◆ Autonomous Monitor
Watches the lending portfolio continuously for the events that matter … covenant breaches, financial deterioration, rating actions, drawdown spikes … and raises an early-warning flag with the evidence assembled and the breached covenant clause cited.
Memory
Working The triggering event and the borrower's last-known credit profile.
Episodic The borrower's covenant and performance history.
Semantic Covenant definitions, early-warning indicators by sector.
Store Borrower knowledge graph + covenant-event log
Orchestration
swarm MCPA2A
Harness · Managed Agents … always-on monitors per borrower cohort; event-driven runs.
Tools
{ } Loan servicing + financials feed API ›_ Covenant compliance checks Code exec ⌕ Rating + adverse-media monitor Retrieval ⇄ Early-warning escalation A2A
Evals & guardrails
- Trigger precision tracked; a missed covenant breach is a control failure.
- Early-warning flags above a severity band route to the chief-credit agent.
- Every flag ships with cited evidence and the breached covenant clause.
Frontier edge
- ▲Proactive / anticipatory: predicts which borrowers are drifting toward a breach from leading indicators and flags before the covenant test date, not after.
- ▲Self-improving fleet: early-warning patterns learned on one borrower cohort propagate across the monitoring swarm between runs.
- ▲Causal reasoning: counterfactual analysis separating genuine credit deterioration from seasonal or one-off noise before it escalates.
A sample run
Trigger Quarterly financials post for a borrower; leverage covenant looks tight.
- 1Recompute the leverage and coverage covenants from the filing.
- 2Compare against the facility's covenant levels and headroom history.
- 3Pull recent rating actions and adverse media.
- 4Assemble an early-warning packet if headroom is breached or thin.
Output An early-warning flag with the breached covenant, the trend and cited evidence … escalated to the chief-credit agent; clean borrowers logged and skipped.
In numbers
100%
Borrowers under continuous review
median < 1 h from filing
Covenant breach detection lag
Handoffs
Fed by ← Facility Structuring Agent
Across ⇢ Risk → credit risk for watchlist and provisioning decisions