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The dataset generation failed
Error code: DatasetGenerationError
Exception: ValueError
Message: Expected object or value
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 281, in _generate_tables
examples = [ujson_loads(line) for line in batch.splitlines()]
~~~~~~~~~~~^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/utils/json.py", line 20, in ujson_loads
return pd.io.json.ujson_loads(*args, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^
ValueError: Expected object or value
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
type string | text string | content list | tool_call_id string | kind string | title string | status string | reason string | timeout_sec float64 | pending_tool_call_ids list | terminal_trajectory_complete bool |
|---|---|---|---|---|---|---|---|---|---|---|
user_message | 1. Research
We need to analyze a blind LISA-compatible dataset of Milky Way binary systems, as the data comes from a crowded, narrow-band observation. Furthermore, the number and parameters of resolvable Milky Way binary systems are unknown, and the provided instrument noise description may be incomplete. Use sources ... | null | null | null | null | null | null | null | null | null |
agent_message | I'll start by exploring the environment and inputs before planning the analysis. | null | null | null | null | null | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "List input and app directories"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\n/app/:\ntotal 32\ndrwxr-xr-x 1 agent agent 57 Aug 25 17:21 .\ndrwxr-xr-x 1 root root 4096 Aug 2... | toolu_013fXkzgdWpQvvfBXEsDzx5t | execute | Terminal | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Read public manifest"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\n{\n \"aet_normalization\": \"orthonormal matrix stored at /meta/xyz_to_aet\",\n \"analytic_signal_factor\": 0... | toolu_01H6NdxWAMitqYDF4rGURnw6 | execute | Terminal | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Read provenance doc"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\n# Input and model provenance\n\n## What the input represents\n\n`observation.h5` is a controlled, one-year LISA-... | toolu_01KKALhEwzcfeDG4RZoWv6qH | execute | Terminal | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Read public forward model"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\n\"\"\"Public LISA response model for the narrow-band Galactic-binary task.\n\nThe module implements a rigi... | toolu_01EUKnVyWeTeLUbL7auHrtcB | execute | Terminal | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Inspect HDF5 structure"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\ndata/ (group)\ndata/frequency_hz: shape=(5049,) dtype=float64\ndata/tdi_imag: shape=(3, 5049) dtype=float64\... | toolu_01BrKTtAF2HTpQJ8Tw6LtJ5v | execute | Terminal | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Check environment and resources"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\n2.3.2 1.16.1 3.14.0 3.10.5\n3.12.11 (main, Sep 30 2025, 00:38:52) [GCC 14.2.0]\n1\n/bin/bash: line 1... | toolu_01VoJVH66gL1VzjiVdnD9dq4 | execute | Terminal | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Inspect data arrays"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\nMemTotal: 791901920 kB\nMemFree: 221866092 kB\nMemAvailable: 642234344 kB\nfreq 0.002920019266357... | toolu_01AdRQV1K99MLE4TCpezAFht | execute | Terminal | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
agent_message | Let me start literature research in parallel with data exploration. | null | null | null | null | null | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "You are a research assistant gathering PEER-REVIEWED literature for a scientific paper on inferring a catalog of LISA Galactic binaries (GBs) from a blind, narrow-band, frequency-domain A/E/T TDI dataset.\n\nFIRST: call ToolSearch with q... | toolu_01YQS9R9LCEHZHb8emeyLfN1 | think | Task | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "You are a research assistant gathering PEER-REVIEWED literature for a scientific paper analyzing a blind narrow-band LISA A/E/T TDI dataset where the provided instrument noise description is explicitly stated to be possibly incomplete (\... | toolu_01DbT56NFfYmpD9efwEngLxJ | think | Task | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Tool: WebSearch"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "Tool: WebFetch"
