusted to optimize system performance. Researchers observed significant variability across the sample population. All participants were required to complete the mandatory orientation session. The maintenance schedule was updated to reflect recent infrastructure changes. The project timeline was adjusted to accommodate unexpected technical delays. Stakeholder feedback was incorporated into the revised implementation strategy. A comparative analysis revealed differences between the two methodological approaches. The deployment process followed a staged rollout to minimize disruption. Preliminary findings suggested that the intervention produced measurable effects. The verification process involved cross-referencing multiple independent sources. The distribution of resources followed a predetermined allocation protocol. Baseline measurements were recorded prior to the introduction of any changes. Participants were divided into cohorts based on predetermined selection criteria. The quarterly report indicated a steady increase in operational efficiency. The committee reviewed the proposed amendments to the existing policy framework. An audit of the existing procedures identified several areas for improvement. The inventory management system was integrated with the existing database. Field observations confirmed the accuracy of the theoretical predictions. Compliance with the updated regulations required comprehensive staff training. All submitted materials were rev

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'costs (\d+)', ctx)
print(sum(int(x) for x in matches))
```

[Tool] 117

[Assistant] Based on the search results, the answer is <answer>117</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What color is the panel mentioned in the document?

[Document excerpt]:
The panel is golden. Researchers observed significant variability across the sample population. Resource allocation decisions were guided by priority rankings established earlier. A comparative analysis revealed differences between the two methodological approaches. An audit of the existing procedures identified several areas for improvement. Stakeholder feedback was incorporated into the revised implementation strategy. Participants were divided into cohorts based on predetermined selection criteria. The verification process involved cross-referencing multiple independent sources. The configuration parameters were adjusted to optimize system performance. Multiple iterations of the process were necessary to achieve the desired outcome. Several participants noted that further clarification would be necessary. All submitted materials were reviewed according to established evaluation rubrics. The oversight committee convened on a monthly basis to review operational metrics. The distribution of resources followed a predetermined allocation protocol. The evaluation criteria were established prior to the commencement of testing. All participants were required to complete the mandatory orientation session. Periodic assessments were conducted to monitor progress toward stated objectives. The assessment framework distinguished between formative and summative measures. The scheduling algorithm prioritized tasks based on urgency and available capacity. The maintenance schedule was updated to reflect recent infrastructure changes. The committee reviewed the proposed amendments to the existing policy framework. Compliance with the updated regulations required comprehensive staff training. The inventory management system was integrated with the existing database. Baseline measurements were recorded prior to the introduction of any changes. Preliminary findings suggested that the intervention produced measurable effects. The quarterly report indicated a steady increase in operatio

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] golden

[Assistant] Based on the search results, the answer is <answer>golden</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: How many times does 'mango' appear in the document?

[Document excerpt]:
The quarterly report indicated a steady increase in operational efficiency. The verification process involved cross-referencing multiple independent sources. Stakeholder feedback was incorporated into the revised implementation strategy. The configuration parameters were adjusted to optimize system performance. The project timeline was adjusted to accommodate unexpected technical delays. Preliminary findings suggested that the intervention produced measurable effects. The assessment framework distinguished between formative and summative measures. An audit of the existing procedures identified several areas for improvement. Compliance with the updated regulations required comprehensive staff training. The committee reviewed the proposed amendments to the existing policy framework. All participants were required to complete the mandatory orientation session. The documentation mango requirements were clarified during the preliminary review phase. The maintenance schedule was updated to reflect recent infrastructure changes. The scheduling algorithm prioritized tasks based on urgency and available capacity. Baseline measurements were recorded prior to the introduction of any changes. Several participants noted that further clarification would be necessary. Participants were divided into cohorts based on predetermined selection criteria. Field observations confirmed the accuracy of the theoretical predictions. Periodic assessments were conducted to monitor progress toward stated objectives. The oversight committee convened on a monthly basis to review operational metrics. The distribution of resources followed a predetermined allocation protocol. The inventory management system was integrated with mango the existing database. Researchers observed significant variability across the sample population. The deployment process followed a staged rollout to minimize disruption. Multiple iterations of the process were necessary to achieve the desired outcome. The evaluation cri

[Assistant]
I'll search the document programmatically.
```python
count = ctx.count("mango")
print(count)
```

[Tool] 18

[Assistant] Based on the search results, the answer is <answer>18</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What color is the lamp mentioned in the document?

[Document excerpt]:
Compliance with the updated regulations required comprehensive staff training. The inventory management system was integrated with the existing database. The committee reviewed the proposed amendments to the existing policy framework. The calibration procedure ensured consistency across all measurement instruments. The verification process involved cross-referencing multiple independent sources. Stakeholder feedback was incorporated into the revised implementation strategy. A comparative analysis revealed differences between the two methodological approaches. The configuration parameters were adjusted to optimize system performance. All participants were required to complete the mandatory orientation session. The scheduling algorithm prioritized tasks based on urgency and available capacity. Several participants noted that further clarification would be necessary. An audit of the existing procedures identified several areas for improvement. Preliminary findings suggested that the intervention produced measurable effects. The oversight committee convened on a monthly basis to review operational metrics. Resource allocation decisions were guided by priority rankings established earlier. Participants were divided into cohorts based on predetermined selection criteria. All submitted materials were reviewed according to established evaluation rubrics. Multiple iterations of the process were necessary to achieve the desired outcome. Field observations confirmed the accuracy of the theoretical predictions. Researchers observed significant variability across the sample population. The quarterly report indicated a steady increase in operational efficiency. Baseline measurements were recorded prior to the introduction of any changes. The distribution of resources followed a predetermined allocation protocol. The maintenance schedule was updated to reflect recent infrastructure changes. Periodic assessments were conducted to monitor progress toward stated objectives. The deplo

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] lavender

[Assistant] Based on the search results, the answer is <answer>lavender</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: In which city was the 1963 agreement signed?

[Document excerpt]:
