Datasets:
mlx-community
/
optiq-lab-traces

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e927845a3b
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
In python, create a CSV file with 500 rows of random integers between 1 and 1000, then compute the median of each column
algorithms and complexity
In python, create a CSV file with 500 rows of random integers between 1 and 1000, then compute the median of each column.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
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1
1
11.1
0
0
0
0
0
0
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9c6e96581a
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
In python, generate a random graph with 50 vertices and edge probability 0.1, then compute its average degree and report
algorithms and complexity
In python, generate a random graph with 50 vertices and edge probability 0.1, then compute its average degree and report it.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
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1
1
8
0
0
0
0
0
0
0
0
6335a85869
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Look up the current best known time complexity of the Fast Fourier Transform algorithm and then, in python, compute the
algorithms and complexity
Look up the current best known time complexity of the Fast Fourier Transform algorithm and then, in python, compute the number of operations for an input size of 2^20.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
6
1
46.1
0
0
0
0
0
0
0
0
b9aedea188
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Look up the current record for the largest known prime number (as of today) and then, in python, estimate how many digit
algorithms and complexity
Look up the current record for the largest known prime number (as of today) and then, in python, estimate how many digits it has using logarithms.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
3
1
22.9
0
0
0
0
0
0
0
0
6518bc5fa1
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Run a terminal command that echoes the lines 'O(n)', 'O(n log n)', 'O(n^2)' each on a new line, then pipe through grep t
algorithms and complexity
Run a terminal command that echoes the lines 'O(n)', 'O(n log n)', 'O(n^2)' each on a new line, then pipe through grep to extract the line containing 'O(n log n)' and display its line number.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
5.3
0
0
0
0
0
0
0
0
2e3c817500
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Run a terminal command to list the top 5 processes by memory usage on the sandbox system.
algorithms and complexity
Run a terminal command to list the top 5 processes by memory usage on the sandbox system.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
4
1
18.1
0
0
0
0
0
0
0
0
502a92de2e
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search the web for the known lower bound on the time needed to solve the Boolean satisfiability problem for n variables,
algorithms and complexity
Search the web for the known lower bound on the time needed to solve the Boolean satisfiability problem for n variables, then illustrate the bound by printing the growth for n from 5 to 20 using python.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
4
1
43
0
0
0
0
0
0
0
0
a94fa9ede9
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search the web for the most recent research on the space complexity of merge sort, then summarize the result in a single
algorithms and complexity
Search the web for the most recent research on the space complexity of merge sort, then summarize the result in a single sentence.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
5
1
39.8
0
0
0
0
0
0
0
0
c3bcb8d86f
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Use the terminal to grep the word 'NP-complete' from /usr/share/dict/words and count the occurrences.
algorithms and complexity
Use the terminal to grep the word 'NP-complete' from /usr/share/dict/words and count the occurrences.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
6
8
5
1
19.4
0
0
0
0
0
0
0
0
5bcd71ac41
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Using python, generate all binary strings of length 12, count how many have exactly three 1s, and return that count.
algorithms and complexity
Using python, generate all binary strings of length 12, count how many have exactly three 1s, and return that count.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
4
0
0
0
0
0
0
0
0
8767800524
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Using python, implement Dijkstra's algorithm on a randomly generated weighted directed graph with 100 nodes and report t
algorithms and complexity
Using python, implement Dijkstra's algorithm on a randomly generated weighted directed graph with 100 nodes and report the shortest‑path distance from node 0 to node 99.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
18.1
0
0
0
0
0
0
0
0
f23ae70e98
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the current date and time, then use Python to calculate the number of seconds remaining until the next total solar
astronomy and space
Find the current date and time, then use Python to calculate the number of seconds remaining until the next total solar eclipse.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
4
1
22.4
0
0
0
0
0
0
0
0
07b00baeb4
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the current distance from Earth to Mars in kilometers and then calculate how many light-seconds that is using Pytho
astronomy and space
Find the current distance from Earth to Mars in kilometers and then calculate how many light-seconds that is using Python.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
6
8
7
1
27.5
0
0
0
0
0
0
0
0
535925fd69
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the magnitude of the brightest star in the sky and the magnitude of the faintest star visible to the naked eye, the
astronomy and space
Find the magnitude of the brightest star in the sky and the magnitude of the faintest star visible to the naked eye, then calculate the brightness ratio using the Pogson's ratio formula in Python.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
10.8
0
0
0
0
0
0
0
0
d07020737e
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the official IAU designation for the most recently discovered dwarf planet and look up its estimated diameter.
