Explore Sancire MarketReasoning, memory, and tool use.
How models retain relevant context, choose between possible actions, and evaluate the results of their decisions.
SANCIRE LABSAI research & software
Sancire Labs
Advancing AI.
Expanding what software can do.
We develop AI and software systems. Explore our research and a first look at Sancire Market, our marketplace for software projects.
Sancire Market / Browse-only preview
01 / Marketplace
Browse-only previewSancire Market
Find a project.
Take it further.
A marketplace for software projects to acquire or license: applications, developer tools, automation, and working prototypes. Explore the preview while we prepare to open listings.
For future buyers 
Start with the details.
Explore the marketplace and our internal project previews. No projects are offered for sale at this stage.
Explore projectsFor buildersGive your work a next step.
See the information a listing will include, from the code and assets to the known limitations. Project submissions are not open yet.
About listingPublic browsing is open. Accounts, listings, and enquiries are not open yet. Payments, escrow, and project transfers are not handled by the marketplace.
Marketplace rules02 / Research focus
Intelligence.
In context.
We study the choices that connect intelligence to the world: the evidence it uses, the actions it can take, how people direct it, and the software that supports it.
03 / In development
Systems in
active development.
Alongside the marketplace, our own research continues. Covenant examines what evidence justifies. Signal Research tests whether observed patterns survive new data. Both turn research into software that can be inspected and challenged.
Working prototype
Evidence-aware decisions, made reproducible.
A decision engine, signed-source gateway, and separate reference checker. Missing evidence and contradictory records stay distinct, with a reproducible record of the result.
Explore CovenantExperimental system
From observation to tested signal.
A market-data research system with chronological comparisons, paper-execution accounting, and registered forward experiments. A research instrument, not a claim of proven returns.
Open project brief04 / Method
Build the proof.
Then the promise.
We judge an idea by what it changes for the person using it. That means comparing it with existing approaches and testing accuracy, speed, cost, and ease of use.
Find a problem worth solving.
Start with a task people struggle to complete and a technical change that could make a better approach possible.
The question
What becomes easier, faster, or newly possible for the person using it?
OutcomeA specific problem and a testable hypothesis
Test the hardest assumption.
Make the smallest working prototype that can show whether the approach is sound. Compare it with the existing way of doing the task.
The question
Does this improve on what someone can already do?
OutcomeA prototype and a baseline comparison
Measure the limits.
Vary the inputs, interrupt the workflow, and test recovery when things go wrong. Examine accuracy, response time, cost, and human oversight.
The question
Where does performance fall short, and how does the system respond?
OutcomeMeasured behavior and known limits
Refine the whole system.
Develop behavior, interface, and infrastructure together. Improve what the tests reveal, and keep evaluating as the system changes.
The question
Can someone use it, understand it, and recover when it fails?
OutcomeAn integrated system, tested again
Evidence informs the next iteration.
05 / Contact
Let's talk
next steps.
Questions about the marketplace, a potential collaboration, or our research? Get in touch.