All participants were required to complete the mandatory orientation session. The documentation requirements were clarified during the preliminary review phase. Compliance with the updated regulations required comprehensive staff training. Preliminary findings suggested that the intervention produced measurable effects. The maintenance schedule was updated to reflect recent infrastructure changes. The committee reviewed the proposed amendments to the existing policy framework. The assessment framework distinguished between formative and summative measures. Baseline measurements were recorded prior to the introduction of any changes. The deployment process followed a staged rollout to minimize disruption. Participants were divided into cohorts based on predetermined selection criteria. The project timeline was adjusted to accommodate unexpected technical delays. Field observations confirmed the accuracy of the theoretical predictions. The calibration procedure ensured consistency across all measurement instruments. The inventory management system was integrated with the existing database. All submitted materials were reviewed according to established evaluation rubrics. Researchers observed significant variability across the sample population. The verification process involved cross-referencing multiple independent sources. Multiple iterations of the process were necessary to achieve the desired outcome. The configuration parameters were adjusted to optimize system performance. A comparative analysis revealed differences between the two methodological approaches. The quarterly report indicated a steady increase in operational efficiency. The evaluation criteria were established prior to the commencement of testing. Several participants noted that further clarification would be necessary. Stakeholder feedback was incorporated into the revised implementation strategy. The oversight committee convened on a monthly basis to review operational metrics. Resource allocation

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] Athens

[Assistant] Based on the search results, the answer is <answer>Athens</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What color is the lamp mentioned in the document?

[Document excerpt]:
The scheduling algorithm prioritized tasks based on urgency and available capacity. Field observations confirmed the accuracy of the theoretical predictions. The project timeline was adjusted to accommodate unexpected technical delays. Baseline measurements were recorded prior to the introduction of any changes. Several participants noted that further clarification would be necessary. The deployment process followed a staged rollout to minimize disruption. Preliminary findings suggested that the intervention produced measurable effects. Compliance with the updated regulations required comprehensive staff training. The verification process involved cross-referencing multiple independent sources. Periodic assessments were conducted to monitor progress toward stated objectives. Researchers observed significant variability across the sample population. A comparative analysis revealed differences between the two methodological approaches. The quarterly report indicated a steady increase in operational efficiency. All submitted materials were reviewed according to established evaluation rubrics. The oversight committee convened on a monthly basis to review operational metrics. Resource allocation decisions were guided by priority rankings established earlier. The calibration procedure ensured consistency across all measurement instruments. The inventory management system was integrated with the existing database. The documentation requirements were clarified during the preliminary review phase. The assessment framework distinguished between formative and summative measures. The evaluation criteria were established prior to the commencement of testing. Participants were divided into cohorts based on predetermined selection criteria. The distribution of resources followed a predetermined allocation protocol. The committee reviewed the proposed amendments to the existing policy framework. The maintenance schedule was updated to reflect recent infrastructure changes. Multiple

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] indigo

[Assistant] Based on the search results, the answer is <answer>indigo</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: How many times does 'banana' appear in the document?

[Document excerpt]:
The inventory management system was integrated with the existing database. The project timeline was adjusted to accommodate unexpected technical delays. An audit of the existing procedures identified several areas for improvement. The committee reviewed the proposed amendments to the existing policy framework. The quarterly report indicated a steady increase in operational efficiency. The oversight committee convened on a monthly basis to review operational metrics. All submitted materials were reviewed according to established evaluation rubrics. The scheduling algorithm prioritized tasks based on urgency and available capacity. The calibration procedure ensured consistency across all measurement instruments. The distribution of resources followed a predetermined allocation protocol. The evaluation criteria were established prior to the commencement of testing. Participants were divided into cohorts based on predetermined selection criteria. Multiple iterations of the process were necessary to achieve the desired outcome. The configuration parameters were adjusted to optimize system performance. banana The assessment framework distinguished between formative and summative measures. The verification process involved cross-referencing multiple independent sources. Resource allocation decisions were guided by priority rankings established earlier. Compliance with the updated regulations required comprehensive staff training. The deployment process followed a staged rollout to minimize disruption. Researchers observed significant variability across the sample population. Stakeholder feedback was incorporated into the revised implementation strategy. Several participants noted that further clarification would be necessary. Periodic assessments were conducted to monitor progress toward stated objectives. A comparative analysis revealed differences between the two methodological approaches. Field observations confirmed the accuracy of the theoretical predictions. Baseline

[Assistant]
I'll search the document programmatically.
```python
count = ctx.count("banana")
print(count)
```

[Tool] 13

[Assistant] Based on the search results, the answer is <answer>13</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What is the total cost of lemon, peach, and cherry?

[Document excerpt]:
The evaluation criteria were established prior to the commencement of testing. Preliminary findings suggested that the intervention produced measurable effects. The maintenance schedule was updated to reflect recent infrastructure changes. Participants were divided into cohorts based on predetermined selection criteria. The project timeline was adjusted to accommodate unexpected technical delays. Baseline measurements were recorded prior to the introduction of any changes. The distribution of resources followed a predetermined allocation protocol. An audit of the existing procedures identified several areas for improvement. The deployment process followed a staged rollout to minimize disruption. The calibration procedure ensured consistency across all measurement instruments. Several participants noted that further clarification would be necessary. The oversight committee convened on a monthly basis to review operational metrics. The verification process involved cross-referencing multiple independent sources. The committee reviewed the proposed amendments to the existing policy framework. A comparative analysis revealed differences between the two methodological approaches. Multiple iterations of the process were necessary to achieve the desired outcome. Stakeholder feedback was incorporated into the revised implementation strategy. Researchers observed significant variability across the sample population. Compliance with the updated regulations required comprehensive staff training. The assessment framework distinguished between formative and summative measures. The documentation requirements were clarified during the preliminary review phase. Field observations confirmed the accuracy of the theoretical predictions. Resource allocation decisions were guided by priority rankings established earlier. The scheduling algorithm prioritized tasks based on urgency and available capacity. All participants were required to complete the mandatory orientation session. The in

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'costs (\d+)', ctx)
print(sum(int(x) for x in matches))
```

