General assistant

MOTHER LLM

The sovereign general-purpose assistant — everyday chat and document making.

MOTHER LLM is the general-purpose assistant of the MOTHER family — for everyday conversation, drafting and document creation. It runs on the sovereign MOTHER stack with retrieval grounding on your own knowledge base, and today reasons on the MOTHER CORE backbone while its own dedicated pipeline is trained.

13M–1B
from-scratch pipeline
r50k_base
tiktoken · EOT 50256
HDF5
JSONL → tensor corpus
→ CORE 7B
today's chat fallback

Capabilities

General conversation

Open-ended chat, Q&A and everyday assistance across topics.

Document making

Draft, edit and format documents — reports, letters, briefs and more.

Retrieval-grounded

Ground answers in your own knowledge base for accurate, cited responses.

Tool & agent aware

Hands off to the MOTHER agent fleet for tasks that need tools.

Sovereign & private

Runs on UK sovereign infrastructure with no data egress.

Architecture

  1. 1

    MOTHER stack

    Served on the sovereign MOTHER platform; general chat + document workflows route through the shared reasoning core.

  2. 2

    CORE backbone (today)

    MOTHER LLM currently reasons on the MOTHER CORE model while its own dedicated general pipeline is trained.

  3. 3

    Grounding

    Retrieval over your documents keeps answers accurate and attributable.

Specifications

PipelineMSAIGlobal/train-llm-from-scratch · decoder-only · bf16
Tokenizertiktoken r50k_base · EOT 50256
Corpus prepprepare_corpus_hdf5.py — JSONL → HDF5
Scale13M → 1B params on a single GPU
Today's chatresolves to mother-core-7b / HF fallback
Registryunit mother-llm · MOTHER_LLM_URL
HostingUK sovereign · on-node

Model evaluation — industry benchmarks

BenchmarkMetricResultStatus
Today (via CORE-7B)agentic rate77%◉ measured
MMLU5-shot acc○ to run
HellaSwagacc○ to run
LAMBADAperplexity○ to run
WikiTextperplexity○ to run

Benchmarks scheduled on this build — measured results are recorded here as each run completes.

What it's for

Everyday assistant

A private, sovereign assistant for general questions and drafting.

Document workflows

Create and refine documents grounded in your own material.

Front door to the fleet

A natural-language entry point that delegates to MOTHER agents and tools.

Safety & governance

  • Human-in-the-loop on sensitive or outward-facing actions.
  • Content governance and refusal policy applied to outputs.
  • No data egress — inference stays on sovereign infrastructure.

Frequently asked

What is MOTHER LLM?

MOTHER LLM is the sovereign general-purpose assistant of the MOTHER family for everyday chat and document making, grounded in your own knowledge base and running on UK infrastructure.

Is MOTHER LLM its own model?

It has its own pipeline and registry entry; today it reasons on the MOTHER CORE backbone while its dedicated general model is trained.

Is it sovereign?

Yes — it runs on UK sovereign infrastructure with no data egress, on-prem or air-gapped options available.

The MOTHER model family

Build on MOTHER LLM

Sovereign, on-node and observe-and-advise by design. Talk to us about access and deployment.