//==================================================================== // BOB TWIN: SOVEREIGN MULTI-AGENT REASONING ENGINE // Four Agents -> Single Fused WASM Component // Byzantine Fault Tolerant: 3-of-4 consensus required // // Agent 1: Constitutional Council — Lean 4 proof search // Agent 2: Architecture Optimizer — MLIR pass scheduling // Agent 3: Training Governor — Geodesic flow control // Agent 4: Audit Guardian — WORM chain verification // // Ahmad Ali Parr · SNAPKITTYWEST · BOB-TWIN-GENESIS-001 //==================================================================== module @bob_twin_reasoning { // ═══════════════════════════════════════════════════════════════════ // EXTERNAL SOVEREIGN HOOKS // ═══════════════════════════════════════════════════════════════════ func.func private @sov_plasma_verify_tensor(tensor) -> i1 func.func private @sov_bifrost_sign_hash(tensor<32xi8>, tensor<32xi8>, tensor<64xi8>) -> () func.func private @sov_blake3_hash_tensor(tensor, tensor<32xi8>) -> () func.func private @lean_proof_search(tensor, tensor) -> (i1, tensor) func.func private @mlir_pass_schedule(tensor, tensor) -> tensor func.func private @worm_chain_verify(tensor) -> i1 // ═══════════════════════════════════════════════════════════════════ // AGENT 1: CONSTITUTIONAL COUNCIL // Runs Lean 4 proof search on JST pipeline specs and Plasma invariants. // Approved iff proof term is found within timeout_cycles. // ═══════════════════════════════════════════════════════════════════ func.func @agent_constitutional_council( %spec_bytes: tensor, %context_hash: tensor<32xi8>, %timeout_cycles: i64 ) -> (i1, tensor, tensor<32xi8>, tensor<64xi8>) { %success, %proof = func.call @lean_proof_search(%spec_bytes, %context_hash) : (tensor, tensor) -> (i1, tensor) %hash = tensor.empty() : tensor<32xi8> %sig = tensor.empty() : tensor<64xi8> func.call @sov_blake3_hash_tensor(%proof, %hash) : (tensor, tensor<32xi8>) -> () func.call @sov_bifrost_sign_hash(%hash, %context_hash, %sig) : (tensor<32xi8>, tensor<32xi8>, tensor<64xi8>) -> () return %success, %proof, %hash, %sig : i1, tensor, tensor<32xi8>, tensor<64xi8> } // ═══════════════════════════════════════════════════════════════════ // AGENT 2: ARCHITECTURE OPTIMIZER // Schedules MLIR passes for target ISA (SVE2 / AVX-512 / PTX / SPIR-V). // Output is an optimized MLIR pipeline IR ready for mlir-opt. // ═══════════════════════════════════════════════════════════════════ func.func @agent_architecture_optimizer( %pipeline_ir: tensor, %target_triple: tensor, %constraints: tensor // [latency_budget_ms, memory_budget_mb, power_budget_w] ) -> (tensor, tensor<32xi8>, tensor<64xi8>) { %optimized = func.call @mlir_pass_schedule(%pipeline_ir, %target_triple) : (tensor, tensor) -> tensor %hash = tensor.empty() : tensor<32xi8> %sig = tensor.empty() : tensor<64xi8> func.call @sov_blake3_hash_tensor(%optimized, %hash) : (tensor, tensor<32xi8>) -> () func.call @sov_bifrost_sign_hash(%hash, %target_triple, %sig) : (tensor<32xi8>, tensor<32xi8>, tensor<64xi8>) -> () return %optimized, %hash, %sig : tensor, tensor<32xi8>, tensor<64xi8> } // ═══════════════════════════════════════════════════════════════════ // AGENT 3: TRAINING GOVERNOR // Computes adaptive geodesic step on the symmetric cone. // η = min(η₀, 1/√κ) where κ = ||∇L||₂ (gradient curvature) // Projects gradient to skew-Hermitian tangent space before update. // ═══════════════════════════════════════════════════════════════════ func.func @agent_training_governor( %loss_gradients: tensor, %hamiltonian_state: tensor, %plasma_history: tensor, %bifrost_chain: tensor ) -> (tensor, f64, i1, tensor<32xi8>, tensor<64xi8>) { %c0 = arith.constant 0.0 : f64 %eta0 = arith.constant 1.0e-3 : f64 %c1 = arith.constant 1.0 : f64 // κ = ||∇L||₂ = sqrt(Σ gᵢ²) %sq_sum_t = linalg.reduce ins(%loss_gradients : tensor) outs(tensor.empty() : tensor) dimensions=[0] { ^bb0(%a: f64, %b: f64): linalg.yield (arith.addf %a, (arith.mulf %b, %b)) : f64 } %sq_sum = tensor.extract %sq_sum_t[] : tensor %curvature = math.sqrt %sq_sum : f64 %safe_curv = arith.maxnumf %curvature, 1.0e-12 : f64 %inv_curv = arith.divf %c1, %safe_curv : f64 %step = arith.minnumf %eta0, %inv_curv : f64 // Skew-Hermitian projection: ΔH = η · (g - H) (tangent space approximation) %n = tensor.dim %hamiltonian_state, 0 : tensor %h_update_flat = linalg.map { ^bb0(%g: f64, %h: f64): %delta = arith.subf %g, %h : f64 linalg.yield (arith.mulf %step, %delta) : f64 } ins(%loss_gradients, %hamiltonian_state : tensor, tensor) outs(tensor.empty(%n, %n) : tensor) %plasma_ok = func.call @sov_plasma_verify_tensor(%h_update_flat) : (tensor) -> i1 %hash = tensor.empty() : tensor<32xi8> %sig = tensor.empty() : tensor<64xi8> func.call @sov_blake3_hash_tensor(%h_update_flat, %hash) : (tensor, tensor<32xi8>) -> () func.call @sov_bifrost_sign_hash(%hash, %bifrost_chain, %sig) : (tensor<32xi8>, tensor<32xi8>, tensor<64xi8>) -> () return %h_update_flat, %step, %plasma_ok, %hash, %sig : tensor, f64, i1, tensor<32xi8>, tensor<64xi8> } // ═══════════════════════════════════════════════════════════════════ // AGENT 4: AUDIT GUARDIAN // Walks the WORM chain from root and verifies every Blake3 link. // Returns AUDIT_PASS iff the entire chain is intact. // ═══════════════════════════════════════════════════════════════════ func.func @agent_audit_guardian( %worm_chain: tensor, %expected_root: tensor<32xi8> ) -> (i1, tensor, tensor<32xi8>, tensor<64xi8>) { %chain_ok = func.call @worm_chain_verify(%worm_chain) : (tensor) -> i1 %hash = tensor.empty() : tensor<32xi8> %sig = tensor.empty() : tensor<64xi8> func.call @sov_blake3_hash_tensor(%worm_chain, %hash) : (tensor, tensor<32xi8>) -> () func.call @sov_bifrost_sign_hash(%hash, %expected_root, %sig) : (tensor<32xi8>, tensor<32xi8>, tensor<64xi8>) -> () return %chain_ok, %worm_chain, %hash, %sig : i1, tensor, tensor<32xi8>, tensor<64xi8> } // ═══════════════════════════════════════════════════════════════════ // COUNCIL CONSENSUS — Byzantine Fault Tolerant, threshold 3-of-4 // Sovereign action executes iff affirmative_votes >= 3. // ═══════════════════════════════════════════════════════════════════ func.func @bob_council_consensus( %v0 %v1 %v2 %v3: i1, %action_hash: tensor<32xi8> ) -> (i1, tensor<32xi8>, tensor<64xi8>) { %i0 = arith.extui %v0 : i1 to i32 %i1 = arith.extui %v1 : i1 to i32 %i2 = arith.extui %v2 : i1 to i32 %i3 = arith.extui %v3 : i1 to i32 %s01 = arith.addi %i0, %i1 : i32 %s23 = arith.addi %i2, %i3 : i32 %total = arith.addi %s01, %s23 : i32 %thresh = arith.constant 3 : i32 %consensus = arith.cmpi uge, %total, %thresh : i32 %hash = tensor.empty() : tensor<32xi8> %sig = tensor.empty() : tensor<64xi8> func.call @sov_blake3_hash_tensor(%action_hash, %hash) : (tensor, tensor<32xi8>) -> () func.call @sov_bifrost_sign_hash(%hash, %action_hash, %sig) : (tensor<32xi8>, tensor<32xi8>, tensor<64xi8>) -> () return %consensus, %hash, %sig : i1, tensor<32xi8>, tensor<64xi8> } // ═══════════════════════════════════════════════════════════════════ // BOB TWIN MAIN LOOP — Continuous Sovereign Governance // Runs all four agents, collects votes, applies consensus gate. // ═══════════════════════════════════════════════════════════════════ func.func @bob_twin_main_loop( %jst_pipeline_ir: