Resume Optimization: a Tokeny case study
Optimize resume content and formatting based on target job requirements, highlighting matching skills. 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.
- job.md
- resume.md
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.
根据目标岗位优化简历，保留已有事实，不编造经验与业绩数字；生成 Word、Markdown 和逐项修改说明。 交付文件：resume.docx、resume.md、changes.md。 验收要点： - 保留 40 篇 FAQ、6 场访谈等事实 - 不添加管理和增长业绩 - 对应岗位要求 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；表格的标题、表头和第一条数据保持同页，单行不要跨页拆分；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。临时网络服务请用系统分配端口（0），记录实际端口，不使用固定端口，避免并发案例互相访问。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
Inputs
job.md: the target role is Product Operations, requiring user feedback organization, basic data analysis, cross-functional collaboration, and content maintenance; SQL is a plus.- Source
resume.md: 2 years of operations experience, help-center maintenance and 40 FAQ articles, weekly data organization in Excel, participation in 6 user interviews, SQLSELECTandGROUP BY, and no management experience.
Processing Steps
- Read and verified the workspace inputs.
- Extracted job keywords and mapped existing facts to them.
- Reorganized the resume around the Product Operations target.
- Wrote itemized change notes, including retained facts and content boundaries.
- Generated the Word file with
python-docx. - Checked the text and Word structure for facts, headings, and pagination settings.
Actual Results
- Generated
resume.md,resume.docx,changes.md,report.md, andreport.en.md. - Retained 40 FAQ articles, 6 user interviews, 2 years of operations experience, weekly Excel data organization, and SQL
SELECT/GROUP BY. - Added no management experience, growth results, or new performance figures.
- The Word version is designed as a compact, table-free layout. The title appears once, is black, and is configured to stay with the following paragraph; actual page count was not independently rendered because no usable Word/PDF renderer was available. Excel and HTML checks are not applicable because those formats were not delivered.
Checks
- Checked keywords and factual consistency in Markdown and reports.
- Re-read the Word file with
python-docxto check the title count, key facts, font color, pagination controls, and table count. - Confirmed that all deliverables exist and are non-empty.
Limitations
- The inputs do not provide company names, dates, education, contact details, specific collaboration partners, or measurable business outcomes, so none were invented.
- No real application submission or external job-posting validation was performed.
- Word was checked through document structure and pagination properties; no temporary web server was started, so there is no port to report.
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.