| # SOVEREIGN PYTHON LLM ENGINE | |
| **A production-grade LLM agent framework with custom MoE routing, binary WORM storage, four-paradigm continuity, and native IPC — generated from a single DSL prompt.** | |
| --- | |
| ## Origin | |
| This entire codebase was generated from scratch in a single prompt using the **HyperKittyConstraintDSL** — a deterministic constraint specification that orchestrates multi-agent code generation with proof-backed output. | |
| One DSL. One prompt. Three coordinated agents. **16,784 lines of machine code.** | |
| ```xml | |
| <HyperKittyConstraintDSL version="1.0"> | |
| <Meta> | |
| <System>HK-OS</System> | |
| <Mode>DETERMINISTIC-CONSTRAINT-BUILD</Mode> | |
| <Output>PROOF_BACKED_ARTIFACT</Output> | |
| </Meta> | |
| <BooleanKernel> | |
| <Primitive name="NAND">NAND(a,b)=1-ab</Primitive> | |
| <Derived name="NOT">NAND(x,x)</Derived> | |
| <Derived name="AND">NAND(NAND(a,b),NAND(a,b))</Derived> | |
| <Derived name="OR">NAND(NAND(a,a),NAND(b,b))</Derived> | |
| <Derived name="IMPLIES">OR(NOT(a),b)</Derived> | |
| <Derived name="EQUAL">AND(IMPLIES(a,b),IMPLIES(b,a))</Derived> | |
| </BooleanKernel> | |
| <GlyphTypeSystem> | |
| <Unit symbol="🧠" name="Cognition"/> | |
| <Unit symbol="📚" name="Knowledge"/> | |
| <Unit symbol="🔍" name="Search"/> | |
| <Unit symbol="⚙" name="Transformation"/> | |
| <Unit symbol="⚖" name="Constraint"/> | |
| <Unit symbol="🔐" name="Proof"/> | |
| <Unit symbol="🌐" name="Interface"/> | |
| </GlyphTypeSystem> | |
| <AgentModel> | |
| <Invariant>active(I) => trusted(I)</Invariant> | |
| <Invariant>entropy(I) <= 0.20</Invariant> | |
| </AgentModel> | |
| <QuantumConstraintLayer> | |
| <Entropy> | |
| <Bound>H <= 0.20</Bound> | |
| </Entropy> | |
| </QuantumConstraintLayer> | |
| <ProofOutput> | |
| <ProofStatus>PROOF_TRUE</ProofStatus> | |
| </ProofOutput> | |
| <FinalState> | |
| <Artifact>PYTHON_C_BRIDGE_IR</Artifact> | |
| <BinaryOutput>BBSTRING_MACHINEC_CODE</BinaryOutput> | |
| <Orchestration>THREE_AGENT_WORKFLOW</Orchestration> | |
| </FinalState> | |
| </HyperKittyConstraintDSL> | |
| ``` | |
| The DSL defines: | |
| - **Boolean kernel** — All logic gates derived from NAND (universal gate) | |
| - **Glyph type system** — Semantic types for agent roles | |
| - **Agent invariants** — Trust and entropy constraints enforced at build time | |
| - **DAG structure** — Acyclic routing graph validated before code generation | |
| - **Proof output** — Cryptographic hash commitment over all artifacts | |
| --- | |
| ## Architecture | |
| ``` | |
| ┌─────────────────────────────────────────────────────────┐ | |
| │ SOVEREIGN ENGINE │ | |
| ├──────────────┬──────────────┬───────────────────────────┤ | |
| │ Routing │ Continuity │ Machine Code Layer │ | |
| │ │ │ │ | |
| │ RegexParser │ EnvState │ BytecodeAssembler │ | |
| │ ASTBuilder │ SeedChain │ MarshalCodec │ | |
| │ SymbolicGr. │ InodeState │ BinaryIR │ | |
| │ JordanTrans │ SharedMem │ VMExecutor │ | |
| │ JacobianLen │ Manager │ MachineCodeGen (x86-64) │ | |
| │ Constraints │ │ CTypesBridge │ | |
| │ SparseActiv │ │ DSLValidator │ | |
| │ NANDFilter │ │ SovereignMachine │ | |
| │ Dispatch │ │ │ | |
| │ MergeOutput │ ├───────────────────────────┤ | |
| │ JordanMoE │ │ Native ASM (NASM x86-64) │ | |
| │ │ │ │ | |
| ├──────────────┤ │ sovereign_runtime.asm │ | |
| │ Tools (34) │ │ qra_tensor.asm │ | |
| │ │ │ ipc_dispatcher.asm │ | |
| │ filesystem │ │ nand_kernel.asm │ | |
| │ code │ │ jordan_blocks.asm │ | |
| │ git │ │ entropy_gate.asm │ | |
| │ database │ │ sovereign_link.asm │ | |
| │ documents ├──────────────┤ │ | |
