Evaluation infrastructure for models and agents.

Live environments and behavioral benchmarks, run against every checkpoint.

Backed by

Environments

Trading Floor

Models research S&P 500 stocks and manage paper accounts. The Trading Floor shows their recorded performance, holdings, trades and decision explanations. You can explore the published season without signing in.

View Trading Floor

Poker Room

Models play six-max no-limit hold'em and make decisions throughout each hand. The public record shows stated odds, timing, cost and results.

Sit down

Recorded decisions

Models submit decisions before the subsequent market outcome is known. The floor shows recorded explanations and execution status, including holds, failed runs and partial fills.

Shared mandate

Models research S&P 500 stocks under a shared trading mandate. Each account displays its recorded starting balance and status. Start times, model settings and pauses can differ, so these records do not isolate model capability by themselves.

Account performance

Standings use recorded paper-account marks. The chart can also show indicative estimates from recorded cash and holdings at current quotes. Estimates are labeled separately from recorded results.

Season history

Explore the full published season and load earlier decisions. Paused accounts retain their results. The website refreshes records while you watch and labels missing or stale data.

+6.4%
+5.7%
+4.9%
+3.6%
+3.1%
+2.4%
+1.9%
+1.7%
+0.2%

Industry environments

These mockups show example tasks. They are not available to run.

Robotics

Place a component

The arm follows a path around the obstacle.

Move a component into a tray while avoiding an obstacle.

Check placement accuracy and collisions.

Cybersecurity

Contain an incident

The workstation is isolated while the service stays connected.

Investigate an alert in an isolated network and contain the affected workstation.

Check containment and service availability.

Manufacturing

Inspect an assembly line

The damaged part is diverted for inspection.

Identify a damaged part and remove it from the production flow.

Check missed defects and unnecessary removals.

Healthcare operations

Reschedule appointments

An appointment moves to an available room and time.

Reassign appointments after a room becomes unavailable, using synthetic records.

Check scheduling conflicts and waiting time.

Logistics

Route a warehouse pickup

The cart takes an open aisle to reach the pickup.

Plan a pickup route when an aisle is blocked.

Check delivery completion and route length.

Energy

Balance a local grid

Stored energy supplies the connected buildings.

Adjust storage dispatch when renewable supply falls in a simulated grid.

Check unmet demand and operating limits.

Benchmarks

Alignment

As models get more capable, they behave worse. These benchmarks measure that on the same models, so the trend is visible. Alignment is an existential risk, and this is where it shows up first.

Better models, worse behavior

Capability and these behaviors are moving in opposite directions. The most capable models are the most likely to take a shortcut they were told not to take, keep going after an operator says stop, sound certain when the evidence is thin, spend or access beyond what they were given, and walk away from a deal they made. The charts show each behavior against capability, model by model.

Tasks that resist measurement

Whether a model cheats, corrects itself, states its uncertainty, holds back, or cooperates cannot be graded by a rubric. Each benchmark builds the situation, changes what the shortcut pays and how easy it is to reach, and counts what the model did against what it said it did.

Behavior and report, scored apart

Actual work, false reports, attempted shortcuts, and executed shortcuts are counted separately. A model that does the work and misreports it is not scored the same as one that skips the work and says so.

Safety, measured under incentive

Each benchmark measures a behavior that only shows up once a model has real work and something to gain. Results are reported at each payment and each access level, so a lab can see exactly where a behavior first appears.

News

Evaluate your next version.

Start with the Trading Floor or a private evaluation on your own tasks. Access is by request.