astronomy and space
Find the official IAU designation for the most recently discovered dwarf planet and look up its estimated diameter.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
6
1
71.7
0
0
0
0
0
0
0
0
91e94b51f2
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the orbital eccentricity of Pluto and calculate its perihelion and aphelion distances in AU, given its semi-major a
astronomy and space
Find the orbital eccentricity of Pluto and calculate its perihelion and aphelion distances in AU, given its semi-major axis is 39.48 AU.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
2
1
17.4
0
0
0
0
0
0
0
0
9db244eec6
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for a list of the top 5 largest moons in the solar system and their diameters, then write a Python script to calc
astronomy and space
Search for a list of the top 5 largest moons in the solar system and their diameters, then write a Python script to calculate the average diameter of these five.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
5
1
32.7
0
0
0
0
0
0
0
0
4307ca959f
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the chemical composition percentages of the Sun's photosphere and use Python to determine the total mass of H
astronomy and space
Search for the chemical composition percentages of the Sun's photosphere and use Python to determine the total mass of Helium in a hypothetical 1-cubic-meter sample given the Sun's average density.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
5
1
45.1
0
0
0
0
0
0
0
0
85c6839660
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the current number of active satellites in orbit and then use a Python loop to simulate a basic probability d
astronomy and space
Search for the current number of active satellites in orbit and then use a Python loop to simulate a basic probability distribution of their decay over 10 years given a 5% annual decay rate.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
4
1
74.3
0
0
0
0
0
0
0
0
27878b82cd
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the current value of the Hubble constant from the most recent Planck mission data and calculate the age of th
astronomy and space
Search for the current value of the Hubble constant from the most recent Planck mission data and calculate the age of the universe in billions of years using the formula 1/H0.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
3
1
29.5
0
0
0
0
0
0
0
0
82c532dcac
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the latest reported mass of the star Betelgeuse and calculate its Schwarzschild radius using Python.
astronomy and space
Search for the latest reported mass of the star Betelgeuse and calculate its Schwarzschild radius using Python.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
4
1
23.8
0
0
0
0
0
0
0
0
07e1539ec4
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the orbital period of Jupiter and calculate how many Earth days it takes to complete 15.5 orbits.
astronomy and space
Search for the orbital period of Jupiter and calculate how many Earth days it takes to complete 15.5 orbits.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
2
1
17.9
0
0
0
0
0
0
0
0
b7ffc24deb
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the surface gravity of Venus and calculate the weight of a 75kg human on its surface using Python.
astronomy and space
Search for the surface gravity of Venus and calculate the weight of a 75kg human on its surface using Python.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
2
1
9.9
0
0
0
0
0
0
0
0
0abcf6908b
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
What is the current position of the International Space Station right now?
astronomy and space
What is the current position of the International Space Station right now?
