Vinci
Web and mobile · Available now

Ask a question or draft a message. Web signup is open, and mobile apps are available on iOS and Android.
Vinci helps you draft a message, work through a question or build with code. Use it on the web, on your phone or in your terminal.
Vinci is in production on the web. Sign-up is open.
Try a short example chatVero and connected team workflows are in development.

Web and mobile · Available now

Ask a question or draft a message. Web signup is open, and mobile apps are available on iOS and Android.
Public beta · Bring your own key

A coding agent for your terminal. Bring your own provider credentials, review the source and check the documented limits.
In development

An assistant designed to carry context between tasks and follow through over time. Explore what we’re building.
8B, 30B and 123B · Open-weight research models
123B · Open weights · Devstral 2 · Mistral Modified MITBring the brief, budget and last-minute changes together, then prepare a proposal, a work plan and a decision to review. This example shows the team experience we’re developing.
Team workflows · In development

Start with the brief, budget and scope notes in one conversation.
A proposal and work plan sit beside the conversation, ready to edit.
The files disagree on the deadline. Confirm it before sharing the proposal.
Illustrative task · Nothing has been sent.
We’re building a shared place for source files, drafts and the decisions that move a project forward.
In development
Explore planned team workflows
Adapt a model to your task, plan dedicated GPU capacity or scope a deployment. Define the requirements, deliverables and tests with our team.
Consulting can stand on its own or complement Vinci. Scope, deliverables, acceptance and responsibilities are agreed for each engagement.
Post-training and scoped pre-training, with data, licence and evaluation requirements agreed for each project.
Plan capacity for open-weight AI around your workload, location and operating costs. Availability and terms are confirmed per project.
Scope deployment engineering and test the result against your requirements. Ongoing operation is agreed separately, after qualification.
Explore two short example chats: write a message or ask about a note. Choose a question or a follow-up and see the reply change. No typing or account needed.
Fictional example · Prewritten replies
You
Help me ask my neighbour to turn the music down. It’s keeping me awake.
AI
Hi! Could you turn the music down a little? I’m trying to get some sleep. Thanks.
Pretend chat. The note and replies are written examples.
Our neighbourhood book-repair afternoon is on Saturday, 24 October, from 2 to 4 pm in the library meeting room. Bring a book that needs a small repair. Materials will be provided.
You
Is the afternoon free?
AI example
The note doesn’t say whether it’s free. You’d need to ask the organiser.
Estimate a task using your own rates, token usage, retries, and operating costs.
Compare released models by purpose, format, and licence, with direct links to their records.
Useful guides to agents, evaluation, open weights, and reviewing AI-generated work.
AI should help with things that matter in everyday life. We test what helps, what goes wrong and what needs to improve, then share what we learn.
Explore our AI researchWhat happens when you ask AI to change one detail and keep the rest?
Read the studyLooking beyond speed to the answer you actually need.
Read the studySharing what we tried, why we stopped and what we learned.
Read the study
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 pathsA limited account of reported Qwen and Piccolo tests: aggregate gains, regressions and unresolved run records.
Detailed case record: Piccolo planning conversations with unwanted edits, inconsistent totals, missing answers and a later recovery.
A missing price, faster local generation and plans that changed unexpectedly: what Conestoga’s Piccolo studies tell us about the work Vinci still needs to do.
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.