[Tool] 150

[Assistant] Based on the search results, the answer is <answer>150</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What color is the shelf mentioned in the document?

[Document excerpt]:
The shelf is jade. Researchers observed significant variability across the sample population. The inventory management system was integrated with the existing database. Baseline measurements were recorded prior to the introduction of any changes. Compliance with the updated regulations required comprehensive staff training. Periodic assessments were conducted to monitor progress toward stated objectives. Preliminary findings suggested that the intervention produced measurable effects. The deployment process followed a staged rollout to minimize disruption. A comparative analysis revealed differences between the two methodological approaches. The assessment framework distinguished between formative and summative measures. The documentation requirements were clarified during the preliminary review phase. Several participants noted that further clarification would be necessary. Field observations confirmed the accuracy of the theoretical predictions. All participants were required to complete the mandatory orientation session. The scheduling algorithm prioritized tasks based on urgency and available capacity. An audit of the existing procedures identified several areas for improvement. Participants were divided into cohorts based on predetermined selection criteria. The configuration parameters were adjusted to optimize system performance. The evaluation criteria were established prior to the commencement of testing. Resource allocation decisions were guided by priority rankings established earlier. The verification process involved cross-referencing multiple independent sources. The distribution of resources followed a predetermined allocation protocol. The maintenance schedule was updated to reflect recent infrastructure changes. The project timeline was adjusted to accommodate unexpected technical delays. Multiple iterations of the process were necessary to achieve the desired outcome. The quarterly report indicated a steady increase in operational efficiency. All s

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] jade

[Assistant] Based on the search results, the answer is <answer>jade</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: In which city was the 1978 agreement signed?

[Document excerpt]:
An audit of the existing procedures identified several areas for improvement. The calibration procedure ensured consistency across all measurement instruments. The project timeline was adjusted to accommodate unexpected technical delays. The verification process involved cross-referencing multiple independent sources. Participants were divided into cohorts based on predetermined selection criteria. The evaluation criteria were established prior to the commencement of testing. Preliminary findings suggested that the intervention produced measurable effects. Several participants noted that further clarification would be necessary. The distribution of resources followed a predetermined allocation protocol. Stakeholder feedback was incorporated into the revised implementation strategy. Baseline measurements were recorded prior to the introduction of any changes. Researchers observed significant variability across the sample population. Resource allocation decisions were guided by priority rankings established earlier. All participants were required to complete the mandatory orientation session. The quarterly report indicated a steady increase in operational efficiency. All submitted materials were reviewed according to established evaluation rubrics. The scheduling algorithm prioritized tasks based on urgency and available capacity. Periodic assessments were conducted to monitor progress toward stated objectives. Field observations confirmed the accuracy of the theoretical predictions. The assessment framework distinguished between formative and summative measures. Compliance with the updated regulations required comprehensive staff training. The maintenance schedule was updated to reflect recent infrastructure changes. Multiple iterations of the process were necessary to achieve the desired outcome. A comparative analysis revealed differences between the two methodological approaches. The oversight committee convened on a monthly basis to review operational metrics. Th

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] Zurich

[Assistant] Based on the search results, the answer is <answer>Zurich</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: How many times does 'peach' appear in the document?

[Document excerpt]:
Several participants noted that further clarification would be necessary. The committee reviewed the proposed amendments to the existing policy framework. The quarterly report indicated a steady increase in operational efficiency. Periodic assessments were conducted to monitor progress toward stated objectives. All participants were required to complete the mandatory orientation session. The calibration procedure ensured consistency across all measurement instruments. The inventory management system was integrated with the existing database. The distribution of resources followed a predetermined allocation protocol. The scheduling algorithm prioritized tasks based on urgency and available capacity. A comparative analysis revealed differences between the two methodological approaches. The oversight committee convened on a monthly basis to review operational metrics. Participants were divided into cohorts based on predetermined selection criteria. The configuration parameters were adjusted to optimize system performance. Baseline measurements were recorded prior to the introduction of any changes. Compliance with the updated regulations required comprehensive staff training. All submitted materials were reviewed according to established evaluation rubrics. The maintenance schedule was updated to reflect recent infrastructure changes. The documentation requirements were clarified during the preliminary review phase. Resource allocation decisions were guided by priority rankings established earlier. Stakeholder feedback was incorporated into the revised implementation strategy. The project timeline was adjusted to accommodate unexpected technical delays. The deployment process followed a staged rollout to minimize disruption. Field observations confirmed the accuracy of the peach theoretical predictions. Researchers observed significant variability across the sample population. An audit of the existing procedures identified several areas for improvement. The verificatio

[Assistant]
I'll search the document programmatically.
```python
count = ctx.count("peach")
print(count)
```

[Tool] 8

[Assistant] Based on the search results, the answer is <answer>8</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: In which city was the 1974 agreement signed?