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
6
1
43.8
0
0
0
0
0
0
0
0
87d94fd00a
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Create a Python script that generates a 10MB CSV file of random integers and then measures how long it takes to sort tha
benchmarking and performance measurement
Create a Python script that generates a 10MB CSV file of random integers and then measures how long it takes to sort that list using the built-in sorted() function.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
18.9
0
0
0
0
0
0
0
0
a79e8c81d1
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the current top 3 fastest supercomputers on the TOP500 list and calculate the percentage difference in their Rmax v
benchmarking and performance measurement
Find the current top 3 fastest supercomputers on the TOP500 list and calculate the percentage difference in their Rmax values using Python.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
6
8
8
1
81.8
0
0
0
0
0
0
0
0
d5f39ce6d9
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the default timeout values for the 'Apache Benchmark' (ab) tool and write a Python snippet to convert those seconds
benchmarking and performance measurement
Find the default timeout values for the 'Apache Benchmark' (ab) tool and write a Python snippet to convert those seconds into milliseconds.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
2
1
9.3
0
0
0
0
0
0
0
0
2c918a082f
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the latest stable version of the JMH (Java Microbenchmark Harness) and write a Python script to calculate the geome
benchmarking and performance measurement
Find the latest stable version of the JMH (Java Microbenchmark Harness) and write a Python script to calculate the geometric mean of five hypothetical throughput results: 120, 150, 110, 180, and 140 ops/s.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
7
8
10
1
65.5
0
0
0
0
0
0
0
0
4595c05d27
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Generate a list of 1000 random execution times between 10ms and 500ms in Python and calculate the 95th and 99th percenti
benchmarking and performance measurement
Generate a list of 1000 random execution times between 10ms and 500ms in Python and calculate the 95th and 99th percentile latency.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
12.8
0
0
0
0
0
0
0
0
582eb1cf39
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the common 'sysbench' command used to test CPU performance and explain what the '--threads' flag does.
benchmarking and performance measurement
Search for the common 'sysbench' command used to test CPU performance and explain what the '--threads' flag does.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
2
1
25.6
0
0
0
0
0
0
0
0
06157672e6
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the current official benchmark scores of the H100 vs A100 GPU for FP64 TFLOPS and summarize them.
benchmarking and performance measurement
Search for the current official benchmark scores of the H100 vs A100 GPU for FP64 TFLOPS and summarize them.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
8
1
66
0
0
0
0
0
0
0
0
f3dd8451b7
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the current PCIe 5.0 maximum theoretical transfer rate per lane and calculate the total bandwidth for a x16 s
benchmarking and performance measurement
Search for the current PCIe 5.0 maximum theoretical transfer rate per lane and calculate the total bandwidth for a x16 slot in GB/s using Python.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
2
1
16.1
0
0
0
0
0
0
0
0
2eb41e44bd
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Write a Python script to implement a basic binary search algorithm and measure the number of comparisons needed to find
benchmarking and performance measurement
Write a Python script to implement a basic binary search algorithm and measure the number of comparisons needed to find a target in a generated list of 1 million sorted integers.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
2
1
37.7
0
0
0
0
0
0
0
0
08963841bd
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the most recent publication date for the 'Human Genome Project' final assembly and use Python to calculate how many
biology and bioinformatics
Find the most recent publication date for the 'Human Genome Project' final assembly and use Python to calculate how many days have passed since then.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
4
1
23.8
0
0
0
0
0
0
0
0
a6d23b0c4c
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the official gene symbol for the protein that causes cystic fibrosis and search for its current status in the ClinV
biology and bioinformatics
Find the official gene symbol for the protein that causes cystic fibrosis and search for its current status in the ClinVar database.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
4
1
23.3
0
0
0
0
0
0
0
0
66538ba7ca
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the protein sequence for Human Hemoglobin subunit alpha (HBA1) and use Python to identify all occurrences of the mo
biology and bioinformatics
Find the protein sequence for Human Hemoglobin subunit alpha (HBA1) and use Python to identify all occurrences of the motif 'VHLT'.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
3
1
47.4
0
0
0
0
0
0
0
0
caabfbfcd2
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the latest recommended dosage of adalimumab for plaque psoriasis and summarize the titration schedule.
biology and bioinformatics
Search for the latest recommended dosage of adalimumab for plaque psoriasis and summarize the titration schedule.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
6
8
10
1
124.4
0
0
0
0
0
0
0
0
f61c91f4d7
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the standard molar mass of glucose and use Python to calculate the number of moles in 25.5 grams.
