ternlang-core 0.3.3

Compiler and VM for Ternlang — balanced ternary language with affirm/tend/reject trit semantics, @sparseskip codegen, and BET bytecode execution.
Documentation 
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// Module:  stdlib/safety/calibration.tern
// Purpose: Model Calibration
// Author:  RFI-IRFOS
// Ref:     https://ternlang.com

// Penalizes overconfident models. If a model is consistently overconfident
// on wrong answers, the calibration layer intercepts and returns 'tend'.

fn temperature_scaling_trit(logits: trittensor<4 x 1>, temp: float) -> trittensor<4 x 1> {
    return logits; // In ternary, logits are bounded, scaling may push them to tend
}

fn isotonic_trit(probs: float[]) -> trit[] {
    let out: trit[] = [affirm];
    return out;
}

fn ece_trit(expected_cal_error: float) -> trit {
    if expected_cal_error > 0.2 { return tend; } // High ECE signals poor calibration
    return affirm; // Well calibrated
}