◆ Autonomous Worker
Takes the staged trade lists, sequences and routes them for best execution, watches the fills, and reconciles back to the model. The order-path layer between a rebalance decision and a settled book.
Memory
Working The trade list, working orders and fill state.
Episodic Recent execution quality by venue and security.
Semantic Best-execution policy, venue routing rules, market-impact heuristics.
Store Order/execution store + TCA results
Orchestration
pipeline MCP
Harness · Managed Agents … low-latency loop; event-driven on fills.
Tools
{ } Order management + EMS API { } Market data + liquidity API ›_ Transaction-cost analysis Code exec
Evals & guardrails
- TCA against arrival-price benchmark; outliers flagged to the execution-oversight agent.
- Best-execution policy enforced on routing; off-policy routes blocked.
- Orders above a notional threshold route to a senior-execution agent for a second-gate release.
Frontier edge
- ▲On-device / edge inference: a local model sits on the order path so routing and child-order decisions happen in milliseconds without a network hop.
- ▲World-model simulation: simulates market impact and venue fill probability before working an order, then adapts the schedule live as fills arrive.
- ▲Formal action-gating: an off-policy route or a venue outside the best-execution set provably cannot be sent; every route is signed for TCA replay.
In numbers
−12 bps
Implementation shortfall
high-volume
Trade lists worked / day
Handoffs
Across ⇢ Markets … Execution Services for venue access + clearing