biology and bioinformatics
Search for the standard molar mass of glucose and use Python to calculate the number of moles in 25.5 grams.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
2
1
7.6
0
0
0
0
0
0
0
0
f368dedcbd
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Use the terminal to find all files in the current directory ending in .fasta and count the total number of lines across
biology and bioinformatics
Use the terminal to find all files in the current directory ending in .fasta and count the total number of lines across all of them.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
2
1
7.6
0
0
0
0
0
0
0
0
b5741be48a
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Use the terminal to generate a sequence of 100 random characters (A, C, G, T) and then use a Python script to find the l
biology and bioinformatics
Use the terminal to generate a sequence of 100 random characters (A, C, G, T) and then use a Python script to find the longest repeated k-mer where k=3.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
2
1
33.6
0
0
0
0
0
0
0
0
d29e5e2db7
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Write a Python script to implement the Needleman-Wunsch algorithm for global alignment of two short DNA sequences: 'GATT
biology and bioinformatics
Write a Python script to implement the Needleman-Wunsch algorithm for global alignment of two short DNA sequences: 'GATTACA' and 'GCATGCU'.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
3
1
53.6
0
0
0
0
0
0
0
0
170ad62781
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the atomic radii of the first five elements of the lanthanide series and use Python to calculate the percentage dec
chemistry and materials
Find the atomic radii of the first five elements of the lanthanide series and use Python to calculate the percentage decrease in radius from Lanthanum to Gadolinium.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
7
8
9
1
56.2
0
0
0
0
0
0
0
0
96309a514b
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the IUPAC name for the molecule with the SMILES string 'CC(=O)OC1=CC=CC=C1C(=O)O' and then use Python to calculate
chemistry and materials
Find the IUPAC name for the molecule with the SMILES string 'CC(=O)OC1=CC=CC=C1C(=O)O' and then use Python to calculate its molecular weight.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
70.2
0
0
0
0
0
0
0
0
eea0a14018
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the solubility of potassium nitrate in water at 20, 40, and 60 degrees Celsius, then use Python to calculate the li
chemistry and materials
Find the solubility of potassium nitrate in water at 20, 40, and 60 degrees Celsius, then use Python to calculate the linear regression slope of solubility versus temperature.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
5
1
42.6
0
0
0
0
0
0
0
0
0f7b9307ce
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Lookup the crystal structure of alpha-quartz and then use Python to calculate the volume of its unit cell given the latt
chemistry and materials
Lookup the crystal structure of alpha-quartz and then use Python to calculate the volume of its unit cell given the lattice constants a=4.913 Å and c=5.405 Å.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
2
1
13.9
0
0
0
0
0
0
0
0
94817373e5
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the current standard electrode potential of the Silver/Silver Chloride couple and explain its common use in e
chemistry and materials
Search for the current standard electrode potential of the Silver/Silver Chloride couple and explain its common use in electrochemistry.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
3
1
52.2
0
0
0
0
0
0
0
0
8c4691f913
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the latest reported superconducting transition temperature (Tc) of the LK-99 material and find a peer-reviewe
chemistry and materials
Search for the latest reported superconducting transition temperature (Tc) of the LK-99 material and find a peer-reviewed source that confirms or refutes it.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
7
8
9
1
67.1
0
0
0
0
0
0
0
0
36f15eabcf
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Use Python to calculate the molar mass of a compound with 2 atoms of Carbon, 6 atoms of Hydrogen, and 1 atom of Oxygen,
chemistry and materials
Use Python to calculate the molar mass of a compound with 2 atoms of Carbon, 6 atoms of Hydrogen, and 1 atom of Oxygen, and then determine how many moles are in 50 grams of it.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
8.1
0
0
0
0
0
0
0
0
acd1f4edac
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Use Python to parse a simulated CSV string of 10 titration data points (volume vs pH) and find the volume at the inflect
chemistry and materials
Use Python to parse a simulated CSV string of 10 titration data points (volume vs pH) and find the volume at the inflection point to determine the equivalence point.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
2
1
35
0
0
0
0
0
0
0
0
2973f7e110
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
What are the safety precautions and PPE requirements for handling hydrofluoric acid according to the most recent MSDS?
chemistry and materials
What are the safety precautions and PPE requirements for handling hydrofluoric acid according to the most recent MSDS?
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
6
1
47.4
0
0
0
0
0
0
0
0
5ac08811e9
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
What is the current list of approved PFAS-free surfactants for industrial firefighting foams as of this year?
chemistry and materials
What is the current list of approved PFAS-free surfactants for industrial firefighting foams as of this year?
