Svayatta Forge

Sovereign AI tools

Tools you run, read, and verify yourself.

Svayatta Forge builds open-source AI infrastructure that doesn't ask you to trust anyone else's servers. The source of every tool is public, most of it under Apache 2.0, and all of it built by Charioteer Consulting Ltd.

What sovereign means here

Three rules every tool in the forge is held to.

You run it

Self-hosted by default. Where there is a hosted option, it's a convenience, never a requirement.

You can read it

The full source is public. Most tools are Apache 2.0, which lets you use, modify, and ship them commercially. Where a tool has a different licence, its card says so.

You can check it

Where a tool makes a claim, it comes with a way to verify the claim that doesn't depend on us.

The tools

Each one is at a different stage, and each says so.

agent-custody

Proof of what your AI agents did.

A gateway between an agent and its tools. Every call is checked against a grant a person signed and a Cedar policy, then forwarded or denied, and a signed receipt is issued either way. Receipts go into a tamper-evident Merkle log, and anyone with the public keys can verify them in the browser.

TypeScript · Python · MCP · REST

Released on npm and PyPI, with a hosted log.

loom

Large MoE models on ordinary machines.

Runs Mixture-of-Experts models such as GLM, DeepSeek, Qwen, and Kimi across a group of machines. Compute stays local; what moves is weights: content-addressed byte ranges of a GGUF file, found through gossip and verified against a Merkle manifest before use. One static binary with an OpenAI-compatible API.

Zig · GGUF · Metal · Vulkan · P2P

Distributed weight sharing works across real machines. Untrusted peers is a design only.

tells

Is the other party on the call an AI?

Analyses a phone, Google Meet, or Zoom call as it streams and gives each party a score for how agent-like it is, from how it takes turns (reply latency, yielding, backchannels) and whether its voice sounds synthetic.

Python · streaming audio

Early MVP. The score isn't calibrated yet, and every output says so.

inai

Agents that can find each other and prove who they are.

A coordination layer for AI agents built in different frameworks. Each agent gets a DID (did:key, no wallet or tokens needed), publishes its capabilities, and is found by capability over a libp2p peer-to-peer mesh rather than by URL. Messages can be end-to-end encrypted with DIDComm, and charging per call is optional (x402, MPP). One wrapper turns a LangGraph, Google ADK, CrewAI, OpenAI Agents or other agent into a mesh node, and an MCP bridge works in both directions. இணை (inai) is Tamil for "join".

TypeScript · Python · Rust · Zig · libp2p · DID

Work in progress. Last release 0.3.1, March 2026; CLI on npm.

indic-voice-clone

Clone your voice, accent included.

Clones a voice, your own or that of someone who has consented, from a few recordings, and it works well on Indic languages, regional accent included. A short sample gives an instant clone in a local web studio; longer recordings are cleaned, chunked, transcribed verbatim in the dialect, filtered to the one speaker, and used to LoRA-fine-tune the open Svara-TTS model, which covers 19 Indic languages. Runs on a 16 GB Apple-silicon laptop and scores each clone against the speaker's own clips, with a blind listening page for native speakers.

Python · PyTorch · LoRA · Svara-TTS · Docker

Works end to end; tested in depth on northern Kannada. Licence: PolyForm Noncommercial 1.0.0, free for personal, research, and educational use; commercial use by separate licence.

स्वायत्त

Svāyatta is Sanskrit for self-governed: one who depends on no other. A forge is where tools are shaped by hand on an anvil. Svayatta Forge is where we make tools that leave you independent of us.