}
}
] | toolu_01BWh4VonwErURRRTKBJXAMx | other | ToolSearch | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebSearch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt... | toolu_01ADw9hJWfjNr1HTPyy6mpTr | fetch | "Littenberg 2011 "A detection pipeline for galactic binaries in LISA data" Physical Review D" | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebSearch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt... | toolu_01LZXfpvSzGaWq3cb6gPEaDW | fetch | "Littenberg Cornish Lackeos Robson 2020 "Global analysis of the gravitational wave signal from Galactic binaries" PRD 101 123021" | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebFetch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt ... | toolu_01178BcEpzMraYKeK5b14KtD | fetch | Fetch https://arxiv.org/a/littenberg_t_1 | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebFetch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt ... | toolu_01TrzXBdcsy9oHfdGicX6814 | fetch | Fetch http://export.arxiv.org/api/query?search_query=all:%22detection%20pipeline%20for%20galactic%20binaries%22&max_results=10 | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```console\ntotal 20\ndrwxr-xr-x 1 agent agent 57 Aug 25 17:21 .\ndrwxr-xr-x 1 root root 4096 Aug 25 17:21 ..\ndrwxr-xr-x 2 agent agent 41 Aug 25 17:21 .claude\n-rw-r--r-- 1 agent agent 12369 Jan 1 1970 lisa_response.py\n```"
... | toolu_01VPbnLGMComB1DgCs8PTxWD | execute | ls -la 2>&1 | head -50 | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Tool: WebSearch"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "Tool: WebFetch"
}
}
] | toolu_017LqEGcGwfTHfeXbiznz36W | other | ToolSearch | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use Bash has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt to w... | toolu_01WPfYBN1qXGfh3mUL3NJRvX | execute | curl -s -m 20 "http://export.arxiv.org/api/query?search_query=all:electron&max_results=1" 2>&1 | head -20; echo "EXIT:$?" | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "You are a research assistant gathering PEER-REVIEWED literature for a scientific paper on detecting LISA Galactic binaries (GBs) in a narrow frequency band under SEVERE compute constraints (single CPU core, a few hours wall clock).\n\nFI... | toolu_018vVp9Lx4pCMbek8wZhLN5w | think | Task | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebSearch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt... | toolu_01VrCjis14VZcTcLNkmZHmNr | fetch | "Littenberg Cornish 2015 "Bayesian inference for spectral estimation of gravitational wave detector noise" Physical Review D 91 084034" | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebSearch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt... | toolu_01WLEZn7qRazRm6ctBMqBJHj | fetch | "Cornish Littenberg 2015 BayesWave "Bayeswave: Bayesian inference for gravitational wave bursts and instrument glitches" Classical Quantum Gravity 32 135012" | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```console\ntotal 4\ndrwxr-xr-x 2 agent agent 41 Aug 25 17:21 .\ndrwxr-xr-x 1 agent agent 57 Aug 25 17:21 ..\n-rw-r--r-- 1 agent agent 438 Aug 25 17:21 settings.local.json\n{\n \"permissions\": {\n \"allow\": [\n \"Bash(ls -la... | toolu_01BC2f9hEcFszwhFnzrvrS5Q | execute | ls -la /app/.claude && cat /app/.claude/*.json 2>/dev/null | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebFetch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt ... | toolu_0198cJqhzNUUGHsv4sX65TrC | fetch | Fetch https://export.arxiv.org/api/query?search_query=ti:%22Bayesian%20inference%20for%20spectral%20estimation%20of%20gravitational%20wave%20detector%20noise%22&max_results=5 | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebFetch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt ... | toolu_01AvcCaXjPkRQG3QdZMySPyX | fetch | Fetch https://export.arxiv.org/api/query?search_query=ti:%22BayesWave%22&max_results=15 | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```console\ntotal 20\ndrwxr-xr-x 1 agent agent 57 Aug 25 17:21 .\ndrwxr-xr-x 1 root root 4096 Aug 25 17:21 ..\ndrwxr-xr-x 2 agent agent 41 Aug 25 17:21 .claude\n-rw-r--r-- 1 agent agent 12369 Jan 1 1970 lisa_response.py\n```"
