OpenGradient Local — a drop-in, self-verifying private-inference proxy for AI agents. Point your OpenAI SDK at it; it routes prompts through OpenGradient's decentralized network of attestable Nitro TEE gateways and cryptographically verifies every response before a single token reaches your code.
Project description
OpenGradient Local
Drop-in, self-verifying confidential inference for AI agents.
Point any OpenAI SDK at og-local with one env var. It routes your prompts to
OpenGradient's network of attestable TEE gateways and cryptographically
verifies every response before a single token reaches your code — so you trust
math, not us, the host, or the network. Your agent's code doesn't change.
Quickstart
# install (needs Python 3.11+; uv grabs one for you)
uv tool install opengradient-local # or: pipx install opengradient-local
# run — logs you in (browser) the first time, then serves in the background
og-local
Point your agent at it:
export OPENAI_BASE_URL=http://127.0.0.1:11434/v1
export OPENAI_API_KEY=og-local # ignored; your Chat login authenticates
from openai import OpenAI
client = OpenAI() # picks up the env vars above
r = client.chat.completions.create(
model="claude-sonnet-4-6",
messages=[{"role": "user", "content": "Explain TEE attestation in one line."}],
)
print(r.choices[0].message.content)
That's it. Every response is verified before you see it — check the
X-OpenGradient-Verified: true header (and the opengradient_verification block
on the body). Streaming works too; it's verified before the first token replays.
Useful commands: og-local stop, og-local status, og-local endpoint (re-prints
the env vars), og-local update, og-local logout.
How it works
your agent ──OpenAI SDK──▶ og-local ──HPKE-encrypted──▶ relay ──▶ TEE gateway
▲ (sees only ciphertext) (runs the LLM,
│ signs in-enclave)
└──── verifies the enclave's signature, then replies
- Discover — picks a TEE from the on-chain registry (endpoint, encryption
key, signing key,
pcrHash). - Encrypt — HPKE/Oblivious-HTTP-encrypts the request; the relay (which pays per call against your Chat account) only sees ciphertext.
- Verify — checks the enclave's RSA-PSS signature over the request/response hashes before handing anything back.
Trust chain: reproducible build → PCRs → on-chain registry (pcrHash + signing key) → per-response signature. The registry only admits a TEE whose
Nitro attestation matches a known-good build. Pin it tighter with
--expected-pcr <hash> to refuse any gateway whose pcrHash differs.
The protocol (registry discovery, OHTTP, verification) lives in the
OpenGradient SDK (OhttpRelayClient, TEERegistry, verify_response), so
this process and the web client share one implementation. This repo adds login +
the local OpenAI-compatible server.
Commands
| Command | What it does |
|---|---|
og-local |
Set up on first run, then serve (detached). The one command you need. |
og-local stop |
Stop the background server. |
og-local status |
Login + network config + whether the server is running. |
og-local endpoint |
Re-print the env vars to point your agent at. |
og-local update |
Update og-local to the latest version. |
og-local login |
Authorize / re-authorize this device. |
og-local setup |
Re-run the setup wizard. |
og-local serve -f |
Run blocking in the foreground (for systemd/Docker). |
og-local logout |
Remove the saved session. |
Lifecycle
- Background by default. Setup/login runs in the foreground, then it detaches
and frees your terminal. Logs:
~/.opengradient/local/server.log. Use--foregroundto block instead. - Stays signed in. The access token auto-refreshes. If you sign out in the
Chat app, the next request tells you to run
og-local login. - Survives a dead node. If the chosen TEE goes offline, it reselects another from the registry and retries once.
Configuration
Session + prefs live in ~/.opengradient/local/ (override with OG_LOCAL_HOME).
| Env var | Flag | Default | Purpose |
|---|---|---|---|
OG_LOCAL_PORT |
--port |
11434 |
Bind port. |
OG_LOCAL_HOST |
--host |
127.0.0.1 |
Bind host. |
OG_LOCAL_TEE_ID |
--tee-id |
— | Pin a specific registry TEE. |
OG_LOCAL_EXPECTED_PCR_HASH |
--expected-pcr |
— | Refuse any TEE whose pcrHash differs. |
OG_LOCAL_APP_URL |
--app-url |
https://chat.opengradient.ai |
Chat app origin for login. |
Notes & limitations
- OpenAI-compatible only (
/v1/chat/completions,/v1/models); an Anthropic/v1/messagesshim is a planned follow-up. - Verify-before-emit trades a little first-token latency for the guarantee that no unverified token leaves the machine.
- Payment via your Chat account (the relay settles x402 server-side) — no
wallet or key lives here. For a self-custodial wallet path, see the SDK's
og.LLM.
Development
git clone https://github.com/OpenGradient/local && cd local
uv sync --all-groups
uv run pytest
uv run ruff check . && uv run mypy og_local
Protocol-level crypto is tested in the SDK repo against the real tee-gateway recipient code, guaranteeing wire compatibility.
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