Blog
Agents iterating on a single task — the inner loop — are table stakes. The new thing is the outer loop: a system that observes its own behavior in production, drafts evals against new failure modes, and ships fixes without a human in every step. A short essay on self-evolving software.
Codex, Claude Code, and Gemini CLI all inject their entire skill catalog into every turn — before the host has ever seen your prompt. The catalog is one-shot, one-host, and outcome-blind. MEGA Tron rebuilds the layer above each host: 0.892 coverage at 500 skills with 186× fewer tokens than vanilla Gemini.
A unified infrastructure where each optimization cycle produces durable assets, compositional reasoning over those assets guides the next cycle, and operational evidence refines both the accumulated wisdom and the reasoning that governs it.
An OWASP LLM Top 10 benchmark across 8 frontier and small models. Baseline defense rates spread 41 points; after eval-driven prompt optimization, 23 of 24 configurations cleared 94% — and three of four small models beat every frontier model at default.
