// Financial supervision · critical infrastructure · industry · civil public sector
Certainty is engineering work.
Lile is a research-driven engineering venture. We are building Lindwurm: a neuro-symbolic reasoning engine on a biologically inspired substrate — a system that learns from a handful of examples and produces decisions that can be explained, measured, and independently audited.
Why this matters
Today's AI learns from oceans of data and answers with black boxes. In the environments we care about — financial supervision, critical infrastructure, industrial operations — that is exactly backwards: examples are scarce, and every decision must stand up to audit.
Lindwurm is built for that world. Few examples. Traceable reasoning. Auditable outcomes.
The second pillar: measurement
A claim is only as good as its measurement — Alois is our open evaluation framework: procedurally generated, contamination-free tasks that measure functional cognition, efficiency-weighted and built for independent audit.
Who we build for
Financial supervision
Explainable anomaly detection on transaction streams, with low false-positive rates.
Critical infrastructure
Early anomaly detection on continuous sensor and event streams: energy, water, industrial operations.
Industry
Visual quality inspection that learns a new defect class from a handful of samples.
Public sector (civil)
Auditable decision support where accountability is not optional.
Products built on Lindwurm
Applied product lines that put the Lindwurm reasoning engine to work in a specific domain.
Cerberus
Civilian road safety and infrastructure protection at existing traffic-control points — heterogeneous sensors fused into one explainable signal, with people in control.
Explore CerberusSilbad
Financial-integrity platforms against fraud, money laundering and illicit financial flows — for banks, sovereign markets, supervisors and law enforcement, with explainable, auditable results and people in control.
Visit silbad.euThree commitments
We don't promise certainty. We build it.
The plover — “lile” in Hungarian — is equally at home on land, on water, and in the air. That is how we work: close to the problem, patiently, accountable for the details.
Evidence first
Every result traces back to data and method.
People decide
The system proposes; the human judges.
Civilian use only
No weapons. No autonomous military applications. By design — eventually, down to the hardware.
EthicsA hard problem, a pilot domain, a collaboration?
From evidence to audit — let's talk about where certainty is the requirement.