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Use cases

Real tasks, run end to end.

An ongoing series of real-world use cases, each recorded start to finish on ordinary hardware: the document, the workflow, the questions, and the answers. Proof over promises.

Real-time learning 1

An airline changes its travel policy mid-shift. Senua AI learns a memo, applies it, then adapts to a contradictory amendment in seconds: grounded, and with no retraining.

Knowledge → Learn · Console UI

Autonomous drone flight

Speak the mission; Senua AI drafts the flight plan and commands a real autopilot in real time : on the drone’s own arm64 CPU, no model, no GPU. Deploys bare-metal via SenuaOS; syncs the fleet over RF.

Mission Control · ArduPilot SITL · Nexus-over-RF

Industrial automation

Type a plant action in plain language; the console drafts a visual control sequence and runs it against a real PLC: every write proven by the device’s own readback, on-prem and offline, no vendor SDK.

Automation editor · OpenPLC · Modbus TCP

Perception

Voice

The same learning substrate that processes every other signal, applied to audio: generating voice, understanding commands, and crossing a contested radio as intent rather than sound.

How we taught Senua AI to speak

Senua produced its own voice from its own engine, then taught itself to speak using the same real-time learning loop it runs across every other signal. 90% word recall. No GPU. Days, not months. Now voice-command enabled across every surface.

Voice · Real-time learning · Web API · CLI · Console

Cognition

Mathematics

The same learning engine, pointed at the movement of numbers. Arithmetic, rotation groups, and algebra learned from scratch in four days. No calculator coded, no formula authored, exact or honestly silent.

How we taught Senua AI mathematics

Senua learned to add, divide, rotate and solve equations by watching how numbers move. The carry, the order of long division, and algebra’s sense of when to stop all emerged as learned structure, and complex numbers, eigenvalues, calculus and primality testing then followed as pure definitions over it. Thousands of held-out problems, zero wrong answers, the core held in 3.4 KB. Now solving equations live over the API.

Mathematics · Exact computation · Web API · CLI · Chat

Developer platform

Build on it

Senua AI is one HTTP API. The console, the command line, and your own code all call the same routes, so integration is a web request, not a library you have to adopt.

Integrate by calling the API

No SDK, no package to install, no model to download. Login, chat, and audio causation over plain HTTP, proven with two Python programs and nothing but the standard library. On-device, nothing leaves the node.

Web API · CLI · No dependencies

Series

Real-time anomaly detection

One engine, four industries: Senua AI learns what normal looks like from a live data stream and flags genuine departures with an explanation: on-prem or on-device, no GPU. Each use case is validated in the open on public datasets with known ground truth, so the claims are checkable, not marketing.

UAV telemetry

On-board detection for drone fleets: learn normal flight from the aircraft’s own MAVLink stream, flag the failure before it becomes a crash: offline, on a companion board.

Workflows · Live monitor · ALFA public dataset

Plant & equipment

Your historian already recorded every failure’s precursor. A blind audit of your own data, then live monitoring: one explained alert instead of an alarm flood.

Workflows · Live monitor · Historian data

Security operations

Learn your environment’s normal behaviour; raise few, explained, confidence-ranked alerts : deployable inside an air gap, where cloud detection cannot go.

Workflows · Live monitor · Event streams

Financial crime

Each account’s behaviour, learned continuously. Flag genuine departures with a decision file (not a score) entirely inside your own environment.

Workflows · Live monitor · Transaction streams

Have a use case in mind?

Tell us the task and the documents: we’ll show you the end-to-end run.

Get in touch