▌ Technology ModuleControl & Resilience

See. Decide. Act.
In every mode.

How the brain works, end to end: sensors fused into one world model, a mission kernel that decides the operating mode, one control loop in every mode — plus the command link that feeds it and the redundancy and safety floor beneath it.

See

Perception, as swappable skills.

Sensor Fusion

Multi-modal perception fuses LiDAR, radar, RGB, thermal, ultrasonic, and inertial streams into a single unified world model refreshed at 30 Hz — regardless of weather, lighting, or occlusion.

Onboard Mapping

An occupancy world model built and held on-device — it survives link loss, updates as the machine moves, and replays to Titan Command Center on resync. No prior map data required.

Confidence-Aware Localization

Self-localization fuses odometry with anchor corrections and knows how sure it is. When confidence decays, the runtime degrades deliberately — slower, more conservative — instead of guessing.

Model-First Understanding

Perception feeds a model slot, not a hardcoded pipeline: one VLA, or vision composed with a fast-evolving LLM. Compute shifts between seeing and thinking as the scene demands — and a datacenter-scale model takes the hard calls when the link allows.

Fleet Learning Loop

Edge cases captured in the field — including everything buffered while disconnected — feed the data flywheel. Every machine's hardest moments improve every other machine's models.

Hardened in Titan Matrix

Every perception release survives deliberate sensor corruption first: LiDAR dropouts, camera blooms, adversarial inputs, impossible physics. If it can be blinded, Matrix finds out before the field does.

Decide — Operating Modes

One system. Three operating modes.

Connected

Command directs. Core executes.

Titan Command Center sets intent — missions, waypoints, priorities — and the kernel owns every millisecond decision on-device. Operators can step in; the runtime decides whether stepping in is safe.

Prioritized mission intents
Operator override under the 200ms guard
Continuous telemetry uplink
Zero-downtime mission updates
Fleet deconfliction via Command Center
Every actuation attributed to a named authority

Degraded

Trouble noticed. Capability reduced on purpose.

A weakening link, decaying localization confidence, or a missed deadline doesn't surprise the runtime — it triggers a deliberate step down: slower speeds, conservative planning, standby providers taking over.

Link-health classification drives the mode
Deadline watchdogs on every stage
Speed and behavior caps
Conservative planner fallback
Redundant-provider switchover, audited
Operator alerted with cause attached

Disconnected

Comms gone. Mission intact.

The full autonomy stack runs on-device — perception, mapping, planning, decisions. The machine keeps executing its last known mission, buffers everything, and resyncs verifiably when the link returns.

On-device inference only
GPS- and comms-denied navigation
Local mission re-planning
Buffered telemetry and decisions
Hash-chained resync on reconnect
Autonomous return-to-base
The Loop

Five stages.
One reflex budget.

Every mode runs the same loop, every stage metered against the reflex-rate deadline budget. A stage that misses its deadline doesn't stall the machine — it triggers the degrade path.

Sense
Localize
Plan
Decide
Act
Reflex Loop · milliseconds

Deterministic and bounded: sensor fusion, pose update, plan-following, obstacle reflexes, watchdogs, actuation. No neural model runs inside this path — that's what makes the budget honest.

Deliberative Loop · 1–5 Hz

Where the models think: the VLA or vision+LLM reads the world, emits skill decisions and plan updates, offloads hard calls to the datacenter when the link allows. Its outputs become the reflex loop's next set-points — a slow thought never stalls a fast wheel, and if deliberation goes quiet, the machine keeps executing its last valid plan inside the safety envelope.

The last stage speaks every dialect.

"Act" lands in the Form-Factor Adaptation Layer: one motion interface translated into wheels, rotors, or legs — Core-W rate-loop steering with Nav2 + MPPI, Core-A attitude control over PX4, Core-L convex MPC with whole-body control. The mission logic above never changes; only the body does.

The Link

Connected when possible. Capable when not.

Core Command Link

The Titan-native binary protocol between machine and Titan Command Center — prioritized mission intent and operator overrides down, telemetry and buffered replay up, everything over mTLS.

The 200ms Override Guard

Remote override is refused when the link's round-trip can't guarantee a safe handoff. Latency isn't a performance metric here — it's a safety property, enforced by the runtime, not by operator judgment.

Hash-Chained Resync

Everything buffered during disconnected operation — telemetry, decisions, edge cases — replays as a hash-chained sequence when the link returns. Titan Command Center can verify nothing was dropped or tampered with.

Link-Health Classification

One shared contract turns latency, loss, and silence into a quality class — good, degraded, lost — and a mode recommendation. The same thresholds drive every machine, so 'degraded' means the same thing fleet-wide.

Network-Aware Intelligence

The link decides where thinking happens: datacenter-scale models take the hard calls when bandwidth allows, and the on-device model owns everything when it doesn't. The handoff is the runtime's decision, made continuously.

Fleet Interop

VDA 5050 translation lets third-party AGV fleets take orders from the same control plane, and Open-RMF-style deconfliction keeps mixed fleets out of each other's way.

When It Breaks

Fail gracefully. Never fail silently.

The modes above are the failure ladder; these are the mechanisms on each rung — redundancy one registration away, and an independent safety floor nothing above can compromise.

Provider-Group Redundancy

Any capability slot can hold more than one provider — a primary localizer with a hot standby, a primary planner with a conservative fallback. An arbiter watches health and confidence, fails over when the active provider degrades, and hands back on recovery. Opting in is one registration; every switchover is audited.

Dual Sensing Paths

Multiple independent sensor modalities mean no single failure blinds the machine. If LiDAR drops, vision and radar keep the world model alive — and the localization confidence math knows the difference.

Independent Safety Executor

Beneath the smart stack sits a dead-man watchdog that shares nothing with it: heartbeats stop, motors stop. The autonomy stack can fail entirely without taking the safety floor down with it — and the safety floor is never a candidate in any failover vote.

Graceful Degradation

Failure moves the machine through engineered modes — connected, degraded, disconnected, fault — reducing capability in controlled steps toward the safest state, never in a catastrophic drop.

Deadline Watchdogs

Every stage of the control loop and every loaded module is metered against its latency budget. Misses escalate on a ladder — soft, hard, lockout — and each rung has a defined response, from degrade to safe-stop.

Hardware Kill Switch

Physical, non-software-overridable kill switches provide the ultimate failsafe — guaranteeing a human can always stop the system.