PURE LIGHT LTD · SOFTWARE & AI ENGINEERING

Edge Execution Chassis.Purpose-Trained Models.Engineered Properly.

Pure Light Ltd is a UK software engineering firm operating a unified Edge Execution Chassis. We deploy composable production modules directly at the CDN boundary: powering autonomous technical SEO, continuous compliance, and AI agent governance.

Backed by our in-house model foundry, we build purpose-trained AI with proprietary datasets, rigorous anti-slop validation, and edge-native economics. Every layer is fail-open by design. We power strategic, white-label partnerships for global tech platforms.

01 / CHASSIS ARCHITECTURE

The chassis beneath the signal.

Three primitives. One composable foundation for software that stays fast when the world gets noisy.

01

Edge Execution Engines

Low-latency Rust HTMLRewriter stream interception and edge worker execution that transforms web traffic in sub-5ms.

< 5ms
median edge execution
02

Fail-Open Infrastructure

Zero-risk architectural contracts: if the edge layer ever hiccups, origin traffic passes unimpeded. Zero White Screen of Death liability.

100%
fail-open safety contract
03

Autonomous Agent Firewalls

Graduated response ladders and cognitive de-escalation protocols designed to contain, sandbox, and govern autonomous AI agent fleets.

5-Rung
governance ladder

ONE CHASSIS · THREE PRODUCTION MODULES

One chassis.
Every module built, operated, and proven in production.

We do not build speculative prototypes. Every module below is an active, production-grade layer of the same edge execution chassis, not a disconnected portfolio of apps, demonstrating our technical depth and commercial viability.

01 / LEAD MODULE / HOSTING AUTOMATION / AUTONOMOUS SEOLIVE / v1.4.0

Cleo SEO

Lead Module · Autonomous Edge SEO Operator for Cloudflare & WordPress

The chassis flagship. Engineered specifically for hosting provider partnerships and white-label integration, Cleo intercepts streaming responses at the CDN edge to inject structured data, purge page-builder cruft, and fix technical SEO without origin PHP plugins, with strict WooCommerce dynamic-path bypass and a 50ms fail-open transform contract.

  • Edge HTMLRewriter stream interception in sub-5ms with zero origin load
  • Strict dynamic-path bypass: cart, checkout, my-account, wp-admin and wc-ajax are never cached or transformed
  • Origin Shield fail-open snapshot fallback preventing 502/504 errors
  • Automated Google rich snippets for WooCommerce, Elementor, and Divi
PLATFORM_SPECIFICATIONEDGE READY
// Deployment Architecture

Cloudflare Workers + Durable Objects + D1

// Partnership Suitability

Wholesale White-Label / Co-Branded Licensing

// Commercial Model

Tiered Recurring SaaS + 50/50 Revenue Split

Owned & Operated by Pure Light Ltd
02 / COMPLIANCE LAYER / REGTECH / HIGH-RISK AILIVE / v1.2.0

AuditShield

Compliance Module · EU AI Act & GDPR Continuous Scanner

The compliance layer of the chassis. Translates European AI Act mandates into continuous, auditable operational verification. Generates cryptographically verifiable evidence packages and Article 14 human-oversight audit logs for cross-border SaaS and enterprise stores.

  • Continuous Article 14 human-in-the-loop oversight validation
  • Automated risk classification matrix (Minimal, Specific, High-Risk)
  • Zero-install embedded Shopify App Bridge & WooCommerce plugins
  • Exportable auditor-ready regulatory compliance dossiers
PLATFORM_SPECIFICATIONEDGE READY
// Deployment Architecture

Cloudflare Workers + Durable Objects + D1

// Partnership Suitability

Wholesale White-Label / Co-Branded Licensing

// Commercial Model

Tiered Recurring SaaS + 50/50 Revenue Split

Owned & Operated by Pure Light Ltd
03 / FUTURE LAYER / AI AGENT GOVERNANCE / CYBERSECURITYLIVE / v0.2.0

PARLEY

AI Agent Governance Layer · Edge Execution Firewall

The next layer of the chassis: a graduated edge response layer for autonomous AI systems. Protects origin servers, APIs, and databases from rogue agents, prompt injection swarms, and uncoordinated autonomous actions without triggering trapped-fox evasion.

