Shared context lets AI clients stop starting from zero
A separate context layer lets multiple AI clients read shared project context without a human manually copying memory.
Capability delta
- Before: Each AI client learns the project separately and loses context when the user switches tools.
- Enabling change: A shared MCP-compatible context layer exposes structured memory outside one client.
- After: Different agents can reuse the same governed project context.
- Human consequence: The user spends less time carrying decisions, architecture notes, and preferences between Claude, Codex, Cursor, and other clients.
Source ledger
Publishable sources attached to this record.
| # | Source | Role | Public status |
|---|---|---|---|
| 1 | unabyss.comsource | primary receipt | source_urls |
| 2 | producthunt.comsource | supporting receipt | source_urls |
This delta is source-inspected, not workflow-tested. It should live as an early signal, not as a claim that shared context has already become standard infrastructure.