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.
<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.