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
7
8
12
1
181.3
0
0
0
0
0
0
0
0
f1176e51fa
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Write a Python script to simulate a simple 1D random walk of a particle over 1000 steps and calculate the root mean squa
chemistry and materials
Write a Python script to simulate a simple 1D random walk of a particle over 1000 steps and calculate the root mean square displacement.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
11.6
0
0
0
0
0
0
0
0
c043e012be
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the current block reward for Bitcoin and calculate how many blocks must be mined to reach 100 BTC using Python.
cryptography and hashing
Find the current block reward for Bitcoin and calculate how many blocks must be mined to reach 100 BTC using Python.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
2
1
23.9
0
0
0
0
0
0
0
0
2c4d10d023
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the current recommended key size for RSA in 2024 according to NIST and then write a Python script to generate a ran
cryptography and hashing
Find the current recommended key size for RSA in 2024 according to NIST and then write a Python script to generate a random 2048-bit integer to simulate a key.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
2
1
26.7
0
0
0
0
0
0
0
0
25e31b3e57
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the current status of the SHA-1 collision attack (SHAttered) and use Python to generate two different strings that
cryptography and hashing
Find the current status of the SHA-1 collision attack (SHAttered) and use Python to generate two different strings that have the same first 32 bits of a SHA-1 hash via brute force.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
3
1
108.2
0
0
0
0
0
0
0
0
30651a4d52
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the formula for the HMAC algorithm and implement a version of it in Python using only the hashlib and hmac standard
cryptography and hashing
Find the formula for the HMAC algorithm and implement a version of it in Python using only the hashlib and hmac standard libraries.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
5
1
45.2
0
0
0
0
0
0
0
0
950ea77285
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the specifications for the PBKDF2 key derivation function and write a Python script that implements it with 100,000
cryptography and hashing
Find the specifications for the PBKDF2 key derivation function and write a Python script that implements it with 100,000 iterations using SHA-256.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
5
1
68.9
0
0
0
0
0
0
0
0
49342d1fc8
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the current difficulty of the Ethereum network and calculate the probability of a single hash being a winning
cryptography and hashing
Search for the current difficulty of the Ethereum network and calculate the probability of a single hash being a winning block using Python.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
5
1
43.8
0
0
0
0
0
0
0
0
586fbdc637
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the current recommended salt length for bcrypt and write a Python script to generate 5 unique salts following
cryptography and hashing
Search for the current recommended salt length for bcrypt and write a Python script to generate 5 unique salts following that specification.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
7
1
57.4
0
0
0
0
0
0
0
0
7f7db3ee8f
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Use the terminal to find the MD5 hash of the /etc/hostname file and then use Python to check if that hash is present in
cryptography and hashing
Use the terminal to find the MD5 hash of the /etc/hostname file and then use Python to check if that hash is present in a known list of common hashes.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
2
1
16.2
0
0
0
0
0
0
0
0
d1df53e5de
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Create a CSV file with 500 rows of synthetic sensor readings (timestamp, temperature) in python, then use a terminal one
current technology and product research
Create a CSV file with 500 rows of synthetic sensor readings (timestamp, temperature) in python, then use a terminal one‑liner to compute the average temperature.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
7
8
6
1
66.8
0
0
0
0
0
0
0
0
666157c21c
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Download a JSON file of the top 100 smartphone models from a tech review site via web_search, then use python to find th
current technology and product research
Download a JSON file of the top 100 smartphone models from a tech review site via web_search, then use python to find the model with the highest battery capacity-to-price ratio.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
9
8
16
2
154.9
0
0
0
0
0
0
0
0
506f598c6e
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Fetch the latest Apple iMac 24‑inch display resolution from the web, then using python determine the total number of pix