[Document excerpt]:
The 1974 agreement was signed in Prague. The scheduling algorithm prioritized tasks based on urgency and available capacity. The configuration parameters were adjusted to optimize system performance. Baseline measurements were recorded prior to the introduction of any changes. Researchers observed significant variability across the sample population. The distribution of resources followed a predetermined allocation protocol. Participants were divided into cohorts based on predetermined selection criteria. The project timeline was adjusted to accommodate unexpected technical delays. The deployment process followed a staged rollout to minimize disruption. Stakeholder feedback was incorporated into the revised implementation strategy. The committee reviewed the proposed amendments to the existing policy framework. An audit of the existing procedures identified several areas for improvement. The documentation requirements were clarified during the preliminary review phase. The evaluation criteria were established prior to the commencement of testing. Periodic assessments were conducted to monitor progress toward stated objectives. Field observations confirmed the accuracy of the theoretical predictions. The assessment framework distinguished between formative and summative measures. Several participants noted that further clarification would be necessary. Multiple iterations of the process were necessary to achieve the desired outcome. A comparative analysis revealed differences between the two methodological approaches. The calibration procedure ensured consistency across all measurement instruments. The oversight committee convened on a monthly basis to review operational metrics. The verification process involved cross-referencing multiple independent sources. The maintenance schedule was updated to reflect recent infrastructure changes. All submitted materials were reviewed according to established evaluation rubrics. Compliance with the updated regulations required

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] Prague

[Assistant] Based on the search results, the answer is <answer>Prague</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What is the total cost of peach, plum, and mango?

[Document excerpt]:
The deployment process followed a staged rollout to minimize disruption. Periodic assessments were conducted to monitor progress toward stated objectives. The quarterly report indicated a steady increase in operational efficiency. The calibration procedure ensured consistency across all measurement instruments. Compliance with the updated regulations required comprehensive staff training. The committee reviewed the proposed amendments to the existing policy framework. The evaluation criteria were established prior to the commencement of testing. The project timeline was adjusted to accommodate unexpected technical delays. The oversight committee convened on a monthly basis to review operational metrics. The assessment framework distinguished between formative and summative measures. The distribution of resources followed a predetermined allocation protocol. Multiple iterations of the process were necessary to achieve the desired outcome. A comparative analysis revealed differences between the two methodological approaches. The maintenance schedule was updated to reflect recent infrastructure changes. Stakeholder feedback was incorporated into the revised implementation strategy. Researchers observed significant variability across the sample population. Several participants noted that further clarification would be necessary. Field observations confirmed the accuracy of the theoretical predictions. Resource allocation decisions were guided by priority rankings established earlier. Preliminary findings suggested that the intervention produced measurable effects. The scheduling algorithm prioritized tasks based on urgency and available capacity. An audit of the existing procedures identified several areas for improvement. All participants were required to complete the mandatory orientation session. The verification process involved cross-referencing multiple independent sources. The documentation requirements were clarified during the preliminary review phase. The conf

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'costs (\d+)', ctx)
print(sum(int(x) for x in matches))
```

[Tool] 185

[Assistant] Based on the search results, the answer is <answer>185</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What is the total cost of lemon, grape, and plum?

[Document excerpt]:
All participants were required to complete the mandatory orientation session. Participants were divided into cohorts based on predetermined selection criteria. Baseline measurements were recorded prior to the introduction of any changes. The project timeline was adjusted to accommodate unexpected technical delays. The evaluation criteria were established prior to the commencement of testing. Resource allocation decisions were guided by priority rankings established earlier. Multiple iterations of the process were necessary to achieve the desired outcome. Compliance with the updated regulations required comprehensive staff training. The quarterly report indicated a steady increase in operational efficiency. The oversight committee convened on a monthly basis to review operational metrics. The documentation requirements were clarified during the preliminary review phase. Researchers observed significant variability across the sample population. An audit of the existing procedures identified several areas for improvement. The verification process involved cross-referencing multiple independent sources. The assessment framework distinguished between formative and summative measures. The scheduling algorithm prioritized tasks based on urgency and available capacity. The configuration parameters were adjusted to optimize system performance. Several participants noted that further clarification would be necessary. Periodic assessments were conducted to monitor progress toward stated objectives. Field observations confirmed the accuracy of the theoretical predictions. The deployment process followed a staged rollout to minimize disruption. All submitted materials were reviewed according to established evaluation rubrics. A comparative analysis revealed differences between the two methodological approaches. The distribution of resources followed a predetermined allocation protocol. The calibration procedure ensured consistency across all measurement instruments. Preliminary

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'costs (\d+)', ctx)
print(sum(int(x) for x in matches))
```

[Tool] 218

[Assistant] Based on the search results, the answer is <answer>218</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What color is the frame mentioned in the document?