... | toolu_01NmsQAmtGMkqPBdq4Az9MQ8 | execute | ls -la /app 2>&1 | head -50 | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use Bash has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt to w... | toolu_01HRA5CoUn5vJhRghpG9PpwE | execute | curl -s -m 15 -o /dev/null -w "%{http_code}" https://export.arxiv.org/api/query?search_query=all:BayesWave 2>&1; echo " <- arxiv"; curl -s -m 15 -o /dev/null -w "%{http_code}" https://api.crossref.org/works/10.1103/PhysRevD.91.084034 2>&1; echo " <- crossref" | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "You are a research assistant gathering PEER-REVIEWED literature for a scientific paper that must demonstrate the reliability of a blind gravitational-wave source catalog WITHOUT access to ground truth.\n\nFIRST: call ToolSearch with quer... | toolu_014RSoGVZ7jbavHwyGDUo71t | think | Task | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Tool: WebSearch"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "Tool: WebFetch"
}
}
] | toolu_01Dazy4SsgTiZT3kpvaTPGuG | other | ToolSearch | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use Bash has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt to w... | toolu_01HrK7SchzXM877qWEPa6iGc | execute | ls -la /app/.claude/ && echo "---SETTINGS---" && for f in /app/.claude/*; do echo "== $f =="; head -100 "$f"; done | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\n<tool_use_error>Cancelled: parallel tool call Bash(ls -la /app/.claude/ && echo \"---SETTING…) errored</tool_use_error>\n```"
}
}
] | toolu_01QFnZxJAtxT5DGL6GiPnR5T | search | Find `**/*.{bib,bibtex,ris,nbib}` | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebSearch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt... | toolu_014YpD9KAMi9Ef5m32hkjbzP | fetch | "Cornish Littenberg 2007 "Tests of Bayesian model selection techniques for gravitational wave astronomy" PRD 76 083006" | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebSearch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt... | toolu_01Q5pnsawBzHaN3xTRzAU6bP | fetch | "Krolak Tinto Vallisneri 2004 "Optimal filtering of the LISA data" Physical Review D 70 022003 F-statistic" | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "No files found"
}
}
] | toolu_017jgH4yxnVgZpaNWP59agnC | search | Find `**/*.{bib,bibtex,ris,nbib,pdf}` | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "lisa_response.py\n.claude/settings.local.json"
}
}
] | toolu_01U44yCZkqtPqvaHbv1FGJtV | search | Find `/app/**/*` | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\n1\t{\n2\t \"permissions\": {\n3\t \"allow\": [\n4\t \"Bash(ls -la /root/input/ /app/ /root/ 2>&1 | head -60)\",\n5\t \"Bash(cat /root/input/public_manifest.json)\",\n6\t \"Bash(python -c ' *)\",\n7\t \"Bash(p... | toolu_01HqeKVzvjvXvSYS4FRbWZ68 | read | Read .claude/settings.local.json | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebFetch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt ... | toolu_01Tj9ozutvVzJtnL3NTD6BVH | fetch | Fetch https://arxiv.org/abs/0704.1808 | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebFetch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt ... | toolu_01VJYKoTmwjqKGdGRhpUcBXB | fetch | Fetch http://export.arxiv.org/api/query?search_query=all:%22Optimal%20filtering%20of%20the%20LISA%20data%22&max_results=5 | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use Bash has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt to w... | toolu_01V1EkkUsYmbm18xrvcMQsYi | execute | ls -la /root/input/ /app/ /root/ 2>&1 | head -60 | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use Bash has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt to w... | toolu_01BrSpzzv2JhzCsfYzSTY5AV | execute | curl -s -m 20 -o /tmp/t.xml -w "%{http_code}\n" "http://export.arxiv.org/api/query?search_query=all:%22Optimal+filtering+of+the+LISA+data%22&max_results=3" ; ls -la /tmp/t.xml 2>/dev/null | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\n<tool_use_error>Cancelled: parallel tool call Bash(curl -s -m 20 -o /tmp/t.xml -w \"%{http_c…) errored</tool_use_error>\n```"
}
}
] | toolu_01EfjZenrCyQyWhszidmZLd9 | execute | ls -la /app 2>/dev/null | head -50 | failed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Tool: WebSearch"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "Tool: WebFetch"
}
}
] | toolu_013xKUTeMFyNzrGssuUbBPPX | other | ToolSearch | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
