CYBERELF LABS / EST. IN CURIOSITY

Strange ideas.
Serious systems.

We build tools that make AI changes measurable, actions accountable, and complex work easier to trust.

INDEPENDENT BY DESIGNOPEN TO INSPECTION
Smoked glass instrument specimen, cut with a luminous lime seam
IMAGINATION IS THE STARTING POINT.Evidence decides what stays.

START HERE / WHETSTONE

Better on average.
Worse where it matters?

An AI upgrade can gain six capabilities and lose three you already rely on. Whetstone makes those tradeoffs visible before the release decision.

Compare two agents
PAIRED RELEASE CHECKBLOCK
Baseline7/20
Candidate10/20
+6Gains
3Regressions
11Ties

The score improved. Three regressions still block promotion.

Illustration of the gate. Source & boundaries →

THE TOOLKIT

A tool for each
hard question.

Start with the problem you have. Whetstone stands on its own; the release tools can also form a governed chain.

01
Evaluate

Whetstone

Compare your current and candidate AI system on the same checks. Keep every gain and regression visible.

Public workbench
02

Turn supported, typed obligations into Lean-checked proof receipts with explicit assumptions.

Working prototype
03
Adopt

Foundry

Bind formal, empirical, and runtime receipts to the same candidate. Fail closed when an authority is missing or vetoes the change.

Working prototype
04
Authorize

ScopeWrit

Sign the permitted scope of an agent run. Check each consequential action and consume its authorization once.

Public alpha
05
Execute

Backplane

Package and execute signed, scoped runtime capabilities, retaining the decision and execution record.

Working runtime
06
Reconcile

Coherence

Compare records across independent systems, preserve source evidence, resolve exceptions, and resume a handoff exactly where it stopped.

Browser-local alpha
Six tools. Explicit responsibilities.Compare the tools →

THE OPERATING PRINCIPLE

Make a claim.
Build the test.
Keep the result.

We like ambitious ideas. We also like the part where they encounter a real constraint.

Proof, measurement, permission, and execution answer different questions. Keeping them separate makes the whole system easier to inspect.

How the pieces fit →

AFTER HOURS / STILL IN THE LAB

Leave room
for the strange.

Visual instruments. Digital organisms. New ways to organize memory. The lab is where the next useful question starts.

Explore the experiments →
Concept illustration of a dark cellular lattice with luminous filamentsMorphoDigital biology / concept illustration ↗

WORK WITH THE LAB

Bring a problem
worth getting right.

Have an AI change to evaluate, a system that needs a clearer boundary, or an experiment worth building? Talk to Justin.

justin@cyberelf.link