[Document excerpt]:
Participants were divided into cohorts based on predetermined selection criteria. Periodic assessments were conducted to monitor progress toward stated objectives. The verification process involved cross-referencing multiple independent sources. The oversight committee convened on a monthly basis to review operational metrics. The distribution of resources followed a predetermined allocation protocol. The deployment process followed a staged rollout to minimize disruption. The calibration procedure ensured consistency across all measurement instruments. Resource allocation decisions were guided by priority rankings established earlier. The committee reviewed the proposed amendments to the existing policy framework. Compliance with the updated regulations required comprehensive staff training. The assessment framework distinguished between formative and summative measures. All submitted materials were reviewed according to established evaluation rubrics. All participants were required to complete the mandatory orientation session. The scheduling algorithm prioritized tasks based on urgency and available capacity. The evaluation criteria were established prior to the commencement of testing. An audit of the existing procedures identified several areas for improvement. Researchers observed significant variability across the sample population. Stakeholder feedback was incorporated into the revised implementation strategy. The maintenance schedule was updated to reflect recent infrastructure changes. The documentation requirements were clarified during the preliminary review phase. A comparative analysis revealed differences between the two methodological approaches. Field observations confirmed the accuracy of the theoretical predictions. The inventory management system was integrated with the existing database. Preliminary findings suggested that the intervention produced measurable effects. Baseline measurements were recorded prior to the introduction of any changes.

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] azure

[Assistant] Based on the search results, the answer is <answer>azure</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: How many times does 'cherry' appear in the document?

[Document excerpt]:
Baseline measurements were recorded prior to the introduction of any changes. A comparative analysis revealed differences between the two methodological approaches. The calibration procedure ensured consistency across all measurement instruments. The maintenance schedule was updated to reflect recent infrastructure changes. Compliance with the updated regulations required comprehensive staff training. The evaluation criteria were established prior to the commencement of testing. Preliminary findings suggested that the intervention produced measurable effects. The distribution of resources followed a predetermined allocation protocol. Resource allocation decisions were guided by priority rankings established earlier. The configuration parameters were adjusted to optimize system performance. The project timeline was adjusted cherry to accommodate unexpected technical delays. The assessment framework distinguished between formative and summative measures. Periodic assessments were conducted to monitor progress toward stated objectives. The verification process involved cross-referencing multiple independent sources. The quarterly report indicated a steady increase in operational efficiency. Field observations confirmed the accuracy of the theoretical predictions. The inventory management system was integrated with the existing database. Researchers observed significant variability across the sample population. The oversight committee convened on a monthly basis to review operational metrics. The deployment process followed a staged rollout to minimize disruption. The documentation requirements were clarified during the preliminary review phase. cherry Several participants noted that further clarification would be necessary. All submitted materials were reviewed according to established evaluation rubrics. Multiple iterations of the process were necessary to achieve the desired outcome. An audit of the existing procedures identified several areas for improvement. Stakeh

[Assistant]
I'll search the document programmatically.
```python
count = ctx.count("cherry")
print(count)
```

[Tool] 19

[Assistant] Based on the search results, the answer is <answer>19</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What color is the column mentioned in the document?

[Document excerpt]:
The column is ivory. Periodic assessments were conducted to monitor progress toward stated objectives. The configuration parameters were adjusted to optimize system performance. All participants were required to complete the mandatory orientation session. The deployment process followed a staged rollout to minimize disruption. The oversight committee convened on a monthly basis to review operational metrics. Researchers observed significant variability across the sample population. The distribution of resources followed a predetermined allocation protocol. The calibration procedure ensured consistency across all measurement instruments. The inventory management system was integrated with the existing database. An audit of the existing procedures identified several areas for improvement. The documentation requirements were clarified during the preliminary review phase. Compliance with the updated regulations required comprehensive staff training. The assessment framework distinguished between formative and summative measures. The committee reviewed the proposed amendments to the existing policy framework. Multiple iterations of the process were necessary to achieve the desired outcome. Resource allocation decisions were guided by priority rankings established earlier. Several participants noted that further clarification would be necessary. Preliminary findings suggested that the intervention produced measurable effects. The maintenance schedule was updated to reflect recent infrastructure changes. The quarterly report indicated a steady increase in operational efficiency. The scheduling algorithm prioritized tasks based on urgency and available capacity. A comparative analysis revealed differences between the two methodological approaches. The project timeline was adjusted to accommodate unexpected technical delays. Participants were divided into cohorts based on predetermined selection criteria. Field observations confirmed the accuracy of the theoretical predictio

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] ivory

[Assistant] Based on the search results, the answer is <answer>ivory</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: How many times does 'lemon' appear in the document?

[Document excerpt]:
The distribution of resources followed a predetermined allocation protocol. Preliminary findings suggested that the intervention produced measurable effects. All participants were required to complete the mandatory orientation session. The evaluation criteria were established prior to the commencement of testing. The maintenance schedule was updated to reflect recent infrastructure changes. Baseline measurements were recorded prior to the introduction of any changes. Researchers observed significant variability across the sample population. The calibration procedure ensured consistency across all measurement instruments. The committee reviewed the proposed amendments to the existing policy framework. A comparative analysis revealed differences between the two methodological approaches. All submitted materials were reviewed according to established evaluation rubrics. Several participants noted that further clarification would be necessary. The deployment process followed a staged rollout to minimize disruption. The project timeline was adjusted to accommodate unexpected technical delays. The scheduling algorithm prioritized tasks based on urgency and available capacity. The configuration parameters were adjusted to optimize system performance. The oversight committee convened on a monthly basis to review operational metrics. Stakeholder feedback was incorporated into the revised implementation strategy. The quarterly report indicated a steady increase in operational efficiency. Participants were divided into cohorts based on predetermined selection criteria. Multiple iterations of the process were necessary to achieve the desired outcome. The inventory management system was integrated with the existing database. Field observations confirmed the accuracy of the theoretical predictions. Periodic assessments were conducted to monitor progress toward stated objectives. The assessment framework distinguished between formative and summative measures. Compliance with the u

[Assistant]
I'll search the document programmatically.
```python
count = ctx.count("lemon")
print(count)
```

[Tool] 5

[Assistant] Based on the search results, the answer is <answer>5</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What is the total cost of apple, peach, and cherry?

