Superloop Workshop is an independent experimental research repository for computational architectures built from recurrent loops, regulated intersections, distributed pressure and flow, and equilibrium-governed coordination.
Its two foundational research inputs are:
- the Conduit Barrier Field (CBF) — a proposed topology of interlocking recurrent units whose shared boundaries function as both barriers and conduits; and
- pneumatic computation — the use of pressure, resistance, flow, valves, reservoirs, rhythm, and conservation as computational mechanisms rather than decorative metaphors.
The workshop exists to determine whether those ideas can be formalized, simulated, falsified, and eventually composed into a coherent architecture.
Status: Foundational research environment. Nothing in this repository should be treated as production-ready or canonically validated unless it has passed the promotion requirements in GOVERNANCE.md.
Superloop Workshop is independent of Aurora, ORIONCORE, CloudBank, GUMAS, and their canonical systems.
Experience from Aurora may inform research discipline, provenance, modularity, ethics, simulation practice, and boundary management. It does not transfer authority, canon, naming rights, runtime dependencies, or architectural conclusions into this repository. Any imported mechanism must be identified, justified, and evaluated here on its own evidence.
- CBF architecture — loop identity, interlocks, field topology, barrier–conduit duality, and field-level operating behavior.
- Pneumatic computation — pressure-differential processing, valve logic, oscillation, entrainment, storage, resistance, and dissipation.
- Bridge synthesis — explicit comparison and controlled composition of CBF and pneumatic mechanisms.
- Simulation — minimal executable models, adversarial tests, and comparative baselines.
- Validation — boundedness, liveness, stability, fairness, fault containment, coherence, and auditability.
| Path | Function |
|---|---|
docs/whitepapers/ |
Foundational research papers and preserved source artifacts |
docs/bridges/ |
Controlled synthesis between distinct research lines |
specs/ |
Testable contracts and formalizing specifications |
registry/ |
Concept identity, status, provenance, and relationship tracking |
experiments/ |
Hypotheses, protocols, results, and falsification records |
src/ |
Future reference implementations and simulation code |
tests/ |
Invariants, regression tests, and adversarial validation |
- The Conduit Barrier Field v0.1
- The Biological Pneumatic Engine v0.1
- CBF–Pneumatic Computation Bridge v0.1
- Minimal Interlock Contract v0.1
- Bounded Emergence operating note
- Concept Registry
- Research Roadmap
- Repository Readiness
The first executable milestone is a small, deterministic three-ring simulation that compares:
- centralized scheduling;
- global barrier synchronization; and
- local CBF interlocks with bounded conduits and backpressure.
The experiment must measure queue boundedness, progress, latency, utilization, fairness, recovery time, fault radius, and provenance completeness before adaptive or neural behavior is introduced.
This repository favors evidence over assumption:
- preserve negative results;
- distinguish metaphors from measurable mechanisms;
- define failure conditions before celebrating apparent success;
- keep hard safety rules outside learned parameters;
- compare against simpler baselines;
- promote concepts only when their evidence is reproducible.
No open-source license has been selected yet. Until one is added explicitly, repository contents remain under default copyright protections.