CosmosMesh MVP ============= CosmosMesh is a privacy-preserving federated mission-planning scaffold designed for deep-space constellations. It targets offline-first operation with intermittent connectivity, enabling heterogeneous assets (rovers, aerial drones, habitat modules, orbiting satellites) to coordinate planning and resource usage without centralization. Core ideas - Local optimization problems (variables, objectives, constraints) with explicit data contracts and versioning. - Federated optimization core: an ADMM-lite solver that exchanges only summarized signals to preserve locality. - Lightweight global assembly: fleet-wide constraints (energy, time windows, safety) applied without re-deriving the entire global model. - Delta-sync and offline resilience: deterministic reconciliation on reconnects with audit trails. - Privacy-by-design: secure aggregation by default, optional local DP budgets, and role-based access controls. - Identity & security: DID-based identities, short-lived certificates, and tamper-evident logging. - Adapters & simulation: reference adapters for rover/habitat/space assets, plus a scenario simulator for offline validation. - Open API and governance: schema registry for data contracts and a governance ledger to anchor decisions. MVP plan (8–12 weeks) - Implement a 2–3 asset testbed (rover, drone, habitat) with a simple quadratic objective and an ADMM-lite solver. - Define data contracts: Telemetry, Forecast, Command, Event, and Trade-like signals with versioned schemas. - Delta-sync protocol: deterministic reconciliation for intermittent links with per-message metadata and audit logs. - Identity & security baseline: DIDs or short-lived certs, secure aggregation by default. - Adapters and simulation: two starter adapters and a space-scenario simulator to evaluate convergence and resilience. - Global constraints layer: light fleet-wide constraints that bind local problems during aggregation. - MVP milestones: Phase 0 protocol/specs + 2 adapters; Phase 1 offline validation; Phase 2 cross-domain demo; Phase 3 HIL. - Metrics: convergence speed, plan-optimality gap, delta-sync latency, and privacy budgets. Getting started - Build: python3 -m build - Test: ./test.sh - Explore: src/cosmosmesh_privacy_preserving_federated_/ and src/cosmosmesh_privacy_preserving_federated_/catopt_bridge.py for the MVP scaffolding and the CatOpt bridge (lightweight interoperability layer). Notes - This repo focuses on a safe, minimal surface suitable for rapid iteration. Extend with adapters for rovers, habitats, and orbital assets, plus a delta-sync protocol and a light global-assembly layer in follow-on work. Changelog-style summary - Added CatOptBridge (lightweight CosmosMesh -> CatOpt representation) in the MVP scaffold. - Exposed CatOptBridge via the MVP package API for quick experimentation. - Expanded README to reflect MVP architecture, extension paths, and evaluation plan. Public artifacts - README.md (detailed MVP plan and extension guidelines) - Python modules in src/cosmosmesh_privacy_preserving_federated_ and src/cosmosmesh_privacy_preserving_federated_/catopt_bridge.py - Tests in tests/ (smoke test for basic arithmetic) - READY_TO_PUBLISH flag to be created when ready for publication CatOpt MVP Bridge (Overview) - The MVP includes a lightweight CatOpt bridge that maps CosmosMesh primitives to a CatOpt-like representation (Objects/Morphisms/Functors). - Core components: - src/cosmosmesh_privacy_preserving_federated/catopt_bridge.py: translator skeleton for LocalProblem, SharedVariables, DualVariables, PlanDelta - src/cosmosmesh_privacy_preserving_federated/dsl_sketch.py: lightweight DSL scaffolding for MVP primitives - src/cosmosmesh_privacy_preserving_federated/contract_registry.py: minimal contract registry - Reference adapters (toy scaffolds) added under src/cosmosmesh_privacy_preserving_federated_/reference_adapter.py to illustrate how rover and habitat domain adapters would interface with the bridge - A tiny Graph-of-Contracts registry supports versioning for LocalProblem/SharedVariables/DualVariables/PlanDelta contracts - Next steps (optional): TLS transport adapters, secure aggregation, and governance ledger integration # CosmosMesh MVP: Privacy-Preserving Federated Mission Planning This repository contains a minimal MVP scaffold for privacy-preserving, offline-first, multi-agent mission planning in deep-space fleets. It includes a tiny ADMM-lite solver and contract primitives, plus a CatOpt-style interoperability bridge for cross-domain experimentation. Key artifacts: - LocalProblem / SharedVariables / DualVariables / PlanDelta / PrivacyBudget / AuditLog contracts (in src/cosmosmesh_privacy_preserving_federated/contracts.py) - ADMMLiteSolver (in src/cosmosmesh_privacy_preserving_federated/admm_lite.py) - CatOpt bridge (in src/cosmosmesh_privacy_preserving_federated/catopt_bridge.py): minimal translator between CosmosMesh primitives and CatOpt-like representations This MVP is designed to be extended in small, well-scoped steps. See AGENTS.md for contribution and testing guidelines.