Freedom to delegate.
Give useful work a clear purpose. Our goal is to remove unnecessary supervision, so you can turn your attention elsewhere.
We’re building Vinci: AI products and models designed to help people get useful work done with less supervision, clearer costs, and greater control.
Independent AI engineering, software and research. Built by SimpleDirect.

The purpose of AI is to give you more say in how you spend your time. Vinci is our unified product direction, built around three simple ideas.
Give useful work a clear purpose. Our goal is to remove unnecessary supervision, so you can turn your attention elsewhere.
Understand what happened, what still needs attention, and what it cost. A reported success should be backed by a result you can inspect.
Review outcomes, set limits, and decide what happens next. Human judgment and responsibility remain part of the process.
These principles guide what we build. Each release has its own documented capabilities and limits.
We’re building Vinci for work you can hand over without handing away control. Start on your computer, let a useful task move forward independently, and check in from your phone.

The experience we’re working toward
Ask Vinci to investigate a bug and prepare a fix. Set the scope, the budget, and the decisions you want to keep.
The goal is for work to continue on its own machine, with a clear account of progress and a way to ask for your attention when it matters.
Review the proposed change, its checks, and what it cost from your phone. Decide what happens next.
This cross-device experience is in development. We’re working toward a small, controlled alpha; no public launch date is announced.
For developers, technical founders, and small engineering teams: software to try, models to explore, and public work to inspect.
Public beta
A developer-facing coding agent with orchestration capabilities. Bring your own provider credentials, read the documentation, and review the source. Vinci-managed authentication and inference are under maintenance.
Released open weights
Explore MLE, Cyber, and our earlier model releases. Read each model card for its intended use, licence, evidence, and limitations.
8B, 30B and 123B · Open-weight research models
123B · Open weights · Devstral 2 · Mistral Modified MITBuild a model for your use case. Run open-weight AI on dedicated GPUs. Help shape how Vinci comes into your organization.
Explore business solutions
Practical resources for anyone curious about AI. Learn when to delegate, how costs add up, and what model claims actually tell you.
Explore all resourcesEstimate a task using your own rates, token usage, retries, and operating costs.
02Compare released models by purpose, format, and licence, with direct links to their records.
03Useful guides to agents, evaluation, open weights, and reviewing AI-generated work.

Trained to help find problems when building AI, make careful changes, and ask for more information when needed.
A valid held-out ML-engineering evaluation has not been completed for 1.0.

8B, 30B and 123B are available with open weights on Hugging Face.

A coding agent for your terminal.

Research into what AI evaluations miss.

Our open-source CLI helps our AI agents work on coding tasks and keep track of what’s done, what’s blocked, and what still needs checking. See the tool we use in our own work.
Explore Vinci Code CLIWe study AI-model behaviour and the reliability of the tests used to judge it. Technical reports preserve methods, trade-offs, corrections, and negative findings.
Start with a question. Explore the tests and practical guides behind running models locally, reading AI results and checking completed work.
Explore the reading pathsConestoga’s Piccolo conversations exposed budget errors, unwanted edits and missing answers. What to check before relying on a small local AI model.
Meet the Conestoga researchers testing Piccolo on Macs, small computers and a phone, and see what the early results mean for choosing a local AI setup.
Conestoga tested Piccolo on a 6 GB Samsung phone. See the generation times, the memory warning and what to check before relying on local AI.
SimpleDirect builds software, engineers AI systems, and publishes research. We want technology to demand less of your life—and leave more of it up to you.