Featured image of post Zenith 2026.2 is Out!

Zenith 2026.2 is Out!

This release introduces an experimental but working transformer model in Rust, and adds a reference Axum-based model evaluation service. The genetic algorithm received a configurable speciation system and better documentation. Startup time improved significantly thanks to disk caching of n-gram models. A large number of AI-agent-assisted bug fixes, unit tests, and cleanups were applied across the codebase — greatly improving reliability. The frontend/backend stack was upgraded (Spring Boot 4.x + Angular deps), and WebSocket stability was fixed.

Transformer / GPT Model Implementation (core ML breakthrough)

  • First working transformer model implemented
  • Subtle bugs in the GPT/transformer model fixed
  • Sampling logic cleaned up & moved to lib.rs, tokenizer whitespace removed

Rust Backend / Model Serving Infrastructure

  • Added reference Axum service in Rust to evaluate transformer model outputs

Heavy Agentic / AI-Assisted Development Wave

  • Many rounds of bug fixes & unit tests created or suggested by AI agents
  • Documentation added/updated across all modules
  • TODOs resolved throughout the codebase

Genetic Algorithm & Evolutionary Improvements

  • Made speciation operator configurable + added RandomSpeciationOperator

Performance & Usability Enhancements

  • N-gram model cache now written to disk → much faster startups
  • Fixed WebSocket session closed errors

Dependency & Maintenance Updates

  • Spring Boot upgraded to 4.x + npm/Angular dependencies refreshed

Photo by Igor Omilaev on Unsplash

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