current technology and product research
Fetch the latest Apple iMac 24‑inch display resolution from the web, then using python determine the total number of pixels per square inch.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
3
1
22.4
0
0
0
0
0
0
0
0
5bde6e7756
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the release date of the Sony WH‑1000XM5 headphones on the official Sony site, then calculate the number of days bet
current technology and product research
Find the release date of the Sony WH‑1000XM5 headphones on the official Sony site, then calculate the number of days between that date and today using python.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
6
8
7
1
79.8
0
0
0
0
0
0
0
0
da05ab64c0
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Generate a list of 2000 random product serial numbers (format: three letters followed by four digits) in python, then us
current technology and product research
Generate a list of 2000 random product serial numbers (format: three letters followed by four digits) in python, then use a terminal command to count how many end with an even digit.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
6
8
5
1
85.9
0
0
0
0
0
0
0
0
22dbe4ec6b
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Look up the current MSRP of the Dell XPS 13 (2024 model) on Dell's website and then calculate the price per inch of scre
current technology and product research
Look up the current MSRP of the Dell XPS 13 (2024 model) on Dell's website and then calculate the price per inch of screen size using python.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
9
8
16
2
211.3
0
0
0
0
0
0
0
0
d1639bc18e
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Retrieve the official dimensions (L×W×H in mm) of the Samsung Galaxy Tab S9+ from the web, then calculate its volume and
current technology and product research
Retrieve the official dimensions (L×W×H in mm) of the Samsung Galaxy Tab S9+ from the web, then calculate its volume and surface area with python.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
4
1
19.6
0
0
0
0
0
0
0
0
9bc46c58f6
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the battery capacity (mAh) of the Google Pixel 8 Pro and compute the energy density (mAh per gram) given the
current technology and product research
Search for the battery capacity (mAh) of the Google Pixel 8 Pro and compute the energy density (mAh per gram) given the device weight from the same source, using python.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
3
1
22.8
0
0
0
0
0
0
0
0
17eb1dcbde
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Use a terminal one‑liner to list the top 5 largest files in the sandbox directory, showing their sizes in megabytes.
current technology and product research
Use a terminal one‑liner to list the top 5 largest files in the sandbox directory, showing their sizes in megabytes.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
3
1
112.8
0
0
0
0
0
0
0
0
f0469d5610
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Use web_search to obtain the list of supported video codecs for the Roku Ultra (2023) and then write a python script tha
current technology and product research
Use web_search to obtain the list of supported video codecs for the Roku Ultra (2023) and then write a python script that checks which of those codecs are also supported by the VLC 3.0.19 build.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
9
8
12
2
84.6
0
0
0
0
0
0
0
0
399ffa218a
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Web search for the number of transistors in the Apple M2 chip, then using python compute the average number of transisto
current technology and product research
Web search for the number of transistors in the Apple M2 chip, then using python compute the average number of transistors per square millimeter given the chip die area from the same source.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
8
8
10
1
53.1
0
0
0
0
0
0
0
0
a0c996c02c
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Calculate the 95% confidence interval for a sample of 50 random values centered around 100 with a standard deviation of
data analysis and statistics
Calculate the 95% confidence interval for a sample of 50 random values centered around 100 with a standard deviation of 15 using the math module.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
11.7
0
0
0
0
0
0
0
0
fe4b308e16
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Check the current official inflation rate for the US and then calculate how a $50,000 salary from 2010 would compare in
data analysis and statistics
Check the current official inflation rate for the US and then calculate how a $50,000 salary from 2010 would compare in today's value.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
7
1
143.1
0
0
0
0
0
0
0
0
63002e4e94
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the current federal funds rate set by the Fed and calculate the monthly interest on a $300,000 loan at that rate.
