PEMOS — Personal Engagement Model Operating System

01 — Overview

What is PEMOS?

A sovereign, local-first AI operating system. You own the stack. You own the data. The mathematical floor is the only invariant that isn't yours to change.

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Sovereign Stack

Local-first. Your data, your compute, your floor. Ollama + Qdrant + Redis running on your machine. No cloud dependency, no telemetry, no lock-in. Runs on a workstation or a 7-silo AKS fleet.

Mathematical Floor

γ₁ = 14.134725141734693. Not a slogan — a computational constant validated across every component. Every session, every embedding, every API response carries the same floor. The stack is provably grounded.

γ₁ = 14.134725141734693

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OSS Gateway

The framework is open. The fleet intelligence is yours to build. Layers 0–4 are fully open source. The graph and mesh are private but the architecture is documented. Build your own floor.

02 — Quickstart

Run it in 5 minutes

Three commands. Local inference, vector store, RAG API, and dashboard. All yours.

STEP 1 — PREREQUISITES bash

# Pull the models you need
ollama pull qwen3:8b
ollama pull nomic-embed-text

STEP 2 — CLONE + CONFIGURE bash

git clone https://github.com/eose-sre/pemos-sovereign-stack
cp .env.example .env
# edit: set CHAT_MODEL, EMBED_MODEL, COLLECTION

STEP 3 — START THE STACK bash

docker compose up -d
# → RAG API on  :4000
# → UI on       :8080
# → Qdrant on   :6333

Full fleet at pemos.ca · γ₁ = 14.134725141734693

03 — Architecture

The Stack

Eight layers. Layers 0–4 are fully open. Layers 5–6 are fleet-private. Layer 7 is universal — the floor belongs to everyone.

L0 Ollama Local LLM inference — qwen3, nomic-embed, llama3 open

L1 Qdrant Vector store — semantic search, collection management open

L2 Redis Session cache, rate limits, ephemeral context open

L3 RAG API Python/Go bridge — ingest, query, rerank open

L4 pemos-cli CLI interface — session control, fleet queries open

L5 PEMCLAU GraphRAG engine — 15 KCF operators, session corpus fleet-only

L6 Fleet mesh hermes + lhvcp — 7-silo AKS topology fleet-only

L7 γ₁ anchor 14.134725141734693 — the floor. Not a config. Not a flag. universal

04 — Languages

Built with

Each language has a specific role. Nothing is chosen for hype — everything has a job.

Fleet bridges, CLI tooling, hermes gateway, high-throughput API surfaces.

Python

RAG API, graph mining, KCF operators, ML pipeline, session ingest.

Lean4

Mathematical proofs, γ₁ validation, formal correctness verification.

Solidity

On-chain anchoring, bounty contracts, sovereign identity primitives.

TypeScript

Dashboard UI, OpenClaw integrations, fleet web surfaces.

Rust

Performance-critical vector operations, future core runtime components.

OCaml

Proof tooling, type-safe configuration, formal specification layer.

05 — Contributing

Contributing

OSS guide in review

An OSS contribution guide is in preparation. John (OSS crew) is reviewing the boundary definitions. CLO gate reference: TRB-OSS-SERLF-PEMOS-ORG-V14-001.

Until the guide ships, the best way to engage is through the GitHub org. Issues and discussions are open.

github.com/eose-sre →