Choose the file you need at the end
Kimi Agent combines research and creation tools around a requested outcome. The official overview describes documents, spreadsheets, presentations and web-app work. For an initial evaluation, choose a public-source comparison brief with a table of claims and their supporting URLs. Decide which file the next person must edit, what belongs in it and which statements require evidence. A long response alone does not establish a usable deliverable.
Split research from presentation
The limits guide recommends clear constraints and staged work, and notes that early details can be lost across revisions. First inspect a source table, then approve an outline, then request the final document or slides. Keep the reviewed table outside the conversation as a reference. Check whether an omitted qualifier or changed date reappears correctly after a formatting request.
Inspect the artifact, not just its preview
For a spreadsheet, verify calculations against the original inputs and open the downloaded file in the application your team uses. For a web prototype, test the backend and record permissions as well as the visible pages. The documentation distinguishes preview, manual publication and code export. Keep a separate decision for making anything public. These checks are proposed evaluation steps; no Kimi output was generated for this listing.
Understand the shared allowance
The official billing guide describes a shared membership allowance consumed according to actual token use. Work in another included feature can therefore matter to the remaining budget. Track the complete research-and-revision task, and inspect the current account’s balance and refresh rules. Do not substitute model API prices for the hosted Agent’s membership model or assume that an exported artifact removes future operating costs.
Resolve the service agreement before customer work
The current service terms describe personal-use scenarios and allow module-specific agreements to take precedence. Confirm the agreement that covers an organizational or customer-facing project. They also address input/output use for model optimization and available contact-based controls. Avoid uploading confidential material until that handling is understood. Kimi Agent is a hosted product; a separately released model’s weights or license do not establish rights to self-host the complete Agent service.
Who should consider it
Kimi Agent is a candidate for someone who can define an office or research artifact and inspect it before reuse. Chinese documentation and English help pages are available; that is evidence of documented language support, not an independent assessment of translation or Chinese typography. Account eligibility, payment and access from a particular country remain untested here. Start with public material and a small deliverable whose evidence and editability you can check.