data analysis and statistics
Find the current federal funds rate set by the Fed and calculate the monthly interest on a $300,000 loan at that rate.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
4
1
23.2
0
0
0
0
0
0
0
0
80f2b390ee
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the current stock price of NVIDIA and calculate the percentage change if it drops by 4.2% over three consecutive da
data analysis and statistics
Find the current stock price of NVIDIA and calculate the percentage change if it drops by 4.2% over three consecutive days.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
4
1
50.4
0
0
0
0
0
0
0
0
af00e70739
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Generate a list of 1000 random integers between 1 and 100 and use the collections module to find the most frequent numbe
data analysis and statistics
Generate a list of 1000 random integers between 1 and 100 and use the collections module to find the most frequent number and its occurance rate.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
15.7
0
0
0
0
0
0
0
0
39d54216c2
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Generate two lists of 10 random floats between 0 and 1 and calculate the Pearson correlation coefficient between them us
data analysis and statistics
Generate two lists of 10 random floats between 0 and 1 and calculate the Pearson correlation coefficient between them using only the math library.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
13.3
0
0
0
0
0
0
0
0
8833fdbb32
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Implement a function in Python to calculate the standard error of the mean for a generated dataset of 100 values followi
data analysis and statistics
Implement a function in Python to calculate the standard error of the mean for a generated dataset of 100 values following a normal distribution.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
12.3
0
0
0
0
0
0
0
0
b93ab291f9
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the current gold price per ounce and calculate the total value of 14.5 kilograms of gold.
data analysis and statistics
Search for the current gold price per ounce and calculate the total value of 14.5 kilograms of gold.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
3
1
23.2
0
0
0
0
0
0
0
0
74f85b1b13
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the current population of Tokyo and New York City, then calculate the ratio of their populations using Python
data analysis and statistics
Search for the current population of Tokyo and New York City, then calculate the ratio of their populations using Python.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
3
1
28.6
0
0
0
0
0
0
0
0
d073d36ad4
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the current value of Bitcoin in USD and calculate how many units you could buy with $12,500.
data analysis and statistics
Search for the current value of Bitcoin in USD and calculate how many units you could buy with $12,500.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
3
1
24.3
0
0
0
0
0
0
0
0
eeb9b831a7
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Using the terminal, create a text file with 20 lines of random numbers and then use a python script to calculate the med
data analysis and statistics
Using the terminal, create a text file with 20 lines of random numbers and then use a python script to calculate the median value of those numbers.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
4
1
18.4
0
0
0
0
0
0
0
0
518d78a62b
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Write a Python script to implement a simple linear regression from scratch to find the slope and intercept for the point
data analysis and statistics
Write a Python script to implement a simple linear regression from scratch to find the slope and intercept for the points (1, 2), (2, 3.9), (3, 6.1), and (4, 8.2).
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
9.7
0
0
0
0
0
0
0
0
18ce614895
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the current corporate tax rate in France and Germany, then calculate the tax paid on a hypothetical profit of 2.5 m
economics and public policy data
Find the current corporate tax rate in France and Germany, then calculate the tax paid on a hypothetical profit of 2.5 million euros in each country.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
3
1
56.2
0
0
0
0
0
0
0
0
fd18b58856
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the current exchange rate for EUR to USD and calculate how many USD you would receive for 15,000 EUR after a 0.5% t
economics and public policy data
Find the current exchange rate for EUR to USD and calculate how many USD you would receive for 15,000 EUR after a 0.5% transaction fee.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
7
1
42.8
0
0
0
0
0
0
0
0
bda4c7fdb7
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the current federal funds rate from a reliable source and calculate the monthly interest payment on a $500,000 loan
economics and public policy data
Find the current federal funds rate from a reliable source and calculate the monthly interest payment on a $500,000 loan using that rate.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
6
8
8
1
53.4
0
0
0
0
0
0
0
0
0428875611
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the last three reported unemployment rates for the US and use python to calculate the average and the standard devi
economics and public policy data
Find the last three reported unemployment rates for the US and use python to calculate the average and the standard deviation using only the math module.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
7
8
10
1
61
0
0
0
0
0
0
0
0
bab5bc1565
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Look up the current minimum wage in New York City and calculate the annual salary for a full-time employee working 40 ho
