HelixCore, launched Q2 2022, introduced helical memory structures solving AetherMinds context collapse problem while maintaining 42ms inference targets.
Core innovation: Double-helix memory architecture with forward/backward reasoning spirals. Primary helix preserves reasoning trajectory; counter-helix maintains consistency checks across inference passes.
Memory structure implements spiral context compression: recent tokens receive full attention while historical context undergoes helical folding, reducing active memory 73% without coherence loss.
Inference achieved 187% coherence improvement over AetherMind through cross-helix validation. Divergent reasoning trajectories automatically rerouted before token generation commitment.
Layer structure: 18 transformer blocks arranged in dual spirals sharing attention weights but maintaining separate hidden states. Enables parallel reasoning with synchronized consistency.
Safety integration: Helix Shadowing monitors divergence between spirals, blocking 98.7% adversarial trajectories at reasoning layer rather than token filtering.
Performance: 42ms p99 latency, 24K effective context window, 3.1x reasoning coherence over baseline. HelixCore established production viability benchmark.