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fc-agentic-0001
zai-org/GLM-5.3-Flash
filesystem
List the files in /var/log and read the first 2 KB of the largest-looking syslog file so I can check for disk errors.
[ { "type": "function", "function": { "name": "list_dir", "description": "List files and directories under a path.", "parameters": { "type": "object", "properties": { "path": { "type": "string", "description": "Absolute directory path" ...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0002
zai-org/GLM-5.3-Flash
filesystem
Find every occurrence of 'TODO: FIXME' under /home/dev/src in Python files, then create a tracking ticket summarizing what you found.
[ { "type": "function", "function": { "name": "search_files", "description": "Regex search across files in a directory tree.", "parameters": { "type": "object", "properties": { "pattern": { "type": "string", "description": "Regular expression...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0003
zai-org/GLM-5.3-Flash
filesystem
Search /srv/app/config for all files containing 'DEBUG = True' and tell me the exact paths.
[ { "type": "function", "function": { "name": "search_files", "description": "Regex search across files in a directory tree.", "parameters": { "type": "object", "properties": { "pattern": { "type": "string", "description": "Regular expression...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0004
zai-org/GLM-5.3-Flash
filesystem
Write a Python script to /home/dev/backup.py that copies all .csv files from /data/incoming to /data/archive, then run it with a 60-second timeout.
[ { "type": "function", "function": { "name": "write_file", "description": "Create or overwrite a file with the given content.", "parameters": { "type": "object", "properties": { "path": { "type": "string", "description": "Absolute file path"...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0005
zai-org/GLM-5.3-Flash
filesystem
I need a report: list everything under /var/www/uploads, and in parallel fetch https://status.internal.example.com/incidents for context on recent upload issues.
[ { "type": "function", "function": { "name": "list_dir", "description": "List files and directories under a path.", "parameters": { "type": "object", "properties": { "path": { "type": "string", "description": "Absolute directory path" ...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0006
zai-org/GLM-5.3-Flash
web
Search the web for the latest Hugging Face Jobs pricing documentation and fetch the actual pricing page so I can compare GPU hourly rates.
[ { "type": "function", "function": { "name": "web_search", "description": "Search the web and return ranked results.", "parameters": { "type": "object", "properties": { "query": { "type": "string", "description": "Search query" }, ...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0007
zai-org/GLM-5.3-Flash
web
Find three recent articles about Python 3.14 performance and summarize them.
[ { "type": "function", "function": { "name": "web_search", "description": "Search the web and return ranked results.", "parameters": { "type": "object", "properties": { "query": { "type": "string", "description": "Search query" }, ...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0008
zai-org/GLM-5.3-Flash
web
Fetch https://docs.example.com/api/rate-limits and https://docs.example.com/api/errors at the same time, then tell me which error codes trigger rate limiting.
[ { "type": "function", "function": { "name": "fetch_url", "description": "Download a URL and return its text content.", "parameters": { "type": "object", "properties": { "url": { "type": "string", "description": "URL to fetch" }, ...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0009
zai-org/GLM-5.3-Flash
web
What does our API documentation say about pagination? Look it up on https://docs.example.com/api/pagination and give me the exact rules.
[ { "type": "function", "function": { "name": "fetch_url", "description": "Download a URL and return its text content.", "parameters": { "type": "object", "properties": { "url": { "type": "string", "description": "URL to fetch" }, ...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0010
zai-org/GLM-5.3-Flash
web
Search for 'GLM function calling benchmark' and give me the top 5 results with titles and URLs.
[ { "type": "function", "function": { "name": "web_search", "description": "Search the web and return ranked results.", "parameters": { "type": "object", "properties": { "query": { "type": "string", "description": "Search query" }, ...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0011
zai-org/GLM-5.3-Flash
code
There's a bug where the average is computed wrong. Run this snippet and fix it: import statistics; data=[1,2,'3',4]; print(statistics.mean(data)). Then explain the fix.
[ { "type": "function", "function": { "name": "run_python", "description": "Execute a Python snippet in a sandbox and return stdout/stderr.", "parameters": { "type": "object", "properties": { "code": { "type": "string", "description": "Python...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0012
zai-org/GLM-5.3-Flash
code
Check the git diff in /home/dev/app (staged changes only) and, if the diff touches deploy scripts, commit it with message 'chore: update deploy scripts'.
[ { "type": "function", "function": { "name": "git_diff", "description": "Show the git diff of the repository.", "parameters": { "type": "object", "properties": { "repo": { "type": "string", "description": "Path to the git repository" ...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0013
zai-org/GLM-5.3-Flash
code
Run `python -m pytest tests/ -x` on /home/dev/app with a 300-second timeout and report the failures.
[ { "type": "function", "function": { "name": "run_shell", "description": "Run a shell command on the workstation and return its output.", "parameters": { "type": "object", "properties": { "command": { "type": "string", "description": "Shell ...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0014
zai-org/GLM-5.3-Flash
code
I have two candidate sorting algorithms. Benchmark them side by side with Python on 100k random integers and tell me which is faster.