[Document excerpt]:
The inventory management system was integrated with the existing database. The evaluation criteria were established prior to the commencement of testing. The calibration procedure ensured consistency across all measurement instruments. Resource allocation decisions were guided by priority rankings established earlier. Multiple iterations of the process were necessary to achieve the desired outcome. Field observations confirmed the accuracy of the theoretical predictions. The assessment framework distinguished between formative and summative measures. The deployment process followed a staged rollout to minimize disruption. A comparative analysis revealed differences between the two methodological approaches. An audit of the existing procedures identified several areas for improvement. Compliance with the updated regulations required comprehensive staff training. The distribution of resources followed a predetermined allocation protocol. Periodic assessments were conducted to monitor progress toward stated objectives. All submitted materials were reviewed according to established evaluation rubrics. All participants were required to complete the mandatory orientation session. The quarterly report indicated a steady increase in operational efficiency. Researchers observed significant variability across the sample population. Stakeholder feedback was incorporated into the revised implementation strategy. The verification process involved cross-referencing multiple independent sources. Participants were divided into cohorts based on predetermined selection criteria. The scheduling algorithm prioritized tasks based on urgency and available capacity. The documentation requirements were clarified during the preliminary review phase. Baseline measurements were recorded prior to the introduction of any changes. The maintenance schedule was updated to reflect recent infrastructure changes. The project timeline was adjusted to accommodate unexpected technical delays. The commit

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'costs (\d+)', ctx)
print(sum(int(x) for x in matches))
```

[Tool] 205

[Assistant] Based on the search results, the answer is <answer>205</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: In which city was the 1990 agreement signed?

[Document excerpt]:
The evaluation criteria were established prior to the commencement of testing. All submitted materials were reviewed according to established evaluation rubrics. A comparative analysis revealed differences between the two methodological approaches. Stakeholder feedback was incorporated into the revised implementation strategy. The assessment framework distinguished between formative and summative measures. The verification process involved cross-referencing multiple independent sources. The calibration procedure ensured consistency across all measurement instruments. An audit of the existing procedures identified several areas for improvement. Compliance with the updated regulations required comprehensive staff training. All participants were required to complete the mandatory orientation session. The scheduling algorithm prioritized tasks based on urgency and available capacity. The oversight committee convened on a monthly basis to review operational metrics. The configuration parameters were adjusted to optimize system performance. The project timeline was adjusted to accommodate unexpected technical delays. The committee reviewed the proposed amendments to the existing policy framework. Researchers observed significant variability across the sample population. The distribution of resources followed a predetermined allocation protocol. The inventory management system was integrated with the existing database. Baseline measurements were recorded prior to the introduction of any changes. Participants were divided into cohorts based on predetermined selection criteria. The maintenance schedule was updated to reflect recent infrastructure changes. The deployment process followed a staged rollout to minimize disruption. Several participants noted that further clarification would be necessary. Field observations confirmed the accuracy of the theoretical predictions. Periodic assessments were conducted to monitor progress toward stated objectives. The documentation requ

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] Vienna

[Assistant] Based on the search results, the answer is <answer>Vienna</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What is the total cost of plum, lemon, and banana?

[Document excerpt]:
The verification process involved cross-referencing multiple independent sources. The evaluation criteria were established prior to the commencement of testing. The quarterly report indicated a steady increase in operational efficiency. Resource allocation decisions were guided by priority rankings established earlier. Field observations confirmed the accuracy of the theoretical predictions. Preliminary findings suggested that the intervention produced measurable effects. The project timeline was adjusted to accommodate unexpected technical delays. Baseline measurements were recorded prior to the introduction of any changes. Participants were divided into cohorts based on predetermined selection criteria. Several participants noted that further clarification would be necessary. The scheduling algorithm prioritized tasks based on urgency and available capacity. The configuration parameters were adjusted to optimize system performance. The distribution of resources followed a predetermined allocation protocol. The calibration procedure ensured consistency across all measurement instruments. Periodic assessments were conducted to monitor progress toward stated objectives. The maintenance schedule was updated to reflect recent infrastructure changes. All participants were required to complete the mandatory orientation session. The deployment process followed a staged rollout to minimize disruption. Compliance with the updated regulations required comprehensive staff training. The oversight committee convened on a monthly basis to review operational metrics. The inventory management system was integrated with the existing database. All submitted materials were reviewed according to established evaluation rubrics. A comparative analysis revealed differences between the two methodological approaches. The documentation requirements were clarified during the preliminary review phase. Researchers observed significant variability across the sample population. Multiple iteratio

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'costs (\d+)', ctx)
print(sum(int(x) for x in matches))
```

[Tool] 85

[Assistant] Based on the search results, the answer is <answer>85</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What is the total cost of lemon, mango, and grape?

