39 lines
2.4 KiB
Markdown
39 lines
2.4 KiB
Markdown
OpenGrowth Privacy-Preserving Federated Growth (MVP)
|
|
|
|
Overview
|
|
- A privacy-preserving federated platform enabling startups to run, share, and benchmark growth experiments
|
|
(pricing, onboarding, activation, funnel optimization) without exposing raw user data.
|
|
- Local metrics are retained by each startup; secure aggregation yields aggregated results with confidence intervals.
|
|
- Data contracts, a schema registry, and a lightweight Graph-of-Contracts enable governance and cross-startup benchmarking.
|
|
|
|
Core MVP Components (visible in this repo)
|
|
- opengrowth_privacy_preserving_federated_
|
|
- SchemaRegistry / ExperimentTemplate (minimal MVP) with tests validating basic behavior.
|
|
- opengrowth_privacy_preserving_federated_/contracts.py
|
|
- LocalExperiment, SharedSignals, PlanDelta: lightweight DSL primitives for local experiments and cross-start signals.
|
|
- GraphOfContracts: tiny in-process registry for versioned contracts.
|
|
- opengrowth_privacy_preserving_federated_/__init__.py
|
|
- Exposes core MVP primitives and the new contract primitives for iterative federation development.
|
|
|
|
How to run tests and build locally
|
|
- Install in editable mode and run tests:
|
|
- bash test.sh
|
|
- This ensures packaging works and the pytest suite passes.
|
|
|
|
Extending OpenGrowth (Recommended next steps)
|
|
- Implement a REST/MQTT adapter layer to connect to common analytics stacks (GA4, Segment, Amplitude) and CRM pipelines.
|
|
- Expand the governance layer with versioned templates, access controls, and audit logs.
|
|
- Implement a real secure aggregation backend (e.g., ADMM, DP knobs) and a cloud-anchored ledger for reproducibility.
|
|
- Build a small developer-focused DSL sketch and toy adapters to bootstrap cross-startup federation (CatOpt-like bridge).
|
|
|
|
Notes
|
|
- This repository is designed as a stepping-stone toward a production-grade platform. The MVP is intentionally small but designed for extension with minimal surface area impact.
|
|
- The test suite validates the core MVP contracts and aggregation primitives; ongoing work should extend tests for new features.
|
|
|
|
For contributors
|
|
- Keep changes small and well-scoped; add tests for any public API you introduce.
|
|
- Update AGENTS.md if architecture or contribution rules evolve.
|
|
|
|
Ready for publish marker
|
|
- After validating all requirements against the Original Idea Description, create an empty READY_TO_PUBLISH file at repo root (this file is created by the final publish step).
|