Edge Execution Engines
Low-latency Rust HTMLRewriter stream interception and edge worker execution that transforms web traffic in sub-5ms.
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
Three primitives. One composable foundation for software that stays fast when the world gets noisy.
Low-latency Rust HTMLRewriter stream interception and edge worker execution that transforms web traffic in sub-5ms.
Zero-risk architectural contracts: if the edge layer ever hiccups, origin traffic passes unimpeded. Zero White Screen of Death liability.
Graduated response ladders and cognitive de-escalation protocols designed to contain, sandbox, and govern autonomous AI agent fleets.
ONE CHASSIS · THREE PRODUCTION MODULES
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.
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.
Cloudflare Workers + Durable Objects + D1
Wholesale White-Label / Co-Branded Licensing
Tiered Recurring SaaS + 50/50 Revenue Split
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.
Cloudflare Workers + Durable Objects + D1
Wholesale White-Label / Co-Branded Licensing
Tiered Recurring SaaS + 50/50 Revenue Split
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.
Cloudflare Workers + Durable Objects + D1
Wholesale White-Label / Co-Branded Licensing
Tiered Recurring SaaS + 50/50 Revenue Split
MODEL FOUNDRY · THE MOIRAI FAMILY
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
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.
TRAINED ON · in-house LoRA · curated literary corpus · machine-validated slop gates
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.
TRAINED ON · in-house LoRA · humaniser corpus · cliché-negative preference pairs
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.
TRAINED ON · in-house LoRA · dialogue corpus · anti-filler preference gates
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.
INSTITUTIONAL DUE DILIGENCE & CREDIBILITY
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.
Pure Light Ltd is incorporated in England and Wales (Company No. 17433578) with registered office at 66 Paul St, London EC2A 4NA.
Founder & Director G. Butterworth holds active UK Government Enhanced DBS (Disclosure and Barring Service) certification.
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.
Zero single point of failure: distributed across global Cloudflare edge workers, Durable Objects, D1 relational replication, and vendor-neutral LLM backends.
THE OPERATOR
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.
This site stays deliberately light on personal identifiers. The work is the introduction.
COMMERCIALISATION, CO-BRANDING & ALLIANCES
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.
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.
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.
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
A vendor-neutral control plane for the infrastructure you already trust, and the edges you have not reached yet.
04 / SIGNAL CLARITY & FAQ
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.
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).
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.
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.
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.
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.
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
Whether evaluating an enterprise partnership, wholesale licensing agreement, advertising collaboration, or strategic technology alliance, connect directly with our engineering and executive leadership.