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qamf-copilot

Quantum-infused agentic marketing and finance copilot for budget orchestration, risk-aware scenario planning, and multi-agent decision intelligence.

QAMF Copilot dashboard

Python Frontend License: MIT CI

qamf-copilot is a polyglot architecture for teams that want one autonomous system to coordinate marketing experimentation, campaign allocation, and finance-side risk posture with a hybrid quantum-classical reasoning layer.

What It Does

  • uses a quantum-style feature map and kernel scoring to detect nuanced customer and portfolio signals
  • coordinates a team of specialized agents across strategy, creative, risk, and operations
  • runs a causal what-if engine to estimate likely lift, drag, and variance before committing budget
  • exposes a FastAPI control plane and a React command dashboard
  • packages the broader platform as a serious multi-language repo with Rust, Go, Scala, Julia, Kotlin, Swift, SQL, and Kubernetes expansion surfaces

Verified Runtime Surface

The fully verified runtime in this environment includes:

Polyglot Architecture

qamf-copilot/
├── qml-models/            # quantum-inspired modeling surface
├── agent-orchestrator/    # Rust coordination layer
├── agents/                # strategy / creative / risk / ops agent docs
├── api-gateway/           # Go edge gateway
├── causal-engine/         # scenario and DAG modeling
├── frontend-dashboard/    # React + TypeScript command center
├── mobile/                # Kotlin / Swift executive companion stubs
├── data-pipeline/         # Scala historical processing surface
├── what-if-simulator/     # Julia scenario engine surface
├── kubernetes/            # Helm chart
├── sql/                   # event store and feature store assets
├── services/qamf_api/     # FastAPI control plane
└── src/qamf_copilot/      # verified Python core

API Surface

  • GET /health
  • GET /api/overview
  • GET /api/agents
  • GET /api/segments
  • GET /api/portfolio
  • POST /api/what-if
  • POST /api/train

Quick Start

python -m venv .venv
.venv\Scripts\activate
pip install -r requirements.txt
npm --prefix frontend-dashboard install
python -m uvicorn services.qamf_api.app.main:app --host 127.0.0.1 --port 8022
npm --prefix frontend-dashboard run dev

Verification

python -m pytest tests -q
python -m compileall services src tests
npm --prefix frontend-dashboard run build

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Quantum-infused agentic marketing and finance copilot with quantum-style modeling, causal what-if simulation, and multi-agent decision coordination.

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