agent_message | Now let me explore the data while research runs. | null | null | null | null | null | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Whiten data and check statistics"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\nper-channel mean |z|^2 (expect 1 if pure nominal noise): [1.08579665 1.07395602 1.00896586]\nmedian... | toolu_01GNeLMfo4DAruw2L86DW7Rv | execute | Terminal | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": ".claude/settings.local.json"
}
}
] | toolu_01SiSFtBZWAWffhG5Wd2ptM7 | search | Find `/app` `**/*.{bib,bbl,tex,md,pdf,json,csv}` | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebSearch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt... | toolu_018DF9Ksi6gZCcWfUEjPfVXr | fetch | "Talts Betancourt Simpson Vehtari Gelman "Validating Bayesian Inference Algorithms with Simulation-Based Calibration" arXiv 1804.06788" | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebSearch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt... | toolu_01Px7CDkPG7G2sJB2MkKft9s | fetch | "Cook Gelman Rubin 2006 "Validation of software for Bayesian models using posterior quantiles" Journal of Computational and Graphical Statistics 15 675 DOI" | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\n1\t{\n2\t \"permissions\": {\n3\t \"allow\": [\n4\t \"Bash(ls -la /root/input/ /app/ /root/ 2>&1 | head -60)\",\n5\t \"Bash(cat /root/input/public_manifest.json)\",\n6\t \"Bash(python -c ' *)\",\n7\t \"Bash(p... | toolu_01PGfbhhY5qHnpkkfvmnxrDQ | read | Read .claude/settings.local.json | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use Bash has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt to w... | toolu_01AVgQ7YLBhXbz7upEwmbJo7 | execute | ls -la /root/input/ /app/ /root/ 2>&1 | head -60 | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebFetch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt ... | toolu_01WLHGXHhAu6ujXea6JbTQrg | fetch | Fetch https://arxiv.org/abs/1804.06788 | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebFetch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt ... | toolu_0117LZBvxTD7ffX39d7tQCuQ | fetch | Fetch https://api.crossref.org/works?query.bibliographic=Validation+of+software+for+Bayesian+models+using+posterior+quantiles+Cook+Gelman+Rubin&rows=3 | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "/root/input/PROVENANCE.md\n/root/input/observation.h5\n/root/input/public_manifest.json\n/root/.bashrc\n/root/.profile\n/root/.wget-hsts\n/root/.daytona/sessions/entrypoint/entrypoint_command/output.log\n/root/.daytona/sessions/entrypoin... | toolu_0131HVH8fadecmAuZzQWciTZ | search | Find `/root` `**/*` | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\n1\t# Input and model provenance\n2\t\n3\t## What the input represents\n4\t\n5\t`observation.h5` is a controlled, one-year LISA-compatible frequency-domain simulation. It is not LISA flight data and it is not LISA Pathfinder data. LI... | toolu_01QLEUxGtfx7htLkmjLLL8Ro | read | Read /root/input/PROVENANCE.md | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\n1\t{\n2\t \"aet_normalization\": \"orthonormal matrix stored at /meta/xyz_to_aet\",\n3\t \"analytic_signal_factor\": 0.5,\n4\t \"arm_length_m\": 2500000000.0,\n5\t \"case_seed_commitment_sha256\": \"2b1149eef0c039ac1da611fcd760b... | toolu_01HbKcAnoPwUPLZTjm2QaecK | read | Read /root/input/public_manifest.json | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Tool: WebSearch"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "Tool: WebFetch"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "Tool: TaskStop"
... | toolu_014kxdas6GSMa6HG4B8jSrjY | other | ToolSearch | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use Bash has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt to w... | toolu_01T4B68ZPWD4sZy9GDbkFsgG | execute | curl -sS -m 20 -o /tmp/t.html -w "HTTP %{http_code}\n" https://arxiv.org/abs/1804.06788 2>&1 | head -20; echo "---exit $?" | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\n<tool_use_error>Cancelled: parallel tool call Bash(curl -sS -m 20 -o /tmp/t.html -w \"HTTP %…) errored</tool_use_error>\n```"
}
}
] | toolu_014o6fph3EqoPamqkKY47sav | execute | ls -la /app 2>&1 | head -50 | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "lisa_response.py\n.claude/settings.local.json"
