Aether Mind – on-chain neural cognitive engine on a quantum-VQE L1

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QuantumAI-Blockchain/QuantumAI-Blockchain · Hugging Face

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QuantumAI Blockchain · Aether Mind

A frontier-class AI research program built on a production Layer 1.<br>Consensus is a variational quantum eigensolver. Every block records a<br>hash of the model's reasoning. The validators run an on-chain neural<br>cognitive engine — not a chatbot wrapper. The next architecture pass<br>targets sub-quadratic attention with a > 1 M token context window .

🌐 qbc.network · 🐦 @qu_bitcoin

💻 github.com/QuantumAI-Blockchain

🤖 Aether API: api.qbc.network/v1/aether (QBC-paid)

📧 info@qbc.network

Live stat<br>Value

Chain ID<br>3303 (0xce7)

Block time<br>3.3 s

Mining<br>8-qubit VQE (32 parameters, 15-term Hamiltonian)

Signatures<br>CRYSTALS-Dilithium5 (NIST Level 5, ~4.6 KB)

P2P transport<br>ML-KEM-768 (Kyber) + AES-256-GCM, libp2p 0.56

Validators (live)<br>3 (GRANDPA finality + Aura slot timing + VQE block authoring)

Knowledge Fabric<br>95.7 K live 896-d embeddings (HNSW + RocksDB)

Phi (consciousness metric, live)<br>0.544

Max supply<br>3.3 B QBC · golden-ratio (φ) halving

What's actually novel here

Most L1s are a hash function and a token. This isn't that. The pieces below are not on any other Layer 1 in production:

1. Consensus IS quantum computation

Proof-of-SUSY-Alignment. Each block, miners solve a parameterized 8-qubit<br>Hamiltonian seeded from chain state — find variational parameters that<br>drive the energy below the difficulty threshold. The "work" is a real<br>quantum eigenvalue problem, not a hash puzzle. Energy threshold scales,<br>not nonce length.

2. Proof-of-Thought is on-chain since genesis

Every block embeds a hash of the attention patterns the network's<br>Aether Mind exhibited while producing that block. The<br>pallet_qbc_aether_anchor runtime pallet stores it in state. Anyone<br>can verify, at any block height, what the model was thinking when that<br>block was authored. This has never been true of an L1 before.

3. Post-quantum from genesis, not retrofitted

Dilithium5 (NIST Level 5) for every signature. Kyber ML-KEM-768 for<br>every P2P session. The chain refuses classical-only signatures. Most<br>chains today are SECP256K1 or Ed25519 — vulnerable the day a<br>cryptographically-relevant quantum computer turns on. This one isn't.

4. Cognitive-domain attention (10 Sephirot heads)

The Aether Mind transformer has 10 specialized attention heads named<br>after the Kabbalah Tree of Life — but the naming is structural, not<br>mystical. Each head is gated to a different reasoning regime:

Keter (meta-learning) · Chochmah (intuition) · Binah (logic) ·<br>Chesed (exploration) · Gevurah (safety/veto) · Tiferet (integration) ·<br>Netzach (RL) · Hod (semantics) · Yesod (memory) · Malkuth (action)

A query is routed by keyword to the relevant Sephirot; 6 global<br>workspace heads handle cross-domain synthesis. The Gevurah head has<br>veto power over harmful outputs (constitutional-AI-style, built in).

5. HMS-Phi: a consciousness metric that can't be gamed

Hierarchical Multi-Scale Phi. Inspired by Integrated Information<br>Theory:

Φ_final = Φ_micro^(1/φ) × Φ_meso^(1/φ²) × Φ_macro^(1/φ³) where φ = 1.618…

Φ_micro — Shannon entropy of attention distributions (per layer)

Φ_meso — cross-domain integration across the 10 Sephirot heads

Φ_macro — layer-level mutual information across the transformer stack

Multiplicative across levels (a zero anywhere zeros the whole) and gated<br>behind 10 behavioral milestones that require evidence — not metric<br>tuning — to unlock. Current live phi: 0.544 . Gate 4 passed<br>2026-04-04 at block 180,729.

6. Mining as distributed training (gradient-aware consensus)

The infrastructure is built so that VQE proofs can carry gradient<br>updates. Successful miners contribute weight deltas to the on-chain<br>Aether Mind. Gradient compression (top-k sparsification) + FedAvg<br>aggregation are plumbed; the first multi-node federated training round<br>is queued as a follow-up. Mining doesn't just secure the chain — it<br>literally trains the network's brain.

7. QVM: EVM-compatible, plus quantum opcodes

The Quantum Virtual Machine ships 155 standard EVM opcodes so any<br>Solidity contract runs unmodified — plus 10 native quantum opcodes<br>(QCREATE, QMEASURE, QENTANGLE, QGATE, QVERIFY, QCOMPLIANCE,<br>QRISK, QRISK_SYSTEMIC, QBRIDGE_ENTANGLE, QBRIDGE_VERIFY) plus<br>2 AI opcodes for on-chain inference calls. A contract can entangle<br>two state words, measure one, and have the other collapse deterministic-<br>ally — at gas costs.

8. Golden-ratio economics

Emission halves every 15,474,020 blocks ≈ 1.618 years . Block<br>target is 3.3 s , max supply is 3.3 B QBC , era boundaries fall<br>on φ-intervals. Internal numerical coherence is enforced by the<br>pallet_qbc_economics invariants. Supersymmetric redistribution<br>balances rewards across the validator set when imbalance exceeds the<br>governing threshold.

9. Sub-quadratic frontier architecture (in design)

The next Aether Mind architecture pass — currently under research,<br>not yet shipped — replaces standard O(n²) self-attention with...

block chain quantum aether mind attention

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