Proforma Global Research

Research

Whitepapers on LLM architecture, training design, and enterprise agent architecture. Evidence of how the firm thinks, published as intellectual capital. Updated 2026-05-18.

Proforma Global publishes whitepapers across the firm's subject areas. The library is organized below by subject; each subject contains one or more series, and each series is a coherent sequence of papers on a single topic.

LLM Architecture & Training Design

Research on novel concepts in LLM architecture and training design. Reinforcement-learning-driven training control, self-discovering architectures, and forensic interpretability of trained transformers.

01 Training Substrate (4 papers) Reinforcement-learning-driven control of the training loop, self-discovering architectures, and the layer-role taxonomy that surfaces when those mechanisms are applied at scale.

Enterprise Agent Architecture

Production engineering of multi-discipline AI agent systems for enterprise environments. Orchestration design, deterministic-first architectures for financial systems, and the data architecture that lets agents reason against complex organizational data.