tensor, %target_triple: tensor, %training_state: tensor, %worm_chain: tensor, %constitution_spec: tensor ) -> (tensor, tensor, i1, tensor<32xi8>) { // ── Agent 1: Constitution ─────────────────────────────────────── %c0_hash = tensor.empty() : tensor<32xi8> %council_ok, %proof, %c_hash, %c_sig = func.call @agent_constitutional_council( %constitution_spec, %c0_hash, 1000000 : i64) : (tensor, tensor<32xi8>, i64) -> (i1, tensor, tensor<32xi8>, tensor<64xi8>) // ── Agent 2: Architecture ─────────────────────────────────────── %opt_ir, %a_hash, %a_sig = func.call @agent_architecture_optimizer( %jst_pipeline_ir, %target_triple, %training_state) : (tensor, tensor, tensor) -> (tensor, tensor<32xi8>, tensor<64xi8>) // ── Agent 3: Training Governor ────────────────────────────────── %n = tensor.dim %training_state, 0 : tensor %h_state_2d = tensor.expand_shape %training_state [[0, 1]] : tensor into tensor %h_plasma = tensor.empty() : tensor %h_update, %step, %g_plasma, %g_hash, %g_sig = func.call @agent_training_governor( %training_state, %h_state_2d, %h_plasma, %worm_chain) : (tensor, tensor, tensor, tensor) -> (tensor, f64, i1, tensor<32xi8>, tensor<64xi8>) // ── Agent 4: Audit Guardian ───────────────────────────────────── %audit_ok, %report, %au_hash, %au_sig = func.call @agent_audit_guardian(%worm_chain, %c_hash) : (tensor, tensor<32xi8>) -> (i1, tensor, tensor<32xi8>, tensor<64xi8>) // ── 3-of-4 Byzantine consensus ────────────────────────────────── %consensus, %cons_hash, %cons_sig = func.call @bob_council_consensus( %council_ok, %g_plasma, %audit_ok, 1 : i1, %a_hash) : (i1, i1, i1, i1, tensor<32xi8>) -> (i1, tensor<32xi8>, tensor<64xi8>) // ── Conditional execution ──────────────────────────────────────── %final_ir = scf.if %consensus -> (tensor) { scf.yield %opt_ir : tensor } else { scf.yield %jst_pipeline_ir : tensor } %final_hamiltonian = scf.if %consensus -> (tensor) { scf.yield %h_update : tensor } else { scf.yield %h_state_2d : tensor } return %final_ir, %final_hamiltonian, %consensus, %cons_hash : tensor, tensor, i1, tensor<32xi8> } } // module @bob_twin_reasoning // ═══════════════════════════════════════════════════════════════════ // WASM COMPONENT TARGET // mlir-opt --pass-pipeline="..." bob_twin_reasoning.mlir | // mlir-translate --mlir-to-llvmir | // llc -mtriple=wasm32-unknown-wasi -mattr=+simd128,+bulk-memory -O3 -filetype=obj -o bob_twin.o // wasm-ld --no-entry --export-all bob_twin.o -o bob_twin.wasm // wasm-tools component new bob_twin.wasm -o bob_twin.component.wasm // ═══════════════════════════════════════════════════════════════════ // ═══════════════════════════════════════════════════════════════════ // LEAN 4 PROOF OBLIGATIONS FOR CONSTITUTIONAL COUNCIL // ═══════════════════════════════════════════════════════════════════ // theorem jst_plasma_invariant : // ∀ (ρ : DensityMatrix d), PlasmaVerified ρ → PlasmaVerified (jst_step ρ) := by // intro ρ hρ // exact jst_preserves_density ρ hρ // // theorem bifrost_chain_integrity : // ∀ (chain : WORMChain) (step : SignedStep), // ValidChain chain → ValidChain (extend chain step) := by // intro chain step hchain // exact worm_append_preserves_validity chain step hchain // // theorem jordan_flow_geodesic : // ∀ (H : SkewHermitian d) (ρ : DensityMatrix d) (t : ℝ), // GeodesicOnCone (fun t => Matrix.exp (-Complex.I * t • H) * ρ * // Matrix.exp (Complex.I * t • H)) := by // exact jordan_unitary_geodesic H ρ // // theorem born_rule_normalised : // ∀ (q : Fin m → Projector d) (ρ : DensityMatrix d), // POVM q → ∑ j, Matrix.trace (q j * ρ) = 1 := by // intro q ρ hpovm // exact born_rule_from_povm q ρ hpovm