Top 100 AI Agent Architecture Design Concepts

Trade settlement break resolution

Investigate unmatched allocations and settlement instructions without granting agents trading or settlement authority.

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The business situation

Illustrative reference architecture. Validate requirements for your organization.

Illustrative architecture: A securities operations desk must resolve settlement breaks across broker allocations, custodian instructions, and internal books before market-specific cutoffs. The illustrative system prepares operational evidence for qualified staff; it does not provide investment advice or choose trades.

Problem

A trade can match economically while failing on account, instrument, or settlement-location identifiers. Messages arrive out of order and corrections supersede prior instructions. A plausible narrative that ignores a late amendment can cause an operator to approve the wrong repair.

Why a multi-agent system?

Specialists partition reconciliation by instrument identity, allocation economics, standing instructions, and exception history. Deterministic comparison services perform calculations; agents explain mismatches and retrieve context while a workflow tracks source versions and cutoffs.

Intended outcome

The intended result is a reviewable operational decision with source evidence and explicit ownership. Evaluate whether the desk spends less time assembling facts while maintaining correct repair decisions. Distinguish message acceptance, matching, and final settlement in dashboards so an intermediate success cannot hide unresolved exposure.

Specialist agent team

Allocation reconciler

Compare quantities, price, net amount, and allocation identifiers using exact decimal calculations.

Tools

  • Allocation feed reader
  • reconciliation service

Authority boundary

Cannot allocate, execute, or amend a trade.

Instrument resolver

Map external identifiers to the approved instrument master and flag ambiguous mappings.

Tools

  • Instrument master API
  • corporate-action lookup

Authority boundary

Cannot create a new security master record.

Instruction investigator

Retrieve authenticated standing settlement instructions effective for the counterparty and date.

Tools

  • Instruction vault
  • counterparty directory

Authority boundary

Cannot accept bank-detail changes from free text.

Break briefing agent

Build a ranked operations queue and proposed repair packet from confirmed evidence.

Tools

  • Exception history search
  • case draft writer

Authority boundary

Priority rules are desk-approved; release remains a named operator's decision.

Enterprise systems

Order and trade book

Authoritative execution and allocation versions with immutable trade identifiers.

Custody messaging gateway

Supplies acknowledgements and settlement status, including rejected and pending messages.

Instruction vault and operations queue

Separate trusted settlement data from analyst proposals and retain reviewer decisions.

Architecture diagrams

Trade settlement break resolution — logical architecture — Specialists produce bounded findings; the evidence ledger preserves source versions and human decisions before an authorized adapter changes a system of record.
flowchart LR
    N0["Trade settlement break resolution"]
    N1["Allocation reconciler"]
    N2["Instrument resolver"]
    N3["Instruction investigator"]
    N4["Break briefing agent"]
    N5["Evidence ledger"]
    N6["Human decision"]
    N7["Authorized adapter"]
N0 --> N1
    N0 --> N2
    N2 --> N3
    N1 --> N4
    N3 --> N4
    N4 --> N5
    N5 --> N6
    N6 --> N7
Failure and decision sequence — A late allocation amendment arrives after operator approval. The workflow records unresolved work and resumes only after the source state and reviewer authority are checked.
sequenceDiagram
    participant O as "Case orchestrator"
    participant S as "Order and trade book"
    participant H as "Accountable reviewer"
O->>S: Read allocation revision
    S-->>O: Revision with unmatched fields
    O->>H: Request approval of repair delta
    H-->>O: Approve recorded revision
    O->>S: Compare revision before submit
    S-->>O: New allocation amendment exists
    O->>H: Withdraw stale repair for review

Runtime flow

  1. 1

    Ingest break

    Deduplicate the mismatch event and attach trading date, settlement date, account scope, and market cutoff.

  2. 2

    Resolve identity

    Match instrument and counterparty identifiers through governed master data; unresolved mappings stop downstream repair generation.

  3. 3

    Reconcile economics

    Compare allocation quantities and amounts with deterministic tolerances configured for the instrument and market.

  4. 4

    Inspect instructions

    Read the trusted instruction version and message history; treat email attachments as evidence requiring authentication.

  5. 5

    Stage repair

    Present proposed field-level changes, source versions, unresolved risks, and remaining cutoff time to the authorized operator.

  6. 6

    Submit and monitor

    The gateway rechecks trade and instruction versions, sends an approved repair with a stable key, then tracks acknowledgement separately from settlement completion.

Failure recovery

A late allocation amendment arrives after operator approval.

Detect: Optimistic version checks find a different allocation revision before submission.

Recover: Cancel the staged repair and request approval of the new delta rather than merging silently.

Custodian status is unavailable near cutoff.

Detect: Gateway freshness and elapsed deadline checks classify the status as unknown.

Recover: Escalate to the desk's established contingency process and reconcile before any duplicate instruction.

Security & decision boundaries

  • Separate analyst identities from credentials that can submit settlement messages.
  • Authenticate instruction changes through the existing counterparty maintenance process.
  • Pin economic comparisons to trade and allocation versions with exact numeric precision.
  • Restrict each desk to authorized accounts, counterparties, and information barriers.
  • Record cutoff timezone and holiday calendar source; never infer them from model memory.

Operational metrics

Measurement definitions, not promised improvements.

Break preparation latency

Time from unmatched event to complete repair packet, reported by market and instrument class.

False mismatch rate

Reviewed alerts with no actionable discrepancy divided by all reviewed alerts.

Stale approval rejection

Repair submissions blocked by changed source versions divided by attempted approved submissions.

Unresolved cutoff exposure

Count and notional of unresolved breaks at desk-defined cutoff checkpoints, with currency conversion provenance.

Architecture tradeoffs

DecisionBenefitCost
Instrument-specific rulesPreserve exact reconciliation semantics.Require maintained rules for different products and markets.
Event-time processingHandles out-of-order amendments correctly.Adds watermarks and explicit pending-state complexity.
Strict instruction provenanceReduces risk from forged change requests.Some urgent repairs require slower manual authentication.

Rollout plan

Historical settlement replay

Operations confirms amendment ordering, cutoff handling, and arithmetic on representative resolved breaks.

Shadow desk queue

Analysts compare proposed packets with existing practice and validate information-barrier enforcement.

Approved repair pilot

One instrument class enables submission after duplicate, stale-approval, and gateway-outage exercises pass.

Connected concepts

Primary references