04 · THE JOURNAL

Notes from the lab.

Insights and news on AI automation: implementation notes, benchmarks and findings from the team building Uniforge, filed as we ship.

INDEX OF ENTRIES · MOST RECENT FIRST04 ENTRIES

Organizational Superintelligence

An AI overlay that continuously learns your organization’s knowledge and expert playbooks, uses experimentation, and with human approval, ships data & AI programs and their operational UIs on your existing stack. An AI that turns Data to Operational UI.

2025.11.10 · LEEROO TEAM

End2end Multi-Agent finetuning: Open Source Meets SOTA

To solve the challenge of fine-tuning multi-agent systems, we took an innovative approach: building a multi-agent AI system to train multi-agent systems.

2024.12.19 · LEEROO TEAM

End2end Multi-Agent finetuning: Open Source Meets SOTA

The First-Principle Multi-Model System

This article presents our innovative multi-model LLM platform, which outperforms traditional single LLM systems. Our system has been evaluated on MMLU and GSM8k benchmarks, demonstrating significantly better performance compared to both generic and domain-specific LLM experts.

2024.04.02 · LEEROO TEAM

Leeroo Orchestrator V1: Towards an AI Operating System

Leeroo orchestrator features a lightweight LLM that knows when and how to leverage underlying LLM experts to perform a task with the best outcome.

2024.01.24 · LEEROO TEAM

Leeroo Orchestrator V1: Towards an AI Operating System