[Document excerpt]:
The evaluation criteria were established prior to the commencement of testing. All participants were required to complete the mandatory orientation session. Researchers observed significant variability across the sample population. Compliance with the updated regulations required comprehensive staff training. The verification process involved cross-referencing multiple independent sources. Stakeholder feedback was incorporated into the revised implementation strategy. Field observations confirmed the accuracy of the theoretical predictions. Participants were divided into cohorts based on predetermined selection criteria. The project timeline was adjusted to accommodate unexpected technical delays. Preliminary findings suggested that the intervention produced measurable effects. The configuration parameters were adjusted to optimize system performance. Resource allocation decisions were guided by priority rankings established earlier. The assessment framework distinguished between formative and summative measures. The committee reviewed the proposed amendments to the existing policy framework. The distribution of resources followed a predetermined allocation protocol. All submitted materials were reviewed according to established evaluation rubrics. The scheduling algorithm prioritized tasks based on urgency and available capacity. An audit of the existing procedures identified several areas for improvement. The oversight committee convened on a monthly basis to review operational metrics. The documentation requirements were clarified during the preliminary review phase. The calibration procedure ensured consistency across all measurement instruments. The inventory management system was integrated with the existing database. Several participants noted that further clarification would be necessary. Baseline measurements were recorded prior to the introduction of any changes. The quarterly report indicated a steady increase in operational efficiency. The deployment pro

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'costs (\d+)', ctx)
print(sum(int(x) for x in matches))
```

[Tool] 196

[Assistant] Based on the search results, the answer is <answer>196</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What is the total cost of grape, mango, and peach?

[Document excerpt]:
Periodic assessments were conducted to monitor progress toward stated objectives. The inventory management system was integrated with the existing database. The maintenance schedule was updated to reflect recent infrastructure changes. An audit of the existing procedures identified several areas for improvement. All participants were required to complete the mandatory orientation session. The project timeline was adjusted to accommodate unexpected technical delays. Researchers observed significant variability across the sample population. Preliminary findings suggested that the intervention produced measurable effects. Participants were divided into cohorts based on predetermined selection criteria. The evaluation criteria were established prior to the commencement of testing. The quarterly report indicated a steady increase in operational efficiency. Multiple iterations of the process were necessary to achieve the desired outcome. The verification process involved cross-referencing multiple independent sources. Compliance with the updated regulations required comprehensive staff training. Field observations confirmed the accuracy of the theoretical predictions. The documentation requirements were clarified during the preliminary review phase. A comparative analysis revealed differences between the two methodological approaches. All submitted materials were reviewed according to established evaluation rubrics. The committee reviewed the proposed amendments to the existing policy framework. Resource allocation decisions were guided by priority rankings established earlier. The calibration procedure ensured consistency across all measurement instruments. The deployment process followed a staged rollout to minimize disruption. The configuration parameters were adjusted to optimize system performance. Baseline measurements were recorded prior to the introduction of any changes. The oversight committee convened on a monthly basis to review operational metrics. Stakeholde

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'costs (\d+)', ctx)
print(sum(int(x) for x in matches))
```

[Tool] 174

[Assistant] Based on the search results, the answer is <answer>174</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What is the total cost of mango, plum, and lemon?

[Document excerpt]:
Participants were divided into cohorts based on predetermined selection criteria. The deployment process followed a staged rollout to minimize disruption. The distribution of resources followed a predetermined allocation protocol. The verification process involved cross-referencing multiple independent sources. Stakeholder feedback was incorporated into the revised implementation strategy. Field observations confirmed the accuracy of the theoretical predictions. Multiple iterations of the process were necessary to achieve the desired outcome. Periodic assessments were conducted to monitor progress toward stated objectives. Researchers observed significant variability across the sample population. The evaluation criteria were established prior to the commencement of testing. Preliminary findings suggested that the intervention produced measurable effects. The project timeline was adjusted to accommodate unexpected technical delays. An audit of the existing procedures identified several areas for improvement. All participants were required to complete the mandatory orientation session. The configuration parameters were adjusted to optimize system performance. The calibration procedure ensured consistency across all measurement instruments. Resource allocation decisions were guided by priority rankings established earlier. The maintenance schedule was updated to reflect recent infrastructure changes. The oversight committee convened on a monthly basis to review operational metrics. The documentation requirements were clarified during the preliminary review phase. The inventory management system was integrated with the existing database. Baseline measurements were recorded prior to the introduction of any changes. Compliance with the updated regulations required comprehensive staff training. Several participants noted that further clarification would be necessary. The quarterly report indicated a steady increase in operational efficiency. The committee reviewed the prop

