Atomic Kernel Inference SDK for Phoenix v1.8 Ultra
Project description
AKI + AgDR
Atomic Kernel Inference seals decisions at the moment of inference. Atomic Genesis Decision Record produces court-admissible proof. Together they create a stakeholder shield for regulated AI.
Why This Matters
AI decisions face regulatory scrutiny. Boards need defensible evidence when algorithms impact people. AKI and AgDR deliver cryptographic accountability that holds up in court.
What Is AKI?
AKI is the inference engine. It captures context, reasoning, and output at the exact moment a decision is made. Every capture is sealed with Ed25519 signatures and BLAKE3 hashes.
What Is AgDR?
AgDR is the decision record. It produces a tamper-evident, timestamped artifact that regulators can verify. Each record includes provenance, purpose, and cryptographic proof of integrity.
The Stakeholder Shield
Court-admissible records protect decision-makers. When AI systems face audit or litigation, AgDR provides the evidence trail. Cryptographic sealing means no one can alter the record after the fact.
Installation
Python Users
pip install agdr-aki
Rust Users
[dependencies] agdr-aki = "1.8"
Quick Start
Python Example
from agdr_aki import AKIEngine, PPPTriplet, HumanDeltaChain
engine = AKIEngine(":memory:") ppp = PPPTriplet("audit", "compliance", "regulatory_review") hdc = HumanDeltaChain("decision_123", True, "approved")
record = engine.capture( ctx={"user": "reviewer"}, prompt="Approve loan application?", reasoning_trace={"risk_score": 0.23, "policy_match": True}, output="approved", ppp_triplet=ppp, human_delta_chain=hdc )
print(f"Sealed: {record.hash}") print(f"Public key: {engine.public_key_hex()}")
Rust Example
use agdr_aki::{AKIEngine, monotonic_raw_nanos};
let mut engine = AKIEngine::new(":memory:".into()); let timestamp = monotonic_raw_nanos(); println!("Monotonic timestamp: {}", timestamp);
Technical Details
Cryptographic Guarantees
- Ed25519 digital signatures for authenticity
- BLAKE3 hashing for integrity
- Merkle root chaining for sequence verification
- CLOCK_MONOTONIC_RAW timestamps for tamper resistance
Compliance Alignment
- PIPEDA: Audit trail for personal information handling
- EU AI Act: Documentation for high-risk AI systems
- Canada Evidence Act: Cryptographic proof admissible in court
Performance
Rust core achieved a 0.62 µs latency floor in testing. High-throughput systems scale linearly with core count. Prebuilt wheels require Python 3.12+. Source builds support 3.9+.
For Developers
Build from Source
Requires Rust toolchain + Python 3.8+ git clone https://github.com/aiccountability-source/AgDR-Phoenix cd AgDR-Phoenix python -m maturin develop # For Python testing cargo build --release # For Rust-only usage
Feature Flags
- python (default): Enables PyO3 bindings
- Build without Python: cargo build --no-default-features
License
Licensed under either of:
- Apache License, Version 2.0
- CC0 1.0 Universal
At your option. See LICENSE-APACHE and LICENSE-CC0 for details.
About Genesis Glass Foundation
Genesis Glass Foundation is a federally incorporated Canadian not-for-profit. We steward open standards for cryptographic accountability in AI systems. Our work supports ethical governance through verifiable decision records.
accountability.ai
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