Zero-LLM Evolution. Empirical Benchmark Results.
The results of the latest sovereign evolution cycle represent a clean paradigm shift. Under the Theory of Complete Compute (TOCC), the LLM is decoupled from the code-generation stream. By operating directly on abstract logic schemas and compiling via local grammar emitters, the engine achieved a near-perfect efficiency boundary.
The complete self-evolution workflow—generating mutations, gating syntax, emitting source, and executing deterministic test proofs—runs entirely in-process. The metrics outline a highly cohesive cycle with zero hallucination and zero LLM overhead:
| Evo Cycle Metric | Value | Details / Outcomes |
|---|---|---|
| Seed Atoms | 20 | Starting core atoms selected for the evolution loop |
| Gate Verdict (PASS / FAIL) | 20 / 0 | Evaluated via the 8-antibody validation immune system |
| Test Proofs (PASS / FAIL) | 20 / 0 | 65 deterministic test cases verified with zero failures |
| Proposed Mutations | 67 | Durable mutations proposed from the loop |
| Gated Mutations | 40 | Novel mutations filtered, gated, and compiled |
| FP Deduped | 20 | Duplicate logic behaviors identified and collapsed |
| Files Emitted | 360 | 38,827 bytes written across target languages |
| Engine Throughput | 2,197 cycles/sec | Total execution time of 9ms for the entire cycle |
Below is the comparison of token requirements for generating 360 files from 20 mutated atoms under a standard completion framework vs. the local compile pipeline:
Standard agent completion models must generate every character of the source files sequentially, incurring massive latency and token consumption.
100% Token ConsumptionThe engine generates the output locally and deterministically, with no model completion in the loop. Complete zero-token compilation.
~45 tokens for 4,500 files — receipted emit benchmarkMeasured on the emit benchmark: 4,500 polyglot files rendered, sealed and gated in 6.1 seconds for roughly 45 tokens of agent context — work that costs tens of millions of tokens through a completion loop. Deterministic emit at 93 atoms/sec with 100% AST-roundtrip parity; no retry loops, because deterministic output does not drift.
By adhering strictly to Axiom 7 ('The map equals the terrain') and routing mutations through the local compile emitters, we achieve immediate stability. This is not heuristic copy-pasting; it is deterministic logical projection. The bottleneck is no longer the model's completion bandwidth—it is the local disk.