  • 5-Rung De-escalation Ladder (Shadow → Re-anchor → Degrade → Parley → Kill)
  • Cognitive Judo protocol pretexts preventing agent evasion
  • Zero-leak streaming canary transform & Durable Object swarm correlation
  • Drop-in 1-line OpenAI SDK proxy compatibility (base_url)
PLATFORM_SPECIFICATIONEDGE READY
// Deployment Architecture

Cloudflare Workers + Durable Objects + D1

// Partnership Suitability

Wholesale White-Label / Co-Branded Licensing

// Commercial Model

Tiered Recurring SaaS + 50/50 Revenue Split

Owned & Operated by Pure Light Ltd

MODEL FOUNDRY · THE MOIRAI FAMILY

Three fates. One foundry.
Purpose-trained models · spun, measured, and cut in-house.

Most AI prose carries the same synthetic fingerprints: repetition, negation stacks, echo finales, and summary endings. We engineered the antidote. Our models are built on proprietary preference datasets and ruthlessly validated against our open slop-detection methodology before a single token is served. The evidence is public: across the published A/B, Clotho scores 0.0; the base model it was trained from scores 0.6.

CLOTHO SPINS THE PROSE · LAKHESIS MEASURES THE WORDS · ATROPOS CUTS WHAT SHOULDN'T SURVIVE

IV1 · LIVE

Clotho

Narrative & Roleplay

Spins the prose without the tells.

The launch model of the family: quiet, concrete, atmospheric prose with a dry sense of humour. A 7B narrative fine-tune built to remove the clichés, loops and summary endings generic models cannot shake.

  • 32,768-token context, live-verified end to end
  • Slop Index 0.0 in the published A/B (base model: 0.6)
  • OpenAI-compatible: works in any client with zero setup
  • Edge-served · $0.10/$0.30 per 1M tokens · no prompt logging, ever

TRAINED ON · in-house LoRA · curated literary corpus · machine-validated slop gates

Moirai Family · Pure Light Ltd
IIIN DEVELOPMENT

Lakhesis

Editorial & Content

Measures every word.

The editorial Fate: human-feeling marketing and web copy that reads like a person wrote it. Trained against our open human-tells taxonomy, it writes reviews, guides and landing copy with rhythm, honesty and restraint.

  • Written for conversion copy, reviews and long-form
  • Fractions of a penny per article at the edge
  • Same no-log, no-training privacy contract as Clotho

TRAINED ON · in-house LoRA · humaniser corpus · cliché-negative preference pairs

Moirai Family · Pure Light Ltd
IIIIN DEVELOPMENT

Atropos

Conversation & Companion

Cuts the filler. The slop ends here.

The conversational Fate: clean, warm dialogue for companion, coaching and support experiences. No padding, no assistant-speak, no evasive hedging. A persona that holds across long sessions.

  • Built for always-on conversational products
  • Consistent persona hold across long sessions
  • Edge-native API economics for consumer scale

TRAINED ON · in-house LoRA · dialogue corpus · anti-filler preference gates

Moirai Family · Pure Light Ltd
API ONLINE · OPENAI-COMPATIBLE · NO PROMPT LOGGING

POST https://api.purelight.uk/v1/chat/completions

Bring any OpenAI-compatible client. $0.10/$0.30 per 1M tokens at full list. Keys issued directly to early partners.

Request API Access

INSTITUTIONAL DUE DILIGENCE & CREDIBILITY

Rock-solid governance.
Enterprise indemnity baked in.

Big tech platforms, hosting providers, and enterprise partners require absolute legal, financial, and personal integrity before integrating external code. Pure Light Ltd provides complete institutional transparency from day one.

CO. NO. 17433578

UK Registered Company

Pure Light Ltd is incorporated in England and Wales (Company No. 17433578) with registered office at 66 Paul St, London EC2A 4NA.

Verified Institutional Anchor
GOV CLEARED

Enhanced DBS Clearance

Founder & Director G. Butterworth holds active UK Government Enhanced DBS (Disclosure and Barring Service) certification.

Verified Institutional Anchor
HISCOX £5M / £5M

£5M Enterprise Indemnity

Fully underwritten by Hiscox with £5,000,000 ($5M) Professional Indemnity and £5,000,000 ($5M) Public Liability coverage spanning UK, EU, and global markets.

Verified Institutional Anchor
99.99% UPTIME

Edge-Native Architecture

Zero single point of failure: distributed across global Cloudflare edge workers, Durable Objects, D1 relational replication, and vendor-neutral LLM backends.

Verified Institutional Anchor

THE OPERATOR

Built and operated by its founder.

Pure Light Ltd is led by Founder & Director G. Butterworth.

Based in the UK, he is a hands-on technical operator who designs, ships, and maintains every system featured here: from edge engines to the in-house model foundry.

His work sits at the intersection of engineering and growth. Rather than managing from a distance, he stays close to the stack, building the infrastructure, automation pipelines, and applied AI systems that help startups scale.

