PMRA / v2.0.alpha
PMRA Systems PMRA Systems PMRA Systems

AI infrastructure for real-time market intelligence and adaptive decision systems.

Systems designed for high-frequency environments, complex data streams, and probabilistic execution models.

RESTRICTED · INSTITUTIONAL
REALTIME DISTRIBUTED ADAPTIVE

Infrastructure for Intelligent Market Systems

Real-time data processing systems
Sub-millisecond latency pipelines
Adaptive decision intelligence layers
Self-optimizing neural architectures
Risk-aware execution frameworks
Probabilistic risk modeling
Distributed computation pipelines
Global edge deployment

Foundational Constraints

01

latency is a system constraint, not a feature

> system_constraint_1
02

systems must degrade gracefully under stress

> system_constraint_2
03

decisions are probabilistic, not deterministic

> system_constraint_3
04

risk is computed continuously

> system_constraint_4
05

infrastructure is the product

> system_constraint_5

Neural Pipeline Flow

Data Layer
designed
ingest
normalize
Intelligence Layer
designed
state
decision
Execution Layer
designed
route
ack
Risk Layer
designed
pre-trade
reconcile

High-throughput systems that transform raw market data into structured decision outputs under constrained latency environments.

Two dated epochs. Never mixed.

AWS TOKYO / SINGAPORE · MAR 2026
shadow session13.5M ticks
fills93.5K
continuity16h+ · 0 errors
ipc946K msg/s
sbe encode1.1 µs
regionsap-northeast-1 / ap-southeast-1
source: system audit 2026-03-16 · archived
GCP TOKYO · SEP 2026 — CURRENT
hostindependent node
modeevent-driven execution
live listed-booksince 10 Sep 2026
statuscurrent epoch
not a replay of the March AWS numbers

Detailed metrics available to authorized partners.  |  numbers are dated track record, not a live ticker

Research-Driven Engineering

$ system_status --research
> track: claimed vs reproducible
> gates: written before a start
> audit: event lifecycle
> status: restricted

Regional Continuity

March 2026: two measured AWS regions (Tokyo and Singapore). September 2026: independent GCP Tokyo node. Same engineering line, different host generation. Regions that were never live (us-east-1, eu-west-3, sa-east-1) are not listed.

ap-northeast-1 · AWS Tokyo
Mar 2026 · archived
ap-southeast-1 · AWS Singapore
Mar 2026 · archived
GCP Tokyo
Sep 2026 · current
epochs labeled before any number
authorized partners receive the measurement files

Restricted Access Protocol

PMRA Systems is not a public platform.
research collaborators
institutional partners
engineering contributors