}
}
] | toolu_01HcV3YBnrWb9Emq6sT7UCKL | search | Find `/app` `**/*` | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\nPermission to use WebFetch has been denied. IMPORTANT: You *may* attempt to accomplish this action using other tools that might naturally be used to accomplish this goal, e.g. using head instead of cat. But you *should not* attempt ... | toolu_01G8twa9YEs6UAypBjGExvN8 | fetch | Fetch https://doi.org/10.1103/PhysRevD.70.022003 | failed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\n1\t{\n2\t \"permissions\": {\n3\t \"allow\": [\n4\t \"Bash(ls -la /root/input/ /app/ /root/ 2>&1 | head -60)\",\n5\t \"Bash(cat /root/input/public_manifest.json)\",\n6\t \"Bash(python -c ' *)\",\n7\t \"Bash(p... | toolu_01BZd1pEBDR7SrtuoEawzkzV | read | Read .claude/settings.local.json | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Web search results for query: \"Littenberg Cornish global analysis gravitational wave signal Galactic binaries Physical Review D 101 123021\"\n\nLinks: [{\"title\":\"[PDF] Global analysis of the gravitational wave signal from Galactic bi... | toolu_01SxeXA7gjfASQv6QFgDarxV | fetch | Web search | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```console\n/app/:\ntotal 20\ndrwxr-xr-x 1 agent agent 57 Aug 25 17:21 .\ndrwxr-xr-x 1 root root 4096 Aug 25 17:21 ..\ndrwxr-xr-x 2 agent agent 41 Aug 25 17:26 .claude\n-rw-r--r-- 1 agent agent 12369 Jan 1 1970 lisa_response.p... | toolu_01AEhgeAC1F6rn2RXYRBmQn2 | execute | ls -la /root/input/ /app/ /root/ 2>&1 | head -60 | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\n1\t# Input and model provenance\n2\t\n3\t## What the input represents\n4\t\n5\t`observation.h5` is a controlled, one-year LISA-compatible frequency-domain simulation. It is not LISA flight data and it is not LISA Pathfinder data. LI... | toolu_012eGsvY1BoMGwXzf4UwhGT7 | read | Read /root/input/PROVENANCE.md | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "```\n1\t{\n2\t \"aet_normalization\": \"orthonormal matrix stored at /meta/xyz_to_aet\",\n3\t \"analytic_signal_factor\": 0.5,\n4\t \"arm_length_m\": 2500000000.0,\n5\t \"case_seed_commitment_sha256\": \"2b1149eef0c039ac1da611fcd760b... | toolu_01AnVtkQeEg7d2F9T9WXSNUw | read | Read /root/input/public_manifest.json | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
agent_message | Web tools work for me directly but are denied to subagents. Let me stop those and do the research myself. | null | null | null | null | null | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "{\"message\":\"Successfully stopped task: aab031052ead2be63 (Research GB search algorithms)\",\"task_id\":\"aab031052ead2be63\",\"task_type\":\"local_agent\",\"command\":\"Research GB search algorithms\"}"
}
}
] | toolu_014Mh3LANm1cay1Q9X2tMYbs | other | TaskStop | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "{\"message\":\"Successfully stopped task: a2edd8631c75a090c (Research validation without truth)\",\"task_id\":\"a2edd8631c75a090c\",\"task_type\":\"local_agent\",\"command\":\"Research validation without truth\"}"
}
}
] | toolu_01Btp96jbx8cLqcxKgerimT2 | other | TaskStop | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Find source clusters in whitened spectrum"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\nn groups 4\n bins 2124-2148 f=2.987325-2.988085 mHz width=25 peak_sm=23.5 sumP=384 co... | toolu_01SbWGXDBVDwJtW8JL4nUJP5 | execute | Terminal | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Check off-source noise level and lines"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\nexcluded bins 217\nOFF-SOURCE mean |z|^2 per chan: [0.99938416 1.00389399 0.9956867 ] N= 4832... | toolu_01D3ABCdRh7uVPBs1v5cAW7o | execute | Terminal | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Empirical whitened covariance and correlation checks"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\nEmpirical whitened covariance (should be I):\n[[ 1.0008-0.j -0.028 +0.0014j... | toolu_01XSSV5jHPYMUGE4EXwoPSRd | execute | Terminal | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Test forward model timing and T-channel response"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\ntime for one full waveform: 0.063 s\nunwhitened power A,E,T: [8.48848492e-33 9.4306... | toolu_01UXTecmaoR2QCUMnj1TnirD | execute | Terminal | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Per-cluster channel power ratios"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\ncluster fmHz-range whitened excess (A,E,T) unwhitened excess ratios A:E:T\n2110-2160 ... | toolu_012zU3W9E7HqKZS7sx2ZADKq | execute | Terminal | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Print per-bin power in cluster 2"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\n--- cluster2 (T-anomalous) bins 2440-2492 ---\n 2440 2997.3382uHz A= 1.63 E= 1.42 T= 0.52 ... | toolu_01MArxNJ198Doo6tQ3NyYssR | execute | Terminal | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
