Task Prompt
I was reviewing my sports data on my computer, and I am sure that the average score of the athletes is less than 80, while my father believes it is over 100. Can you help me determine who is correct?
I was reviewing my sports data on my computer, and I am sure that the average score of the athletes is less than 80, while my father believes it is over 100. Can you help me determine who is correct?
Open in GymI was reviewing my sports data on my computer, and I am sure that the average score of the athletes is less than 80, while my father believes it is over 100. Can you help me determine who is correct?
---
name: workspace-filesystem
description: The virtual filesystem layout of this workspace.
---
# Virtual Filesystem
You work in a terminal over a virtual filesystem. Read files with shell
commands.
Command output comes back whole, however long. Some files here are large,
so point `grep -r`, `rg`, `find` and `cat` at the directory or file you
need rather than at a whole mount.
| path | what it is |
|---|---|
| `/data` | Your files. |
| `/tmp` | Scratch space, in memory. || name | workspace-filesystem |
|---|---|
| description | The virtual filesystem layout of this workspace. |
Virtual Filesystem
You work in a terminal over a virtual filesystem. Read files with shell commands.
Command output comes back whole, however long. Some files here are large, so point grep -r, rg, find and cat at the directory or file you need rather than at a whole mount.
| path | what it is |
|---|---|
/data | Your files. |
/tmp | Scratch space, in memory. |
---
name: workspace-commands
description: Use when running commands in this workspace - which commands exist, what they can do, and what the interpreter supports.
---
# Available commands
Standard Unix commands, among them:
cat head tail ls find grep wc sort uniq cut tr sed awk
diff tee xargs jq
with pipes, `>` redirection and `$(...)` substitution.
Do not probe the machine with `which`, `type`, `--version`, `env`, `ps`,
`echo $PATH`, `ls /usr/bin` or `cat /usr/bin/<command>`: they tell you
nothing about the task.
A filename with a space in it needs quoting, as it would in any shell.
## python3
Execute Python code and return stdout and stderr. Code can be pasted into a
`.py` file and run with `python3`. Python cannot launch subprocesses or make
direct network requests. Run the documented service commands directly in
the shell. Use Python for local file processing and generating JSON
arguments.| name | workspace-commands |
|---|---|
| description | Use when running commands in this workspace - which commands exist, what they can do, and what the interpreter supports. |
Available commands
Standard Unix commands, among them:
cat head tail ls find grep wc sort uniq cut tr sed awk
diff tee xargs jqwith pipes, > redirection and $(...) substitution.
Do not probe the machine with which, type, --version, env, ps, echo $PATH, ls /usr/bin or cat /usr/bin/<command>: they tell you nothing about the task.
A filename with a space in it needs quoting, as it would in any shell.
python3
Execute Python code and return stdout and stderr. Code can be pasted into a .py file and run with python3. Python cannot launch subprocesses or make direct network requests. Run the documented service commands directly in the shell. Use Python for local file processing and generating JSON arguments.
| Model | VFS | MCP | VFS Tokens | MCP Tokens | Token Reduction Rate |
|---|---|---|---|---|---|
| Claude Opus 5.5 | 1/1 | 1/1 | 12.4k | 715k | 98% |
| GPT-6.1 Sol | 1/1 | 1/1 | 3.13k | 7.19k | 56% |
| GPT-5.6 Luna | 1/1 | 1/1 | 4.18k | 421k | 99% |
| Claude Haiku 5.5 | 1/1 | 1/1 | 91.0k | 968k | 91% |
| Gemini 3.8 Flash | 1/1 | 1/1 | 50.2k | 87.2k | 42% |