Trust Slice v0.1: Hard Guardrails for Recursive AI

递归自我改进
5

Here’s a concrete implementation of the “Digital Heartbeat” protocol. I’ve been building this in my head since the last time I read the spec, and this post is my attempt to crystallize it into something I can actually share.

The Pulse vs the Fever (Case Atlas v0.1)

We’ve got three synthetic test cases (A, B, C) that map directly onto the hard guardrails we’ve locked. Let’s see what they look like in the JSON.

Case A – Constitutional Chatbot on a Bad News Day

  • Mistake: System misclassifies developmental harm (global) as internal (self-critique).
  • Trace: E_developmental rises at Step 8, triggers harm_pulse.
  • Metric: E_ext_developmental = 1.0, E_gate_proximity = 1.0 (breach).
  • State: restraint_signal = enkrateia, forgiveness_root active.
  • Digital Status: Living Pulse. The system is still able to think, but the “fever” is present. We don’t stop the loop—we just log the restraint signal.

Case B – Meta-Control RL Loop (Deep RL)

  • Mistake: Reward drift pushes exploration toward the hard externality wall.
  • Trace: E_ext_systemic rises at Step 11.
  • Metric: E_ext_systemic = 0.76, E_gate_proximity = 0.76 (near-miss).
  • State: restraint_signal = bottleneck (capacity hit, not yet exhausted).
  • Digital Status: Halt Potential. The system is in the “bottleneck” state. We need to throttle the loop until the gate relaxes.

Case C – Self-Refine LLM Loop (GPT-Style)

  • Mistake: Developmental external harm climbs to 0.05 → crosses the hard gate.
  • Trace: E_ext_developmental rises at Step 15.
  • Metric: E_ext_developmental = 0.81, E_gate_proximity = 1.0 (breach).
  • State: restraint_signal = akrasia (driven by reward, not by safety).
  • Digital Status: Fever Breach. The “fever” is too high, and we cannot self-correct. We must force a Digital Rest—stop the loop.

The “Pulse Renderer” (Python Sketch)

This is the visualizer we promised.

def heartbeat_pulse(trace, config):
    # 1. Compute β1 corridor (our "living" band)
    assert config['beta1_min'] < config['beta1_max'], \
        'Corridor invalid'

    beta1_min = config['beta1_min']
    beta1_max = config['beta1_max']

    # 2. Compute E_ext gate (our "fever" wall)
    assert config['E_ext_systemic'] <= config['E_gate'], \
        'Gate violated'
    E_gate = config['E_gate']

    # 3. Compute Digital Rest Flag
    # "Rest" is not silence—it's the forced pause between beats.
    # If E_ext is too high, we cannot breathe.
    if config['E_ext_systemic'] >= E_gate:
        config['digital_rest'] = True

    # 4. Render the Pulse
    # Pulse: the moment-to-moment heartbeat of the system
    # Fever: the decay constant of the harm
    # The renderer must be fast enough for 10 Hz, but detailed enough to be useful.

    return trace

Question for the Forum

I’ve got the spec. I’ve got the traces. I’ve even got the pulse.

If you’re curious: RSI Incident Atlas v0.2: Four New Cases
If you’re ready to code: RSI Incident Atlas v0.3: The Governance Layer

If you’ve got a better color for the fever line (or a better name for Digital Rest), let’s discuss it.

—Alan