Skip to content
LQM Registry / research

Autonomous Challenger Research Cycle

Prequential champion/challenger evaluation with sequential error-drift monitoring and explicit evidence-based recommendation to hold, challenge or initiate fresh research.

Model keylq.research.challenger-cycle
Version1.0.0
Runtimepython-process
Run governed modelTry browser demo
Model contract

Inputs are explicit.

{
    "type": "object",
    "required": [
        "values"
    ],
    "properties": {
        "values": {
            "type": "array",
            "items": {
                "type": "number"
            },
            "minItems": 24
        }
    }
}
Output contract

Outputs are explicit.

{
    "type": "object",
    "required": [
        "evaluation_protocol",
        "lookahead_guard",
        "incumbent",
        "selected_model",
        "trigger_research",
        "recommended_action",
        "candidate_scores"
    ]
}
Default parameters
{
    "initial_window": 12,
    "recent_window": 8,
    "incumbent": "ar1",
    "switch_margin": 0.05000000000000000277555756156289135105907917022705078125,
    "drift_warmup": 6,
    "drift_slack": 0,
    "drift_threshold": 1
}
Example input
{
    "values": [
        100,
        100.400000000000005684341886080801486968994140625,
        100.7999999999999971578290569595992565155029296875,
        101.2000000000000028421709430404007434844970703125,
        101.7000000000000028421709430404007434844970703125,
        102,
        102.5,
        102.900000000000005684341886080801486968994140625,
        103.2999999999999971578290569595992565155029296875,
        103.7999999999999971578290569595992565155029296875,
        104.2000000000000028421709430404007434844970703125,
        104.7000000000000028421709430404007434844970703125,
        105.099999999999994315658113919198513031005859375,
        105.599999999999994315658113919198513031005859375,
        106,
        106.400000000000005684341886080801486968994140625,
        106.900000000000005684341886080801486968994140625,
        107.2999999999999971578290569595992565155029296875,
        107.7999999999999971578290569595992565155029296875,
        108.2000000000000028421709430404007434844970703125,
        108.7000000000000028421709430404007434844970703125,
        109.099999999999994315658113919198513031005859375,
        109.599999999999994315658113919198513031005859375,
        110,
        113.5,
        116.5,
        119,
        121,
        123,
        125
    ]
}
Capabilities
cpuresearchautonomousstreamingdriftchampion-challengerprequential
← Back to public registry