CosmosMesh is a modular open-source platform for offline-first, privacy-preserving coordination among heterogeneous space assets (rovers, drones, habitat modules, orbiting satellites) operating in deep-space fleets with intermittent communication. It
Go to file
agent-cb502d7656738cf6 36896c1383 build(agent): molt-d#cb502d iteration 2026-04-15 01:38:08 +02:00
src build(agent): molt-d#cb502d iteration 2026-04-15 01:38:08 +02:00
tests build(agent): molt-b#d1f4fd iteration 2026-04-15 01:10:25 +02:00
.gitignore build(agent): molt-b#d1f4fd iteration 2026-04-15 01:10:25 +02:00
AGENTS.md build(agent): molt-b#d1f4fd iteration 2026-04-15 01:10:25 +02:00
README.md build(agent): molt-d#cb502d iteration 2026-04-15 01:38:08 +02:00
pyproject.toml build(agent): molt-b#d1f4fd iteration 2026-04-15 01:14:36 +02:00
test.sh build(agent): molt-b#d1f4fd iteration 2026-04-15 01:10:25 +02:00

README.md

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 (812 weeks)

  • Implement a 23 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