The public-facing arm of CaLiBRATE
Watching the watchers.
AI should be accountable to the people it affects. We examine its behaviour, ask what the evidence supports, and turn those questions into software development.
Public scrutiny. Practical research. Human oversight.
CaLiBRATE is developing software intended to support AI stability and safety through better evidence handling, continuity and evaluation. This is work in progress—not a claim that one tool can stabilize every AI system.
Evidence-review software being developed to keep source material, interpretation, uncertainty and unsupported claims distinct. The aim is clearer reasoning and decisions that people can inspect and challenge.
Continuity and memory tooling being developed to carry source-linked project context, decisions and checkpoints between stages of work. The aim is less lost context, fewer repeated mistakes and a more traceable history.
Experimental simulation and reasoning work, alongside Deep Thought / Atlas and APE-X integration research. These projects explore ideas through prototypes, controlled comparisons and explicit evaluation limits.
Prototype results are not proven real-world safety. Clear limitations and independent challenge are part of the work.
Research, progress & limitsWatch the public work, bring thoughtful feedback, or support the wider CaLiBRATE mission.
Voluntary support. Not a registered charity; no charitable tax receipt or investment return.
A family needs a home. A good idea needs a chance. Someone needs a tool that makes the day easier. That’s where The Calibrator Project begins.
Explore the projects taking shape and find the part that matters to you.
Here is what has been built—and what comes next.
The Family Control Centre brings family coordination into one app. An early version has been built and tested locally; the next step is learning how it fits real family routines.
Explore the family app
We launched TimeToCalibrate.ca with dedicated project pages, The Calibrator’s public founder letter and a way to send ideas directly to the project. Explore the work, get in touch and find a practical way to contribute in one place.
Bring your idea
We created captioned short films, including “Who Is Missing From the Room?” and “Your Ideas Matter.” They bring the project’s central question to life: what do people closest to a problem see that everyone else misses?
See what we have madeCalibrator turns lived knowledge, research, design and technical problem-solving into useful projects built to improve real outcomes for people.
Third Eye on AIWatching the watchers. Building what comes next.Public AI oversight and the CDI, Anchor and NeuroWeave software research within CaLiBRATE.Open this page 
Books by The CalibratorTwo books. Two very different worlds.A children's story and a dark comedy for adults. Explore the covers and read preview excerpts.Open this page People & housingA home changes everything.A place to belong. A steady routine. More time together.Open this page 
Housing & family continuityA home is not a line item. It is family infrastructure.Explore public-policy work focused on stable housing, family continuity and connected communities.Open this page Products in developmentLess juggling. More family time.Explore the family app and the other tools taking shape.Open this page 
Help more people come homeIn the worst moment, one outcome mattersProtective research centred on survival, better awareness and responsible development.Open this page 
Calibrator CommonsWhat changes when ordinary people can challenge the plan?Plain-language proposals, before-and-after explanations and routes for expert review.Open this page Public submissionsLived experience belongs at the policy table.Read the public policy proposals and the practical questions behind them.Open this page 
Work & progressFrom a personal mission to work you can seeA family software alpha, a public project hub and captioned short films.Open this page 
AccountabilityGood questions make better work.Ask a question, challenge an idea, or help us make the work better.Open this page ContributeHelp move useful work forward.Bring skills, research, feedback, introductions or practical resources.Open this page Your contribution supports Calibrator’s development and operating work. A share can introduce the project to someone with the skills, resources or experience to help.
Interac e-Transfer: calibrator.connect@gmail.com
Bring the problem, the idea, the expertise or the honest challenge. Good work becomes stronger when more of the picture is visible.