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Get Started Free →Use when designing how one canonical agent core runs across Codex, Claude Code, Gemini CLI, Cursor, and AGENTS.md-compatible tools.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -22% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -24% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -36% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -38% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -27% | 0% |
AGENTS.md as the canonical behavior contract.tools, memory access, limitations, and verification command.
.agentlas/global-commands.json when creating or packagingan agent.
Return a runtime matrix with runtime, entry_point, global_command, adapter_files, memory_access, limitations, and verification.
Other measured skills in the registry, with their headline benchmark lift.