# Tim O'Reilly argues shareable context may replace source code as software's key artifact

> Original title: The New Knowledge Artifacts of the AI Economy

- Source: O'Reilly Radar
- Published: 2026-11-05T18:18:39.000Z
- Bad Influence: https://badinfluence.news/items/yiqt7618jr1z3jmyaejmetci5
- Original: https://www.oreilly.com/radar/the-new-knowledge-artifacts-of-the-ai-economy/

## Summary

Tim O'Reilly argues that as AI makes code cheap to generate, the valuable shareable artifacts may become prompts, specs, context bundles, and evals rather than source code. He draws on the history of open source, the web, and grain grading standards to frame the shift. He notes that Anthropic is building an internal-only Git replacement called Scion, and that holdout sets for evals need protection from leaking into training data.