Trinity SDK

High-level Python API for Trinity triad chips — DePIN AI developer toolkit.

Pre-silicon. Tape-out target: 2026-12-16.
Projected performance: ~1 GOPS @ ~50 MHz @ ~1 W ternary (pending tape-out 2026-12-16).

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Install

pip install trinity-sdk
# with Bittensor support:
pip install "trinity-sdk[bittensor]"

Quick Start

fromtrinityimportTrinityChipchip=TrinityChip.connect("/dev/trinity0", backend="mock")
info=chip.chip_info()
print(f"phi={info.phi_id.hex()[:16]}… anchor=0x{info.anchor:04X}")
proof=chip.prove_inference(model="gpt2-small", input_data=b"hello")
print(f"proof digest: {proof.digest.hex()[:16]}…")
chip.submit_to_bittensor(subnet=11, validator_uid=42)

Architecture

TrinityChip
├── backends/mock.py — deterministic stub (default)
└── backends/jsonrpc.py — talks to trinity-node :9933
ZKProver — SHA-256 mock proof generation
Validator — 2-of-3 attestation mock

Package Layout

trinity/
├── chip.py — TrinityChip (ANCHOR = 0x47C0)
├── prover.py — ZKProver
├── validator.py — Validator
├── types.py — ChipInfo, Attestation dataclasses
└── backends/
├── mock.py — MockBackend
└── jsonrpc.py — JsonRpcBackend (stub)

Anchor Verification

Every chip carries the immutable anchor constant 0x47C0.
Call chip.verify_anchor() to assert hardware identity.

Bittensor Integration

fromtrinityimportTrinityChipchip=TrinityChip.connect(backend="mock")
chip.submit_to_bittensor(subnet=11, validator_uid=42)

See examples/bittensor_attest.py for the full BIT-0011 attestor demo.

Performance Note

~1 GOPS @ ~50 MHz @ ~1 W ternary — projected, pending tape-out 2026-12-16.
All benchmarks are pre-silicon estimates; actual silicon results may differ.

License

Apache-2.0 © 2024 Dmitrii Vasilev admin@t27.ai