FORGE / OPTIMIZE / VERIFY Sds AI — The Meta-Tool That Designs Your Tools

Differentiable physics, triple-rail AI safety, Dilithium-sealed audit — all running on your own GPU cryptocore.

NEURO-FORGE CORE

CAD-Φ

OpenCascade-autodiff traverses every NURBS knot. One gradient, thousand variables.

∇x∈ℝⁿ | n=1.2×10⁶

TRIPLE-RAIL

Schema-gate → Action-verifier → Drift-sentinel. Emergent chaos neutralized in 36 ms.

Δt=36±1.2ms @ 99.9%

PQ-LEDGER

Merkle-Patricia spine, Dilithium v2 signature. Audit survives the quantum dawn.

SHA3-256 ⊗ DILITHIUM2

NEURAL PIPELINE

flowchart TB Prompt[User prompt] --> Decomp[LLM Decomposer] Decomp --> Forge[Geometry Forge] Forge --> Phys[Diff-Physics] Phys --> Opti[Multi-Obj Optimiser] Opti --> Safety[Triple-Rail Gate] Safety -->|PASS| STEP[Neon-STEP Artefact] Safety -->|FAIL| Decomp STEP --> Ledger[PQ-Audit]

FIELD-TESTED

BIO-MECH

Humanoid ankle joint

23 min → CE-PASS

SEMICON

EUV photomask

CD error 2.4 nm, 15× faster OPC

AERO-SPACE

Lunar truss

mass ↓14 %, cryo-safe

10 240
in-house iterations/hr
83 %
GPU util (A100)
0 / 1 000 000
audit mismatches

POST-QUANTUM VAULT

Encrypt the Artifact, Seal the Future

Every byte lands in an AES-GCM shard, key-split across a Dilithium HSM cluster. Tomorrow's qubits won't break it.

AES-256-GCM ⊗ DILITHIUM2-KEM

CYBER-HAPTIC VR

[WebXR DEMO PANEL]

"Twist the topology with your hand, feel the gradient kick through haptics."

CORE ALGORITHMS

Chaos-α logistic controller

# Chaos-α logistic controller
alpha = α_min + (α_max-α_min)/(1+np.exp(k*(S-θ)))
params *= 1 + rng.uniform(-alpha, alpha, size=params.shape)

PQ-Audit spine

# PQ-Audit spine
sig   = dilithium.sign(payload)
key   = sha3_256(sig).digest()
trie.update(key, sig+payload)
root  = trie.root

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