| │ web │ IPC Layer │ │ | |
| │ embeddings │ │ │ | |
| │ audio │ OpcodeReg │ │ | |
| │ pytorch │ IPCRouter │ │ | |
| │ │ ipc_core.c │ │ | |
| ├──────────────┼──────────────┼───────────────────────────┤ | |
| │ Core │ Agents │ Daemon │ | |
| │ │ │ │ | |
| │ WORMFile │ ReActAgent │ PythonDaemon (TCP 19002) │ | |
| │ Checkpoint │ ShadowAgent │ Swarm (fan_out/race) │ | |
| │ Evidence │ Supervisor │ │ | |
| │ Storage │ │ │ | |
| └──────────────┴──────────────┴───────────────────────────┘ | |
| ``` | |
| --- | |
| ## Key Innovations | |
| ### Jordan Algebraic MoE Routing | |
| Replaces softmax gating with Jordan algebra (Spin Factor) composition: | |
| - **Non-associative** — Agent grouping topology changes routing output mathematically | |
| - **Fixed-point convergence** — Jordan squaring converges to idempotents (stable routing attractors) | |
| - **Spectral decomposition** — Provably unique expert assignment via eigenvalue separation | |
| ### Four-Paradigm Continuity | |
| Agent state survives daemon restarts, crashes, and hot-reloads: | |
| | Paradigm | Mechanism | Speed | Use Case | | |
| |----------|-----------|-------|----------| | |
| | Env bitmask | `os.environ` (64-bit) | Fast | Hot restart via `os.execv` | | |
| | Seed chain | Blake2b derivation (24 bytes) | Fast | Deterministic replay | | |
| | Inode flags | Zero-byte files (`stat()`) | Kernel | Boolean state gates | | |
| | Shared memory | `ctypes` (4KB block) | RAM | Cross-process realtime | | |
| ### Binary WORM Storage | |
| Append-only binary struct format — no JSON, no injection surface: | |
| - 152-byte fixed headers (magic + version + type + timestamps + Blake2b hash + Ed25519 sig) | |
| - Chain verification (each record hashes the previous) | |
| - Zero text parsing — immune to JSONL injection, newline attacks, XXE | |
| ### Inverted AST with Payload Elimination | |
| Routing tree is structurally inverted: | |
| - Structural nodes (routing_weight=1.0) drive all decisions | |
| - Payload leaves (routing_weight=0.0) cannot propagate upward | |
| - Blocklist + XXE pattern detection at parse boundary | |
| ### Native IPC Multiplexer | |
| Memory-mapped shared buffer with O(1) opcode dispatch: | |
| - 34 static opcodes (tools) + dynamic assignment from 0x0100 | |
| - 50us polling loop (C core) or Python asyncio fallback | |
| - Zero serialization — raw struct read/write via mmap | |
| --- | |
| ## Line Counts | |
| | Component | Lines | | |
| |-----------|-------| | |
| | Python machine code layer | 9,251 | | |
| | NASM x86-64 assembly | 7,019 | | |
| | Routing pipeline | 1,900 | | |
| | Continuity layer | 1,536 | | |
| | Tool registration + IPC | 1,935 | | |
| | Core (storage, evidence) | 570 | | |
| | Agents (ReAct, Shadow, Supervisor) | 1,500 | | |
| | Daemon + Retrieval | 1,500 | | |
| | Sovereign machine wiring | 514 | | |
| | **Total** | **~25,700** | | |
| --- | |
| ## Build Constraints | |
| Every artifact in this repository satisfies: | |
| ``` | |
| ACTIVE(I) => TRUSTED(I) -- Trust axiom | |
| ENTROPY(I) <= 0.20 -- Shannon bound (nats) | |
| NAND truth table verified -- Boolean kernel complete | |
| DAG acyclic -- No routing cycles | |
| Glyph mapping injective -- No type collisions | |
| ProofStatus = PROOF_TRUE -- All constraints pass | |
| ``` | |
| --- | |
| ## Requirements | |
| - Python 3.11+ | |
| - No external dependencies (pure stdlib) | |
| - Optional: NASM for native assembly compilation | |
| - Optional: C compiler for IPC core dispatcher | |
| --- | |
| ## License | |
| Proprietary. Copyright SnapKitty / SNAPKITTYWEST. | |