Publish the work, not only the vision

Decision-making under delay

Bounded autonomy for rovers, satellites and spacecraft when human intervention is delayed or unavailable.

Resilient relay architectures

Contact-window planning, store-and-forward networking, prioritisation and evidence-preserving communication.

Explainable operational support

Planning, anomaly analysis, confidence, evidence and human review for simulated mission decisions.

Environment and mission relevance

Scientific facts combined with operational challenges for Earth, Moon, Mars and deep space.

Evidence and audit lineage

Research into signed events, traceability, model provenance and reviewable operational records. Built on the DCS R-Series receipt infrastructure — 518,336 cycles, 0 failures, 29/29 faults survived, 99.99% test uptime over a 30-day internal controlled soak.

Completed work: 72-hour Triple-Hybrid soak — 543 cycles, 0 failures, 19/19 faults survived and 15/15 gates. Current external work: delay-tolerant networking interoperability, physical radiation testing and independent audit.

Trust under radiation, disconnection and air-gap constraints

HYBRID-01 quarantine, HYBRID-02 dual-leg imagery provenance and HYBRID-03 local MCP receipts are built and cloud-green: 89/89 tests, 0 fail. DoD sign-off remains pending.

Human control and guardrails

Constraints, approval gates, uncertainty disclosure and escalation for high-impact autonomous systems.