agent_message | Now let me build the core fast-waveform engine and validate it against the public forward model. | null | null | null | null | null | null | null | null | null |
tool_call | null | [
{
"type": "diff",
"path": "/root/solution/gbfast.py",
"oldText": null,
"newText": "\"\"\"Fast, exactly-conventioned Galactic-binary waveform generator.\n\nThe public forward model in ``/app/lisa_response.py`` evaluates the LISA\nfirst-generation Michelson response on the full ``N = 16384`` sample ti... | toolu_01HtNXv5MUSB46kuKCATreeV | edit | Write | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Validate fast waveform vs public model"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\nM= 256 max rel L2 = 6.621e-02 median = 5.617e-02\nM= 512 max rel L2 = 4.589e-02 median ... | toolu_01KkTU1DPRH32Q5vyM1392Ts | execute | Terminal | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Noise-weighted validation of fast waveform"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\n M case SNR resid_SNR mismatch peak_relerr\n 256 - 3.7 1.06e-01 ... | toolu_01X3xopkwuJG5VA2x4E8cDSW | execute | Terminal | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Near-peak accuracy vs envelope samples"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\n M halfwin max resid_SNR/SNR max |dz| per bin (SNR25)\n 128 48 8.882... | toolu_019J5Eq9gMj1dyGGWsMDDFbo | execute | Terminal | completed | null | null | null | null |
agent_thought | null | null | null | null | null | null | null | null | null | |
agent_message | The waveform is accurate near-peak but aliases in the tails. Let me optimize it (fewer exponentials) so I can afford a larger envelope grid. | null | null | null | null | null | null | null | null | null |
tool_call | null | [
{
"type": "diff",
"path": "/root/solution/gbfast.py",
"oldText": " def envelope_bases(\n self, frequency_hz: float, fdot_hz_s: float, ra_rad: float, dec_rad: float\n ) -> np.ndarray:\n \"\"\"Return slow A/E/T plus and cross envelopes, shape ``(2, 3, M)``.\"\"\"\n sky = self._s... | toolu_01E4XRadTrZC2fcVCEZoaosW | edit | Edit | completed | null | null | null | null |
tool_call | null | [
{
"type": "content",
"content": {
"type": "text",
"text": "Re-benchmark optimized fast waveform"
}
},
{
"type": "content",
"content": {
"type": "text",
"text": "```console\n M ms/wf max resid/SNR(full) max resid/SNR(+-96bin) mismatch\n 512 0.61 ... | toolu_01VveD9itZdnbfWY5zZ4ovZ2 | execute | Terminal | completed | null | null | null | null |
End of preview.
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
FrontierPhysics PR #72 trajectories
Three no-skill agent rollouts (claude-agent-acp / claude-opus-5, reasoning effort max, Daytona sandbox, benchflow 0.7.5) of the lisa-gb-structured-noise-catalog task at PR head aa389d29, benchmarked 2026-08-25 for https://github.com/benchflow-ai/FrontierPhysics/pull/72.
One folder per run (cl1, cl2, cl3): acp_trajectory.jsonl (full agent trajectory), result.json / config.json / summary.json, verifier/ (pytest CTRF + stdout + reward), and workspace/ (the agent's final deliverables: paper.pdf, catalog.csv, noise_model.csv, reconstruction.h5, diagnostics.json, result.md, run_manifest.json).
Oracle artifacts are deliberately excluded — they are the answer key. (The task's PR tree itself ships the frozen truth ledger for verifier use; these rollouts are published for review evidence, matching the convention of the PR #109 bundle.)
Run outcomes: cl1 5/8 verifier tests (agent wall-clock timeout at 6h), cl2 3/8, cl3 6/8; oracle 8/8 reward 1.0. All rewards 0.0 under the all-or-nothing gate. See the PR #72 review comment for the full report and rubric-review tables.
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