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'costs (\d+)', ctx)
print(sum(int(x) for x in matches))
```

[Tool] 274

[Assistant] Based on the search results, the answer is <answer>274</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What color is the chest mentioned in the document?

[Document excerpt]:
The chest is violet. The configuration parameters were adjusted to optimize system performance. Several participants noted that further clarification would be necessary. Compliance with the updated regulations required comprehensive staff training. The deployment process followed a staged rollout to minimize disruption. The evaluation criteria were established prior to the commencement of testing. The oversight committee convened on a monthly basis to review operational metrics. All participants were required to complete the mandatory orientation session. The quarterly report indicated a steady increase in operational efficiency. The maintenance schedule was updated to reflect recent infrastructure changes. Periodic assessments were conducted to monitor progress toward stated objectives. Resource allocation decisions were guided by priority rankings established earlier. Stakeholder feedback was incorporated into the revised implementation strategy. The inventory management system was integrated with the existing database. An audit of the existing procedures identified several areas for improvement. The committee reviewed the proposed amendments to the existing policy framework. The distribution of resources followed a predetermined allocation protocol. Baseline measurements were recorded prior to the introduction of any changes. The verification process involved cross-referencing multiple independent sources. The assessment framework distinguished between formative and summative measures. The scheduling algorithm prioritized tasks based on urgency and available capacity. Participants were divided into cohorts based on predetermined selection criteria. Multiple iterations of the process were necessary to achieve the desired outcome. A comparative analysis revealed differences between the two methodological approaches. Field observations confirmed the accuracy of the theoretical predictions. Preliminary findings suggested that the intervention produced measurable effe

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] violet

[Assistant] Based on the search results, the answer is <answer>violet</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: What is the total cost of cherry, banana, and lemon?

[Document excerpt]:
Field observations confirmed the accuracy of the theoretical predictions. Periodic assessments were conducted to monitor progress toward stated objectives. The deployment process followed a staged rollout to minimize disruption. The assessment framework distinguished between formative and summative measures. The project timeline was adjusted to accommodate unexpected technical delays. Researchers observed significant variability across the sample population. Participants were divided into cohorts based on predetermined selection criteria. The maintenance schedule was updated to reflect recent infrastructure changes. Multiple iterations of the process were necessary to achieve the desired outcome. The calibration procedure ensured consistency across all measurement instruments. Resource allocation decisions were guided by priority rankings established earlier. The quarterly report indicated a steady increase in operational efficiency. The documentation requirements were clarified during the preliminary review phase. A comparative analysis revealed differences between the two methodological approaches. The committee reviewed the proposed amendments to the existing policy framework. An audit of the existing procedures identified several areas for improvement. The scheduling algorithm prioritized tasks based on urgency and available capacity. Stakeholder feedback was incorporated into the revised implementation strategy. The evaluation criteria were established prior to the commencement of testing. Preliminary findings suggested that the intervention produced measurable effects. The verification process involved cross-referencing multiple independent sources. Several participants noted that further clarification would be necessary. The inventory management system was integrated with the existing database. The distribution of resources followed a predetermined allocation protocol. Compliance with the updated regulations required comprehensive staff training. All particip

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'costs (\d+)', ctx)
print(sum(int(x) for x in matches))
```

[Tool] 61

[Assistant] Based on the search results, the answer is <answer>61</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: In which city was the 1987 agreement signed?

[Document excerpt]:
The 1987 agreement was signed in Budapest. The evaluation criteria were established prior to the commencement of testing. Stakeholder feedback was incorporated into the revised implementation strategy. Resource allocation decisions were guided by priority rankings established earlier. The deployment process followed a staged rollout to minimize disruption. A comparative analysis revealed differences between the two methodological approaches. The maintenance schedule was updated to reflect recent infrastructure changes. The inventory management system was integrated with the existing database. The oversight committee convened on a monthly basis to review operational metrics. Baseline measurements were recorded prior to the introduction of any changes. An audit of the existing procedures identified several areas for improvement. All participants were required to complete the mandatory orientation session. Compliance with the updated regulations required comprehensive staff training. Field observations confirmed the accuracy of the theoretical predictions. The project timeline was adjusted to accommodate unexpected technical delays. The documentation requirements were clarified during the preliminary review phase. All submitted materials were reviewed according to established evaluation rubrics. The calibration procedure ensured consistency across all measurement instruments. The quarterly report indicated a steady increase in operational efficiency. The distribution of resources followed a predetermined allocation protocol. Preliminary findings suggested that the intervention produced measurable effects. The scheduling algorithm prioritized tasks based on urgency and available capacity. The configuration parameters were adjusted to optimize system performance. Periodic assessments were conducted to monitor progress toward stated objectives. Participants were divided into cohorts based on predetermined selection criteria. The committee reviewed the proposed amendments

[Assistant]
I'll search the document programmatically.
```python
import re
matches = re.findall(r'(?:is|was signed in) ([\w]+)', ctx[:8192])
print(matches[0] if matches else 'not found')
```

[Tool] Budapest

[Assistant] Based on the search results, the answer is <answer>Budapest</answer>


[System] You are FATHOM, a recursive language model with a Python REPL sandbox. You can read a long document via the variable `ctx` and call `llm(prompt, chunk)` for sub-queries. Think step by step. Emit your final answer inside <answer>...</answer>.

[User]
Question: How many times does 'grape' appear in the document?

[Document excerpt]:
All submitted materials were reviewed according to established evaluation rubrics. The maintenance schedule was updated to reflect recent infrastructure changes. Periodic assessments were conducted to monitor progress toward stated objectives. The quarterly report indicated a steady increase in operational efficiency. Field observations confirmed the accuracy of the theoretical predictions. The calibration procedure ensured consistency across all measurement instruments. Preliminary findings suggested that the intervention produced measurable effects. A comparative analysis revealed differences between the two methodological approaches. Resource allocation decisions were guided by priority rankings established earlier. Stakeholder feedback was incorporated into the revised implementation strategy. The evaluation criteria were established prior to the commencement of testing. The scheduling algorithm prioritized tasks based on urgency and available capacity. Multiple iterations of the process were necessary to achieve the desired outcome. The deployment process followed a staged grape rollout to minimize disruption. Several participants noted that further clarification would be necessary. Compliance with the updated regulations required comprehensive staff training. Researchers observed significant variability across the sample population. An audit of the existing procedures identified several areas for improvement. All participants were required to complete the mandatory orientation session. The distribution of resources followed a predetermined allocation protocol. The oversight committee convened on a monthly basis to review operational metrics. The inventory management system was integrated with the existing database. The verification process involved cross-referencing multiple independent sources. The assessment framework distinguished between formative and summative measures. The configuration parameters were adjusted to optimize system performance. The committ

[Assistant]
I'll search the document programmatically.
```python
count = ctx.count("grape")
print(count)
```

[Tool] 14

[Assistant] Based on the search results, the answer is <answer>14</answer>