Lab Report Writing: a Tokeny case study
Generate standardized lab reports from experimental data and process records. Follow the recorded task, execution screenshots, actual files and verification notes.
By the Tokeny team · Windows · Tokeny 1.7.8 · gpt-6-sol
Prepare the inputs
Create a separate workspace in Tokeny, download and unpack the sample inputs, then select a model that supports tools. The sample uses synthetic data or the public sources named in the article.
- experiment.csv
Send the task to Tokeny
The original task was executed in Chinese. Copying these instructions reproduces the same task; the results below include an English report.
把温度与溶解时间的合成实验记录写成 Word 实验报告，计算各温度均值，讨论控制变量和小样本误差，输出可复算 CSV。 交付文件：lab-report.docx、summary.csv。 验收要点： - 均值 120、78、48 秒 - 不将合成数据当真实实验结论 - 写明控制变量 这是使用合成演示输入或指定公开资料的真实操作案例。请先读取工作空间输入，再实际生成文件并自检。所有写入、脚本与临时服务限于当前工作空间；临时服务只监听 127.0.0.1，执行后关闭；不触达外部收件人、不发布、不付款、不更改系统设置，不调用子智能体。需要公开资料时可读取给定 URL。只启用完成任务必需的工具。另写 report.md（中文）和 report.en.md（英文），简洁、完整，包含输入、处理步骤、真实结果、检查方式和局限；失败或未验证部分如实记录，不能宣称成功。最终回复用中文列出产物、关键结果与待核实项。 排版检查：Word 主标题仅出现一次，标题为黑色且与后续正文或表格保持同页；Excel 表头和长文字不能被窄列截断，合理设置列宽、换行、行高；HTML 在 390px 视口不能整页横向溢出。报告没有固定字数要求，不要为字数反复改写。
The recorded run used an isolated demonstration workspace. Review the commands and file paths before approving operations in your own workspace.
What actually ran
The task was submitted through the Tokeny input box. An online model read the inputs and executed tools. This run covers the local sample task and its actual files. Results and checks are recorded below.
Results and verification
Input
- Input file:
experiment.csv, 9 valid records. - Fields:
temperature_c(°C),trial, andtime_s(seconds). - Data status: synthetic demonstration input, not real experimental measurements.
Processing
- Read the CSV and group records by temperature.
- Compute the arithmetic mean dissolution time for each group.
- Compute sample standard deviation (n−1 denominator) and write the results to
summary.csv.
Results
| Temperature (°C) | n | Mean (s) | Sample SD (s) |
|---|---|---|---|
| 20 | 3 | 120 | 6.00 |
| 40 | 3 | 78 | 3.00 |
| 60 | 3 | 48 | 3.00 |
Recalculation: 20°C = (120+126+114)/3 = 120; 40°C = (75+81+78)/3 = 78; 60°C = (48+51+45)/3 = 48.
Controlled Variables
A real experiment should keep solute identity and mass, solvent identity and volume, vessel, stirring method and speed, timing criteria, equilibration time, and environmental conditions constant. The input file cannot verify whether these conditions were actually controlled.
Checks
Verify 9 valid input rows, 3 rows per temperature, and means of 120, 78, and 48 seconds in summary.csv. Verify that the Word title appears once and is black.
Limitations
There are only n=3 observations per temperature, so means and standard deviations are unstable. Synthetic data cannot support real causal, significance, or population-error conclusions. These results demonstrate processing only and must not be treated as conclusions from a real experiment.
Verification Status
CSV recalculation, DOCX ZIP/XML integrity, mean checks, and title uniqueness checks passed. The dedicated DOCX schema validation was not completed because defusedxml is missing. Local PDF rendering was not completed because the conversion script failed its socket.AF_UNIX compatibility check under the current Windows Python. Visual rendering acceptance is therefore not claimed.
Download and inspect the outputs
The archive contains the files created during this run. Use these checks when adapting the example to your own data.
- Reconcile the reported results against the downloadable sample inputs.
- Open the generated files and check the contents relevant to your task.
- Review the limitations and any unverified steps in the report.