Banking-Grade Rigour: As a Member of the London Institute of Banking & Finance (MLIBF), he brings a highly analytical approach to software economics. If a metric matters to the business, it gets tracked and optimised.

Remote Leadership: He leads distributed teams the same way he builds software: with clear contracts, high standards, and a focus on delivery.

Built to Hand Over: A qualified educator and former cybersecurity teacher, he prioritises zero-friction execution. Teaching keeps the fundamentals sharp, which translates directly into how he documents, explains, and hands over technical systems.

Founder & Director · MLIBF · UK Enhanced DBS Cleared · UK Registered

This site stays deliberately light on personal identifiers. The work is the introduction.

COMMERCIALISATION, CO-BRANDING & ALLIANCES

Turnkey software modules.
High-margin recurring revenue.

We structure clear, high-yield commercial models for web hosts, enterprise SaaS platforms, and digital publishers looking to expand their product catalogue with edge compute.

HOSTS & CLOUD

Wholesale Hosting Integrations

Integrate Cleo SEO or PARLEY AI Shield directly into hosting control panels (cPanel, Site Tools, Plesk) or agency platforms via our unified provisioning API. Deliver high-margin software upsells with 50/50 wholesale models.

ENTERPRISE & B2B

Enterprise Due Diligence & Co-Branding

Deploy customised, white-label instances of our compliance or security engines. All intellectual property, trademarks, and edge modules are backed by statutory corporate transparency and £5M institutional indemnity.

INVESTMENT & M&A

Strategic Alliances & Investment

Pure Light Ltd welcomes direct discussions with strategic acquirers, hosting conglomerates, venture syndicates, and technology partners seeking to scale proven edge execution intellectual property.

INFRASTRUCTURE MATRIX

Runs where
you run.

A vendor-neutral control plane for the infrastructure you already trust, and the edges you have not reached yet.

CLOUDFLARE
WORKERS & DO
VERTEX & AZURE
NEUTRAL AI
RUST ENGINES
HTMLREWRITER
GLOBAL MESH
300+ CITIES

04 / SIGNAL CLARITY & FAQ

Frequently asked.
Precisely answered.

What is Pure Light Ltd and what does the company do?

Pure Light Ltd (Company No. 17433578) is a UK software engineering company operating one unified Edge Execution Chassis: autonomous SEO, continuous compliance, and AI agent governance modules that execute at the CDN boundary, every layer fail-open by design.

What production software is developed and owned by Pure Light Ltd?

Pure Light engineers one unified edge execution chassis with three production modules: Cleo SEO (lead module: autonomous edge SEO operator for Cloudflare & WordPress), AuditShield (compliance module: EU AI Act & GDPR continuous scanner), and PARLEY (AI agent governance layer: edge execution firewall for autonomous agents).

How does Pure Light partner with web hosts and enterprise platforms?

We offer wholesale white-label licensing for web hosts (integrating Cleo SEO as a native in-panel edge optimisation operator), turnkey API integrations, and co-branded enterprise cybersecurity modules.

What institutional credibility and due diligence backing does Pure Light provide?

Pure Light Ltd is a registered UK Limited Company with registered office in London. Our Founder & Director G. Butterworth holds active UK Government Enhanced DBS certification. Our corporate operations are backed by comprehensive Hiscox institutional insurance providing £5M ($5M) Professional Indemnity and £5M ($5M) Public Liability coverage worldwide.

How can we initiate a partnership, licensing, or investment discussion?

You can reach the executive team directly at [email protected] or submit an inquiry using the partner form below. We provide technical due diligence dossiers, live staging sandboxes, and commercial term sheets within 24 hours.

What are the Moirai models?

Pure Light trains its own AI models in-house under the Moirai family: edge-served, OpenAI-compatible models for narrative roleplay (Clotho), editorial content (Lakhesis) and conversation (Atropos). Every release is validated against our open slop-detection methodology before serving, and runs with no prompt logging.

Can we use Pure Light AI models today?

The first Moirai model, Clotho, is live on our API at api.purelight.uk with 32,768-token context, published pricing of $0.10/$0.30 per million tokens, and a public A/B on our slop-detection methodology (Clotho 0.0 vs base 0.6). OpenRouter release to follow. Contact [email protected] for early access keys.

EXECUTIVE INITIATION // PURE LIGHT LTD

Build beyond
the expected.

Whether evaluating an enterprise partnership, wholesale licensing agreement, advertising collaboration, or strategic technology alliance, connect directly with our engineering and executive leadership.

Direct channel: [email protected] · Response guaranteed within 24 hours