Laboratories
Background
AI Model R&D Project

Apex LLM

A specialized 4B parameter FP16 Large Language Model designed for agentic workflows, tool usage, and intelligent input filtering.

Agentic Design

Optimized specifically for tool usage and workflow execution

Edge Optimized

4B parameters designed for efficient on-device deployment

Apex LLM Architecture
Open Source
No License Required

Smart Filtering

Intelligently distinguishes requests from casual interactions

UK Developed

Trained and developed entirely in the United Kingdom

Product Details

Product Details

Compact language model engineered specifically for agentic AI systems

Intelligent Agentic AI Model

🔐 AES-256-GCM Encrypted Content:

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...

YF+0a16yFkVg72OEwsyMK+92w122GwOOO+Uynj24WiOVCqaHNgrAX3/69rqpNRwBj/5M5fXykI8G9PmUv/NX4AIGPKuj7cQL6F4J2GoTwGbujnZvno9TLA0gI5F796TtuHGHbBJ0mHuqxp/VtWhZFGtpmc5M7Ae32F/TcN8HvjL95kIiClSizSGY/ULWXToXPXh923idihSKURp7WO/XC5ErnQi1lccY1jEynawNl7mZoMWjALGBjlGAu7S1sC/YgA4w1t3Wa+uKqNCXsAJGbFdg80cqambL4kq2sqKnJ/PSyX6S1Q88ckiJcCqqCClWOXWBddqcGaFuoC4II6+22UQGEbXHbaktKmkKWziISvs7EeCLRpFn9XqPlAEz+9hrbcIsNfqGUdxfH/RUlzCfFpP1/OVzgLLQ4MevtG+G6s6+JBxFsGsr/NVPG8REAl/P1kvSQqIuD0N5SMz01t43Rlv12nTeSBvzjSfJkHQ4Gb+bUCFyq6UAeuUmpZEI1cYU6vyuDemPQS91McOAY62N/ymo2jiswnKaI0MWoNmrzyd6fnhDUu/BcHmg55r6sjg0xK6rEERv96ophKQ2OhzyMBY8Dxal6qyZXGoAdyOpHbHCAOkeHJmEO1gfNFJ5FfL1UJ4hM/iT0Z/n+sPocBdtkf1xAwZGDpJfEtaWnGgX2I31SD63dPJgjOkUQdobZ5xs7gge6zv67ktH9hXmVq07GZ+7SNCcIZ1CJCcKxYK7dlYhrxaT4WDg1ooHz6tTDN26GZv+a/SckS8r8t4e9mwrh0wpp3X/y8dsbnGf62s4ZQF8JBF/pcsMEc4RyKwzJeFBnzVsmGjXP9XW7V/FjNArrCTBcOSa6et67C8OxjfkcYkjvhf1ti1D9bvjgEE4Dk3XPiTl4Nfs42mdZ3I5V74Hwo4uV5Ceh3fo4kD+gi65MtTQkqapYuj20LXrja8EonCLpxG2AWJgEbjjVQCQZVqH0qoh4nb3enYkRXJ1tEf45DddKXM+p4Bi08qPW6npnL5hcvKFXyrjyiBc0jNYIib6ZV9NTzDpowhRj+IQjJrfN5u7W3LKzhPAn7V7nGgB3/p2siukN4MOkb6ta1cYHQ5chvdJMBq5YMt5UiHaDIS8N4phDcnSIPaM9EBCPQEP2GyUjPFCIYqK18Fg6kQzh5uWq9JPX4oNCVd8G8SzDOCmSAwOqM5S2WEeTDIQMCfKSzEwd9sDpNMOKGY8REZkGe3/M10hIoX9K/2rBLYqrSJrTh27IKojwfazvhxPlDgOkMYJD/hoCPXuzIdi6YeqTCr6LxfjZnQphIW1MXIpYRBA4KLiM4jxm2lU/d97aV9ogk3RiYt5rwldEaCaJcVp+OGeW/lKULkKeMQAxR3I2KjiXGW5Sy7Dw9hAaE/DrReDbeq4vwYtx9St8bUwIThpmfyGwdR83ATwi/MdcfcOUdvTCo7zEJGLoQXJZZ0tAxx7qy7sJ4Lx1u83xYrHopf3j1otHwj0bbUN/OF+1xdAJc8Rhw+AV35UQcZtcpU+VF36u1OW5XPb4QkHLXUNDwJfcWfq2pESTl/IEWrJsCZi8tCVRGBW755MYw5WslQ/hx3PGDFPD+sQ0X3hNFSnKaVWdutVExfTVfzvjIsJj9DQhQ0i1qN2De39lRexA9tn9WGYEB7PnCYvfbBi86sKbAoVlvD4yIyDPikVjGpyz+XlLFiU/6U1xEXOpW9ZRV0myGb4sxUAOo3rM2EJcBazp+VJBe1uczvHBmZPjgfZUCbOTF06k1HXwVfhWvjLymufmhk88yrdAzLmCuk7H/93hVMZRQE5I1ZU9N0B8CnHoHX7aTgBvmmQakoXfmTFFqv1YoRt3piBeRGAgThPYG63/1VdFpuEcV7lsnoWWxmxagJwY+WuSiXmGyeSjElxl8oPyEzRhr0zrmA+5g9IVexe5ipzN/Zv1C9ZhT/O6rLcygeXhhef//lLEYJZA8a794+aMaaX4PHSsmncQ3jwjX9nvxW7...

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...

...

[4568 characters of encrypted data]

Protected Content

Enter your access token to reveal the full details

Need access? Contact us

Core Language & Reasoning

Prioritises language understanding and logical reasoning over low-level procedural details

3-layer Discrimination Head

RAM-resident router that reorders, condenses, and annotates context for the LLM

Annotated Tool Calling

Routing metadata enables deterministic, auditable tool invocations for low-level tasks

Edge Optimized

Compact FP16 model tuned for on-device inference with low resource use

Low Latency

Optimized pipeline for real-time agentic interactions

Domain Generalisation

Broad high-level coverage; exact details accessed through specialised tools

Code & Technical Knowledge

Trained on code, docs and technical datasets to support developer workflows

R&D Licence Model

Open-source lifetime availability with official support tied to AI Laboratories licences

Background
Development Status

Development Progress

Expected beta release October-December 2026

R&D Progress

Research
25%
Architecture Design
20%
Dataset Preparation
5%
Model Training
0%
Fine-tuning
0%
Evaluation
0%
Deployment Ready
0%
Completion Score6%

Funding Breakdown

£9K
Funding Achieved
£4.8M
Cost Estimate

Funding Sources

Bootstrapping
£9K
Partners
£0
Investors
£0
Sponsors
£0
Funding Progress
0%

Timeline & Updates

Project Start
April 6, 2024
Last Updated
Oct 18, 2025
April 6, 2024Milestone

Project Inception

Initial research and architecture planning for the Apex LLM model began.

Sept 20, 2024Update

Discrimination Head Architecture

Started planning on the three-layer discrimination head for context processing.

Oct 15, 2024Update

Training Dataset Collection

Started collection and curation of specialized training datasets.

Why Private AI Matters

Private AI ensures your sensitive information stays secure.

Complete Data Privacy

Your data never leaves your device or network. Process sensitive information without compromising privacy or regulatory compliance.

Disruption Independence

Free your AI from third-party dependencies. Run models without relying on external providers or facing sudden pricing changes or API shutdowns.

Compliance

Meet the strictest security requirements with air-gapped AI processing. Perfect for healthcare, finance, and government applications.

Background

Ready to join us?

Let's write the future of Artificial Intelligence together!