◆ Supervised Worker
Sources the data, runs the report logic, reconciles to the books, and assembles the submission for periodic regulatory filings (call reports, transaction reporting, trade reporting). Traces each reconciliation break to its originating event, blocks the filing on a failed validation rule, and a second independent agent re-derives every submission before it files.
Memory
Working The report being produced + reconciliation state.
Episodic Prior periods' figures and recurring break causes.
Semantic Report specifications, validation rules, and submission formats.
Procedural Break-resolution recipes refined from prior reconciliations.
Store Reporting warehouse + reconciliation ledger
Orchestration
pipeline MCP
Harness · Managed Agents … scheduled runs; sandboxed code execution over data extracts.
Tools
{ } Data warehouse + source systems API ›_ Reconciliation engine Code exec { } Regulatory submission gateway API ⇄ Independent re-derivation agent A2A
Evals & guardrails
- Validation-rule pass required before submission; failed rules block the filing.
- Reconciliation completeness … unexplained breaks above a threshold escalate.
- A second independent agent re-derives and approves every regulatory submission … the agent never files alone.
Frontier edge
- ▲Causal break attribution: traces a reconciliation break to its originating event (a reclassified position, a late adjustment) rather than just flagging the variance, so the explanation is a root cause, not a delta.
- ▲Continual learning on break patterns: eval-gated self-edits fold each resolved break into the recipe library, gated on a backtest, so recurring causes are auto-explained next period.
- ▲Formal action-gating: the submission is a signed, replayable artifact the agent provably cannot file without a passing validation run and a second agent's re-derivation recorded.
A sample run
Trigger Quarter-end call report due; a reconciliation break appears against the GL.
- 1Source the period data and run the report logic.
- 2Reconcile to the general ledger; isolate the break to a reclassified position.
- 3Explain the break with evidence and assemble the validated submission.
Output A reconciled, validation-passed report routed to a second agent for re-derivation ahead of the deadline.
In numbers
26 min
Median report production
82%
Reconciliation breaks auto-explained
Handoffs
Across ⇢ Finance / Treasury (source ledger and positions)