complete

Poultry CRM Operations System

A production-grade Direct Lookahead (DLA) pricing engine for B2B poultry wholesale — built on Powell's Sequential Decision Framework, deployed on GCP Cloud Run.

Launch Interactive Player →

Class 4 DLA

Policy Class

9-Tier Rollout

Action Space

Atomic Outbox

Persistence SLA

Zero-Static OIDC

Trust Model

Powell's Sequential Decision FrameworkDirect Lookahead Approximation (DLA)Analytical CRM · CLV & Churn ModelingRevenue Management (Talluri)Contribution Margin Optimization (Phillips)

Production Stack:Python 3.14FastAPISQLAlchemyPrometheusDockerGCP Cloud RunFirebase Auth

System Modules

6 architectural components · Click any to launch

0 / 6 Inspected

Ch. 1 · 22:00

src/core/model.py

System Context & Problem Formulation

Powell's Universal Modeling Framework — defining state, decision, and exogenous variables before writing code

→

Ch. 1 · 28:00

src/core/physics.py

The Digital Twin Transition Model

Immutable state evolution and the contribution margin objective function

→

Ch. 1 · 32:00

src/policies/base.py

The DLA Pricing Policy

Monte Carlo rollout over multi-step horizons — evaluating candidate actions and selecting the optimal one

→

Ch. 2 · 25:00

src/api/main.py

The Quote API & Order Lifecycle

FastAPI endpoint design, idempotency, atomic persistence, and the transactional outbox

→

Ch. 2 · 20:00

src/core/auth.py

Security Architecture

Zero static credentials — GitHub OIDC, GCP Workload Identity Federation, Firebase JWT, dual-layer IAM

→

Ch. 2 · 26:00

src/core/observability.py

Observability, Drift Detection & MLOps

Prometheus instrumentation, Wasserstein drift alerts, model registry gating, and CI/CD deployment

→

Complete System Breakdown by Chapter

Chapter 1: Mathematical Formulation, Digital Twin & Policy Engine

3 components

22:00

→

System Context & Problem Formulation

Powell's Universal Modeling Framework — defining state, decision, and exogenous variables before writing code

src/core/model.py

28:00

→

The Digital Twin Transition Model

Immutable state evolution and the contribution margin objective function

src/core/physics.py

32:00

→

The DLA Pricing Policy

Monte Carlo rollout over multi-step horizons — evaluating candidate actions and selecting the optimal one

src/policies/base.py

Chapter 2: Production API, Zero-Trust Security & MLOps

3 components

25:00

→

The Quote API & Order Lifecycle

FastAPI endpoint design, idempotency, atomic persistence, and the transactional outbox

src/api/main.py

20:00

→

Security Architecture

Zero static credentials — GitHub OIDC, GCP Workload Identity Federation, Firebase JWT, dual-layer IAM

src/core/auth.py

26:00

→

Observability, Drift Detection & MLOps

Prometheus instrumentation, Wasserstein drift alerts, model registry gating, and CI/CD deployment

src/core/observability.py

Production Deployment & Architecture Advisory

Want to deploy a similar architecture in your organization?

Schedule Technical Review →