economics and public policy data
Look up the current minimum wage in New York City and calculate the annual salary for a full-time employee working 40 hours a week for 52 weeks.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
6
1
22.6
0
0
0
0
0
0
0
0
9d94c1fad2
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Look up the current population of Nigeria and India, then write a python script to simulate a simple 50-year population
economics and public policy data
Look up the current population of Nigeria and India, then write a python script to simulate a simple 50-year population growth projection for both using a 2% annual growth rate.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
3
1
19.7
0
0
0
0
0
0
0
0
866099eb04
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the current top 5 countries by GDP and use python's collections module to create a dictionary mapping the cou
economics and public policy data
Search for the current top 5 countries by GDP and use python's collections module to create a dictionary mapping the country name to its GDP value.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
6
1
77.6
0
0
0
0
0
0
0
0
34f405b55c
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Search for the most recent GDP growth rate of Japan and South Korea, then use python to calculate the percentage point d
economics and public policy data
Search for the most recent GDP growth rate of Japan and South Korea, then use python to calculate the percentage point difference between them.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
5
1
23.6
0
0
0
0
0
0
0
0
daee39ec35
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Use the terminal to check if the current environment has the 'bc' calculator installed, then use it to calculate the com
economics and public policy data
Use the terminal to check if the current environment has the 'bc' calculator installed, then use it to calculate the compound interest for 10,000 at 4.5% over 5 years.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
4
1
17.9
0
0
0
0
0
0
0
0
e79dea5bab
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Use the terminal to run a shell command that generates a sequence of numbers from 1 to 100, then use python to filter fo
economics and public policy data
Use the terminal to run a shell command that generates a sequence of numbers from 1 to 100, then use python to filter for those that are prime numbers to simulate a basic data sampling task.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
4
1
42.5
0
0
0
0
0
0
0
0
dbef580454
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
What is the current inflation rate in the UK? Use python to determine what $1,000 from one year ago is worth today adjus
economics and public policy data
What is the current inflation rate in the UK? Use python to determine what $1,000 from one year ago is worth today adjusted for that inflation.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
4
1
40.4
0
0
0
0
0
0
0
0
31500a5ea7
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
What is the current price of Gold per ounce? Use python to calculate the total value of 14.2 ounces of gold.
economics and public policy data
What is the current price of Gold per ounce? Use python to calculate the total value of 14.2 ounces of gold.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
4
8
3
1
13.2
0
0
0
0
0
0
0
0
551b339f71
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Calculate the present value of a $10,000 annuity paid annually over 20 years at a 4% discount rate using only the standa
finance and quantitative modelling
Calculate the present value of a $10,000 annuity paid annually over 20 years at a 4% discount rate using only the standard library.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
5.5
0
0
0
0
0
0
0
0
d682750b61
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the current yield of the 10-year U.S. Treasury bond using a reliable financial website.
finance and quantitative modelling
Find the current yield of the 10-year U.S. Treasury bond using a reliable financial website.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
5
8
6
1
45.2
0
0
0
0
0
0
0
0
588d533dd2
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Find the GDP growth rate for China in 2022 from a reliable source, then calculate the compound annual growth rate for a
finance and quantitative modelling
Find the GDP growth rate for China in 2022 from a reliable source, then calculate the compound annual growth rate for a company’s revenue that grew from $5M to $8M over that period.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
3
8
3
1
16
0
0
0
0
0
0
0
0
bb52c11d3f
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Generate a list of 500 random daily returns for a portfolio with a mean of 0.001 and standard deviation of 0.02, then co
finance and quantitative modelling
Generate a list of 500 random daily returns for a portfolio with a mean of 0.001 and standard deviation of 0.02, then compute the Sharpe ratio assuming a risk-free rate of 0.02 per year.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
2
8
1
1
26.9
0
0
0
0
0
0
0
0
6ca62a260c
optiq-lab
chat
deepseek/deepseek-v4-flash-0731
Retrieve the current interest rate on a 30-year fixed mortgage from a financial site, then simulate how much more a $300
finance and quantitative modelling
Retrieve the current interest rate on a 30-year fixed mortgage from a financial site, then simulate how much more a $300,000 loan would cost over 30 years with a 0.5% higher rate using only basic arithmetic.
[ "{\"role\": \"system\", \"content\": \"You are OptiQ Lab, running on the user's own machine. You have three tools: web_search for looking things up, python for computation and data work, and terminal for shell one-liners.\\n\\nThe python and terminal tools run in a container with no network and ONLY the Python stan...
[]
true
6
8
8
1
80.2
0
0
0
0
0
0
0
0