TEXT
COMMERCIAL
CAPTIONED
Contributors paste code they wrote (a script, a function, a SQL query, a spreadsheet formula) and answer two questions: what it does, and why it was built that way, including the approach rejected. Copied or third-party-licensed code, explanations without the why, and trivial snippets are excluded. One sample per contributor, from a global base strongest in Southeast Asia, the United States and Europe, in whatever languages people work in. Public code is abundant and its reasoning rarely written down: The Stack is huge and permissively licensed, with no record of why a line was written the way it was. The rationale is a decision trace from the author, the supervision reasoning-focused code models lack.
Volume
25,000+
Samples
Contributors
25,000+
Regions
100+ countries
Updated
What’s in the collection and how it’s delivered.
Data modality
Text
Annotated
Captioned (what it does, why, rejected alternative)
Exclusivity
Non-exclusive rights
Capture tool
Typed in the Kled app
Use cases
Code reasoning and rationale generation, code explanation models, design-decision supervision for code LLMs
Format
Plain text
Resolution
Plain text, UTF-8
Total volume
25,000+ samples (approx. 125 MB)
Regions
100+ countries
Purity level
99%+ passed QA review
Where this data comes from and how it’s licensed.
Every file comes straight from the contributor who provided it and is rights-cleared before it’s listed, so your license traces back to the source.
Contributor
Provides the data and uploads it straight to Kled.
Kled
Clears the rights before anything is listed.
Your team
Licenses it under the terms below.
License terms
Non-exclusive commercial training license.
Consent
Each contributor opted in to this use when they uploaded.
Specs reflect the current collection and may change as new data is added. Final terms are set in your license agreement.



