v1.5.3 — Fix: ExplicitTrusted pipeline (policy hints now work)
Bug Fix: explicit causal links → policy hints
When users called link_records(cause_id, effect_id, "causal"), the SDK
accepted the links but never produced policy hints. Fixed.
What was broken
CausalEvidenceMode::ExplicitTrusted was added in 1.5.2 but the causal
and policy pipeline still applied strict repeated-window criteria,
silently rejecting all user-declared causal links.
What was fixed
- Causal evidence gates now respect explicit trust signals
- Policy seed selection accepts explicit-backed patterns
- Confidence scoring falls back to record level when beliefs are not yet formed
- Causal and policy engines now persist correctly between sessions
Result
After 2+ explicit causal links, the cognitive stack surfaces actionable
policy hints — avoid, warn, verify_first — that strengthen over time
as more evidence accumulates.
Upgrade
pip install aura-memory==1.5.3