IPAFRI / RESEARCH OFFICECANADA / INTERNATIONALINDEPENDENT / EST. 2026
IPAFRIRESEARCH
02 / SYSTEMSIPAFRI RESEARCH / 2026

Research is a workflow.
Execution is a state machine.

An engineering framework for controlled data ingestion, reproducible analysis and measurable order handling.

01 / REFERENCE ARCHITECTURE

Every boundary has a contract.

Conceptual system map, not a claim of production trading activity or institutional connectivity.

Conceptual execution pipeline: market data, event bus, research, risk control, order gateway, observability
01 / 08Market dataSources / timestamps
02 / 08NormalizationSchema / quality
03 / 08Research engineFeatures / validation
04 / 08Risk controlsLimits / halt
05 / 08Execution gatewayOrder state / replay
06 / 08Decision recordVersions / evidence
07 / 08ReconciliationPositions / fills
08 / 08ObservabilityLatency / alerts
FIGURE 02 / ILLUSTRATIVE SYSTEM DESIGN / NO REAL ORDER FLOW
02 / CONTROL DOMAINS

Failure modes belong in the design.

A serious financial system assumes that clocks drift, messages duplicate and counterparties sometimes fail.

01

Point-in-time data

Source identifiers, immutable observation timestamps, schema contracts, stale-data flags and deterministic replay.

02

Risk and execution controls

Pre-trade validation, idempotent order transitions, cancel acknowledgement, throttles and explicit circuit-breaker behavior.

03

Observability and accounting

Traceable decisions, latency distributions, rejection classification, post-trade reconciliation and escalation rules.

04

Reproducible delivery

Versioned inputs, test fixtures, deployment gates and operational separation between research and production environments.