[ { "type": "function", "function": { "name": "run_python", "description": "Execute a Python snippet in a sandbox and return stdout/stderr.", "parameters": { "type": "object", "properties": { "code": { "type": "string", "description": "Python...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0015
zai-org/GLM-5.3-Flash
code
Run `ps aux | grep worker` and `df -h` on the workstation in parallel and flag anything suspicious (high CPU, disk above 80%).
[ { "type": "function", "function": { "name": "run_shell", "description": "Run a shell command on the workstation and return its output.", "parameters": { "type": "object", "properties": { "command": { "type": "string", "description": "Shell ...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0016
zai-org/GLM-5.3-Flash
git
Commit all changes under /home/dev/webapp with the message 'feat: add rate limiter', but first show me the diff so your commit message is accurate.
[ { "type": "function", "function": { "name": "git_diff", "description": "Show the git diff of the repository.", "parameters": { "type": "object", "properties": { "repo": { "type": "string", "description": "Path to the git repository" ...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0017
zai-org/GLM-5.3-Flash
git
Look at the unstaged diff in /home/dev/api and open a ticket describing every modified file.
[ { "type": "function", "function": { "name": "git_diff", "description": "Show the git diff of the repository.", "parameters": { "type": "object", "properties": { "repo": { "type": "string", "description": "Path to the git repository" ...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0018
zai-org/GLM-5.3-Flash
orchestration
Prepare the Q3 revenue summary: query the analytics database for monthly revenue, and in parallel search the web for our public press release so you can reconcile the numbers.
[ { "type": "function", "function": { "name": "sql_query", "description": "Run a read-only SQL query on the analytics database.", "parameters": { "type": "object", "properties": { "database": { "type": "string", "description": "Database name"...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0019
zai-org/GLM-5.3-Flash
orchestration
Spawn a research sub-agent to investigate the failing CI job, giving it only web_search and fetch_url, and report back what it should check first.
[ { "type": "function", "function": { "name": "spawn_agent", "description": "Spawn a sub-agent with a specific task and tool budget.", "parameters": { "type": "object", "properties": { "name": { "type": "string", "description": "Short agent n...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0020
zai-org/GLM-5.3-Flash
orchestration
I want a full codebase audit of /home/dev/monolith. Spawn two sub-agents in parallel: one to map the module structure, one to flag security issues. Give each an appropriate tool budget.
[ { "type": "function", "function": { "name": "spawn_agent", "description": "Spawn a sub-agent with a specific task and tool budget.", "parameters": { "type": "object", "properties": { "name": { "type": "string", "description": "Short agent n...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0021
zai-org/GLM-5.3-Flash
orchestration
Query the 'metrics' database for the last 7 days of error counts grouped by service, then deploy the 'ingest' service to staging with image tag 'v2.4.1'.
[ { "type": "function", "function": { "name": "sql_query", "description": "Run a read-only SQL query on the analytics database.", "parameters": { "type": "object", "properties": { "database": { "type": "string", "description": "Database name"...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0022
zai-org/GLM-5.3-Flash
orchestration
Run a Python snippet that generates 1000 synthetic user records and save them to /data/synth/users.jsonl, then commit the generator script to /home/dev/tools.
[ { "type": "function", "function": { "name": "run_python", "description": "Execute a Python snippet in a sandbox and return stdout/stderr.", "parameters": { "type": "object", "properties": { "code": { "type": "string", "description": "Python...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0023
zai-org/GLM-5.3-Flash
data-pipeline
Search /home/dev/etl for hardcoded credentials (patterns like 'password=' or 'secret_key'), and if you find any, open a security ticket immediately.
[ { "type": "function", "function": { "name": "search_files", "description": "Regex search across files in a directory tree.", "parameters": { "type": "object", "properties": { "pattern": { "type": "string", "description": "Regular expression...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0024
zai-org/GLM-5.3-Flash
data-pipeline
Check disk usage on the workstation and read the tail of /var/log/app/server.log to see if log growth explains it.
[ { "type": "function", "function": { "name": "run_shell", "description": "Run a shell command on the workstation and return its output.", "parameters": { "type": "object", "properties": { "command": { "type": "string", "description": "Shell ...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...
fc-agentic-0025
zai-org/GLM-5.3-Flash
data-pipeline
Query 'warehouse' for tables with more than 10 million rows, and fetch our data-retention policy from https://intranet.example.com/policies/retention to see which of them should be archived.
[ { "type": "function", "function": { "name": "sql_query", "description": "Run a read-only SQL query on the analytics database.", "parameters": { "type": "object", "properties": { "database": { "type": "string", "description": "Database name"...
[ { "role": "system", "content": "You are an autonomous agent operating a development workstation. You have access to the tools listed below. When the user's request requires an action or real data, use the tools; do not fabricate results. When several actions are independent, call the corresponding tools in ...

Synthetic function-calling dataset (agentic/tools)

25 single- and multi-turn agentic function-calling trajectories generated with zai-org/GLM-5.3-Flash via HF Inference Providers. Domains: filesystem, web, code/terminal, git, sub-agent orchestration, data pipelines. Each record carries tools (JSON-schema tool definitions), messages (system, user, assistant with tool_calls, optional tool results), domain and scenario.

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