Design

L10 Agentic chains steps sequentially; downstream steps consume earlier outputs, so errors can propagate.

Chain definition

Step ordering and dependencies
Inputs/outputs per step
Chain-level metrics and pass/fail rules

Gates

Citation integrity and other hard constraints
How gate failures affect scoring and leaderboard inclusion

Artifacts

Trace format for per-step prompts/outputs
Normalized outputs used for deterministic scoring
Report generation inputs