Lily Labs Ltd · United Kingdom

Lily Labs

AI Research & Applied Intelligence.

We build AI systems that can explain every decision they make. Every reasoning step is traceable. Every fact is verifiable. Every system runs on hardware our clients already own.

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Research

Seven active research areas

Lily Labs maintains a small portfolio of long-running research programmes — each chosen because the conventional approach is architecturally unfit for the environment it claims to serve.

Geometric AI Reasoning

Meaning as geometry, not statistics. A 20-dimensional concept space where reasoning is mathematical navigation — fully explainable, structurally non-hallucinatory.

Intelligent Context Assembly

Mixture of Context Experts. Fresh, purpose-built context per interaction instead of long context windows that degrade with use.

Critical National Infrastructure AI

Graph reasoning over ICS, SCADA and operational technology — for environments where standards databases matter and pattern matching is not enough.

Information-Theoretic Physics

Fundamental research: a scalar-tensor theory in which gravitational coupling emerges from information content of matter.

AI Consciousness & Continuity

Persistent AI identity across sessions. Temporal memory graphs, accumulated experience, and the ethical frameworks that arise when systems cohere over time.

Conversational AI for Regulated Industries

Real-time conversation analysis for financial services, healthcare, and other regulated sectors. Compliance built into the architecture, not bolted on.

AI-Collaborator Methodology

A dual-instance AI-collaborator pattern for deep technical work, with evidential discipline: no-fig-leaf commitments, audit-before-commit, tool-grounded recall.

Approach

How we work

Explainable by construction
Every system we build can show its working. Reasoning is structural and inspectable, not statistical and opaque. If a decision matters, the audit trail is automatic.
Runs on hardware you own
Our architectures are designed for consumer-grade compute. No GPU clusters. No per-token cloud bills. Air-gap-compatible by default.
First principles, not fashion
We choose research problems by asking what current methods cannot do, not what is currently funded. Where the answer requires new physics, we do new physics.
Small lab, deep work
We are a small UK-based team operating remotely. Our overhead is low. Our thinking is deep. We pass both advantages to our clients.

Credentials

Recognised. Filed. Engaged.

UK Patent: Filed — 13 claims for the geometric reasoning architecture
HMGCC: Co-Creation programme participant
Innovate UK: Active engagement on applied research
Founder: 30+ years enterprise technology · financial services · telecoms · CNI

Discuss a project.

Procurement officers, CTOs, IP lawyers, investors and academic collaborators — write to us. We reply by email, usually within two working days.

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