Inserloft · AI Research & Infrastructure

Intelligent systems for the next era.

We build AI models, software platforms, and digital infrastructure to make intelligence accessible to everyone.

Explore the ecosystem Explore Project Proteus
Inserloft A/B [2027]
Inserloft journal / 001 Ideas in progress · 2026

Articles.

Research, ideas and perspectives on the systems shaping what comes next.

Featured research · 08 min read

The Agentic Era: Open Models and the Edge Revolution

A closer look at how open models, autonomous systems and edge intelligence are changing the architecture of AI.

Read the article
02

Research · Biology & AI

AI and the Future of Medicine

How artificial intelligence could help humanity understand, design and fight biological disease.

 03

Research · Language models

From Numbers to Words

A closer look at the architecture, mechanisms and mathematics behind language models.

01 · Research

We build intelligence from first principles.

From frontier research to practical systems, Inserloft explores how models can become useful scientific and technological infrastructure.

01

Project Proteus

AI-assisted biological discovery, protein intelligence, generative biology, and computational research.

02

Models

Model families for reasoning, everyday intelligence, analysis, coding, and visual perception.

03

Infrastructure

Platforms and developer systems designed to turn intelligent models into usable technology.

02 · Latest open model

Parrot Coder 1

Our first open-source model from Inserloft Research, built for fast Python code completion and local development.

MODEL 001 · OPEN SOURCE

Small model.
Real utility.

Parrot Coder 1 is a lightweight coding model designed for fast code completion, generation, and offline workflows. Built with GPT-2 and merged LoRA adapters, it ships as an FP16 GGUF model for local use.

Run with Ollama → Hugging Face →
~200MParameters
2KContext
517 MBOllama size
Apache 2.0License

03 · Ecosystem

Research becomes infrastructure.

01

Research

Active projects, experiments, datasets, and long-horizon research.
02

Models

Explore models developed across Inserloft.
03

Quma Platform

Infrastructure and tooling for developers and intelligent workflows.
04

Artifacts

Small interactive systems, experiments, tools, and ideas built to be opened.

05 · Philosophy

We build AI that helps, not harms.

Frontier technology should be developed with curiosity, quality, safety, transparency, and a clear understanding of who it is meant to help.

Safety first
Scientific curiosity
Human-centric
Long-term thinking