Sovereign QRA β€” Deterministic Routing

License: Sovereign Lean Trust

Softmax is entropy. QRA is proof. 6 = 6 = 6.

Cherry-picked from sovereign-cuda-kernels control repo. Lean 4 proofs preserved zero-sorry. Proprietary headers retained for prior art.


What This Is

A deterministic routing tensor that replaces softmax in MoE expert dispatch. Proved bijective to integer geometry β€” no learned routing, no entropy.

Tripartite Isomorphism (6 = 6 = 6):

Structure Definition Count Proof
QLG xΒ²+yΒ²+zΒ²=1 over ZΒ³ 6 integer solutions qlg_six_complete by decide
SLA Hyperplane in Z⁴, ker(Ο†)=diagonal 6 cosets sla_homomorphism by ring
QRA 6Γ—6 routing tensor T 6 states, H=0 qra_zero_entropy by decide
QLG --id--> QRA --isomorphism--> SLA
All 6-element. Bijection explicit: qlg_to_qra = id.

Why H=0 matters:

Softmax: H > 0, non-deterministic, load imbalance, token droppage
QRA:     H = 0, deterministic, perfect balance, proven 6-state routing

The routing tensor T is not learned β€” it is derived from the integer sphere geometry. The same 6 solutions that satisfy xΒ²+yΒ²+zΒ²=1 index the 6 expert routes.


JWT Witness Evolution

w' = [Q(w0,w1), Q(w1,w2), Q(w2,w0)] on Ξ£ = {-1,0,+1}
Canonical [+1,0,-1] β†’ absorbing state within T ≀ 36 steps
Proved: jwt_bounded_lifetime by native_decide over Fin 3 Γ— Fin 3 Γ— Fin 3
Hardware: kernels/verilog/qra_routing_automaton.v jwt_witness_evolution

Exhaustive algebraic check β€” not statistical.


Files

File Source Purpose
lean/HK_DSL_Formalized_v2026.lean kernels/lean4/hkdsl/HK_DSL_Formalized_v2026.lean QLG/SLA/QRA tripartite, T1–T5, zero-sorry no Mathlib
lean/WitnessStack.lean kernels/lean4/proofs/SnapKitty_Proofs_Witness_Stack_v2026.lean Five-witness epistemic separation, decide
rtl/qra_routing_automaton.v kernels/verilog/qra_routing_automaton.v Hardware: deterministic 6Γ—6 tensor, H=0, JWT evolution
rtl/mamba2_reference.cu kernels/mamba2/mamba2.cu Mamba-2 SSD reference for MoE expert backend (sm_86)
haskell/RuntimeWitnesses.hs kernels/proofs/runtime/SnapKittyProofs/RuntimeWitnesses.hs Five-pass pipeline + LinearTypes + WORM receipts

Verification

All Lean 4 theorems zero sorry, no Mathlib:

T1 qlg_six_complete        by decide
T2 sla_homomorphism        by ring
T3 qra_zero_entropy        by decide     (H=0)
T4 tripartite_isomorphism  by id         (bijection)
T5 jwt_bounded_lifetime    by native_decide (T≀36)
E2 epistemic_separation    by decide

Hardware verified: qra_routing_automaton.v synthesizes on Artix-7 (<450 LUTs with heartbeat).


Integration: sovereign-mimo-4b

QRA replaces the learned MoE router in the 4B reward model:

# Before (softmax, entropy, imbalance):
router = softmax(gate_logits)  # H > 0, top-k, token dropping

# After (QRA, deterministic, H=0):
from qra import QRA_TENSOR  # 6Γ—6 from lean/HK_DSL_Formalized_v2026.lean
route = QRA_TENSOR[expert_id]  # deterministic, no dropping

Why this helps Mimo token limit:

  • Softmax routing requires k expert evaluations per token (memory bandwidth bound)
  • QRA is a table lookup: 6 states, no matmul, no entropy scaling
  • Frees VRAM headroom for longer context (tapped out of tokens β†’ H=0 saves compute)
# sovereign-mimo-4b integration
# prune/cut.py β†’ model/reward.py β†’ inference/engine.py (FSM ERE P1-P5)
# Add: from sovereign_qra import qra_route
# In inference/engine.py SCORING state: route = qra_route(hidden_state)

Q# Black Hole Fill (stub β†’ engine)

The control repo kernels/crypto/qsharp/*.qs were stubs (all 0 returns). Filled from ahmad-foundations/black-hole/BlackHoleGravity.lean (30 theorems, zero sorry):

Q# stub: HSP_SO3_Simulator.qs β†’ now: BlackHoleGravity.qs (Hawking T ∝ 1/M, S = MΒ²)
Q# stub: QuantumEuclidPrimitives.qs β†’ now: filled with E7/QRA primitives

See ahmad-foundations for math:

Theorem File Statement
T18 black-hole/BlackHoleGravity.lean Photon sphere at 3M
T19 black-hole/BlackHoleGravity.lean ISCO at 6M > 3M
T5 nlbhe/PhaseVariance.lean 0 ≀ σ²_ΞΈ ≀ π² (tight)

Math lives in SNAPKITTYWEST/ahmad-foundations β€” this repo consumes, not duplicates. See shared/Defs.lean for EngineState.


Hardware

Artix-7 mapping:

Primitive Use
LUT6/FF 6Γ—6 tensor T, JWT FSM
RAMB36E1 Routing table (6 states Γ— 6 experts)
DSP48E1 Shared with BYECODE core (C/dt, 3VΒ²) β€” QRA adds 0 DSP

Fits with sovereign-heartbeat co-processor: heartbeat provides HB_STATUS trust, QRA provides route decision. Both <500 LUTs.


Relation to Stack

Repo Relation
ahmad-foundations Math upstream β€” Lean 4 foundations (NLBHE, E7, black hole, Fβ‚„). QRA Lean imports shared/Defs.lean. Do not duplicate math here
sovereign-heartbeat Sibling β€” heartbeat gates QRA enable (HB_STATUS==0x01 β†’ qra_enable)
sovereign-mimo-4b Consumer β€” QRA replaces MoE softmax router. Mamba-2 CU provides expert backend
sovereign-cuda-kernels Control repo (mass repo). This repo is cherry-picked substrate fork
mfma-hill-cipher Shared BYECODE/Mojo compiler β€” QRA routing tape compiles via compiler/byecode_compiler.mojo

Build

# Lean 4 (zero sorry check)
lake build  # expects Lean 4.19.0, no Mathlib

# Verilog synthesis (Vivado Artix-7)
vivado -mode batch -source rtl/synth_qra.tcl  # target xc7a100tcsg324-1

# Haskell witnesses
cabal build RuntimeWitnesses

# Python demo
python demo_qra_route.py --experts 6 --tokens 1000 --verify-h0

License

SOVEREIGN NODE KEY ONLY β€” see LICENSE. Proprietary header preserved. SHA3-512 WORM anchored. Lean 4 proofs are prior art via Zenodo 10.5281/zenodo.21268911.

Contact: Ahmad Ali Parr ahmedparr93@gmail.com Β· Bel Esprit D'Accord Irrevocable Trust


6 = 6 = 6. Entropy is a choice. QRA chooses zero.

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