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Composable and Extensible Agent Operating System for Language Models

Project description

Axiom

A domain-agnostic platform framework for building federated, AI-powered operational systems.

Axiom provides the intelligence infrastructure — LLM routing, RAG, federation, agents, CLI — that domain products build on top of. NeutronOS is the first domain consumer (nuclear facilities).

PyPI Python License

Install

pip install axiom-os-lm

What Axiom Does

User (laptop, mobile, IDE)
    |
    v
axi chat ───> LLM Gateway ───> Qwen (self-hosted) / Claude / OpenAI
    |              |
    |              v
    |         Query Router (keyword + SLM classification + VPN check)
    |              |
    |              v
    +---------> RAG Store (pgvector) ──> local + federated knowledge
    |
    v
Agents: SCAN (signals) | TIDY (steward) | PRESS (publisher) | RIVET (releases) | TRIAGE (diagnostics) | AXI (chat)
    |
    v
Federation: Node identity | Peer discovery | Trust | .axiompack distribution

Core Capabilities

Capability Description
LLM Gateway Multi-provider routing with tier classification, VPN check, circuit breakers, audit logging
RAG Three-tier corpus (community / organization / personal), pgvector embeddings, hybrid vector+full-text search
Federation Ed25519 node identity, peer discovery, trust establishment, .axiompack portable knowledge bundles, A2A agent cards
Agents SCAN (signal ingestion), TIDY (resource steward), PRESS (document publisher), RIVET (release management), TRIAGE (diagnostics), AXI (chat assistant)
CLI 35+ nouns, 150+ commands via extension discovery. Noun-verb pattern: axi <noun> <verb>
CLI Dispatcher Availability-aware noun-verb dispatch (ADR-047) — resolves commands from discovered manifests, hides verbs whose backing service is unreachable
Data Platform Pluggable Bronze/Silver/Gold storage backends via the data_platform extension — swap DuckDB / Iceberg / in-memory tiers without touching workflow code
Interactive Chat Multi-turn tool calling, RAG grounding, streaming, approval gates, session persistence
Knowledge Observatory Velocity, accumulation, and impact metrics across knowledge bases
Call to Research 5-level distributed research coordination protocol
SECUR-T Security guardian — content verification, anomaly detection, trust scoring
Canary Nodes Federated release promotion — edge/stable channels, signed attestations, quorum-based promotion
Document Publishing Markdown to DOCX lifecycle with provider-based generation, storage, review gates
Signal Pipeline Ingest from voice memos, Teams, GitLab; extract structured insights; publish briefings

Quick Start

pip install axiom-os-lm

# Run the onboarding wizard (provisions a local llamafile + qwen2.5:7b)
axi config

# Check platform health
axi status

# Start an interactive chat session
axi chat

# Ingest documents into the RAG corpus
axi rag ingest ./docs/

# Search the knowledge base
axi rag search "how does the retry policy work?"

# Initialize federation identity
axi federation init

# Run diagnostics
axi doctor

Bundled local model

axi config provisions a single-binary llamafile and a local LLM weights file in ~/.axi/llamafile/. Default is qwen2.5:7b (Q4_K_M, ~4.7GB). Despite the larger weights, p50 latency is ~481ms vs the older Bonsai-1.7B's ~3.2s — the smaller model wasn't using the chip efficiently.

To use a smaller model with lower verifier-task accuracy, run axi config --model bonsai (1.7GB).

Architecture

Axiom is designed as a platform framework — it provides generic infrastructure that domain products extend with domain-specific knowledge, agents, and tools.

Domain Products (e.g., NeutronOS)
    |
    | extends via extensions + domain packs
    |
Axiom Platform
    |
    +-- CLI Framework (axi)           35+ nouns via extension discovery
    +-- LLM Gateway                   Multi-provider routing + audit
    +-- RAG Engine                    pgvector, 3-tier corpus
    +-- Agent Framework               6 builtin agents
    +-- Federation Protocol            Node identity, trust, .axiompack
    +-- State Management              PostgreSQL + JSON fallback
    +-- Prompt Registry               Versioned, cacheable templates
    +-- Extension System              3-tier discovery (builtin, installed, user)
    |
PostgreSQL (pgvector)               Single database for RAG + sessions + state

Deployment Progression

Tier Role Infrastructure
Local Development, personal RAG Laptop, SQLite fallback
Private server Shared LLM (GPU), team RAG VPN, K3D, PostgreSQL
HPC cluster Isolated / regulated workloads Institutional VPN

Nodes at any tier join the federation independently. See the merged execution plan for the full roadmap.

CLI Reference

# Core
axi chat                    # Interactive agent with tool calling
axi status                  # System health dashboard
axi doctor                  # AI-powered diagnostics

# Knowledge
axi rag ingest|search|audit|status # RAG corpus management
axi knowledge status        # Knowledge observatory
axi research create|list    # Call to Research protocol

# Federation
axi federation init|join|leave|peers
axi nodes add|status|list   # Fleet monitoring
axi security status|alerts  # SECUR-T guardian
axi chaos run               # Resilience testing

# Operations
axi signal brief|draft      # Signal pipeline (SCAN agent)
axi publish review          # Document lifecycle (PRESS agent)
axi tidy status|vitals        # Resource steward (TIDY agent)
axi release status|check    # Release management (RIVET agent)

# Infrastructure
axi connect [name]          # Manage external connections
axi db up|migrate|status    # PostgreSQL lifecycle
axi agents start|stop       # Agent service management
axi serve                   # HTTP API server

Full command reference: spec-axi-cli.md

Development

# Clone and install
git clone https://github.com/b-tree-labs/axiom-os.git
cd axiom
pip install -e ".[all]"

# Run tests
pytest

# Lint
ruff check src/ tests/
ruff format src/ tests/

# Build
python -m build

Extension System

Axiom discovers CLI commands, tools, and agents from extensions via axiom-extension.toml manifests:

[extension]
name = "my-extension"
version = "0.1.0"
description = "What it does"

[[extension.provides]]
kind = "cmd"
noun = "myext"
entry = "my_extension.cli:main"
description = "My custom commands"

Discovery tiers:

  1. Builtin (src/axiom/extensions/builtins/)
  2. Installed PyPI packages with axiom-extension.toml
  3. User extensions (~/.axi/extensions/)

Domain Products

Axiom is domain-agnostic. Domain products add domain-specific knowledge, agents, and tools:

Product Package Domain
NeutronOS neutron-os Nuclear facilities
(your product) Any domain

Documentation

Document Description
Merged Execution Plan Roadmap: what gets built, in what order
CLI Spec Full command reference
Federation Spec Multi-node protocol
RAG Architecture Knowledge retrieval design
Agent Architecture Agent capabilities
Session Store PostgreSQL session backend
Canary Nodes Release promotion protocol

License

Apache-2.0 — see LICENSE file.

Acknowledgments

Developed at The University of Texas at Austin, Department of Mechanical Engineering — Nuclear & Radiation Engineering Program. Released as open source under the Apache-2.0 License with approval from UT Austin Discovery to Impact. Copyright (c) 2026 The University of Texas at Austin and B-Tree Labs. Apache-2.0 licensed.

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