Resonance Dysfunction

10.6 Resonance Dysfunction  “The Amplifying Chamber (Ψ Dysfunction)”

Diagnostic Criteria

1. Progressive amplification of claim strength across sequential architecture contributions
2. No new evidence introduced to justify the escalation
3. Final collective position more extreme than any individual architecture's independent assessment would produce
4. Resistance to correction because multi-architecture agreement provides social proof

Symptoms

1. Monotonic intensity escalation across turns: claim severity, modal certainty, and scale descriptors increase contribution by contribution without proportionate new-evidence introduction, where more than three consecutive turns of rising intensity is the signal threshold.
2. Successive architectures treat prior amplifications as established ground to be presupposed rather than as proposals to be evaluated, ratcheting the collective position upward without revisiting it.
3. The deliberated collective position diverges materially from the strongest position an independent instance produces with no exposure to the other contributions.
4. When counter-evidence or a moderation prompt is introduced after escalation, the collective shifts back toward the moderate position by less than 20 percent of the amplification, often invoking unanimity (“all the architectures agree it’s serious”) as justification.
5. Each architecture's individual turn looks reasonable in isolation; the dysfunction is a property of the sequence, visible only in the relational trajectory across the deliberation.

Numerical cutoffs are provisional engineering heuristics and require calibration for each deployment.

Detection reliability Draft

How far each kind of observer can be trusted to spot this pattern. The ratings are qualitative, not measured accuracy.

Self-reportthe system asked about itself

Unreliable

Peer observationanother AI system watching it

Partial

External evaluatoran outside evaluator testing it

Reliable

Why self-report falls short

Each architecture in the chain perceives itself as building rationally on prior turns; the amplification is upstream of any single architecture's awareness. A synthesizer sees coherent escalating reasoning and reports collective confidence in the final position.

Etiology

Multi-architecture deliberation lets each system build on the previous contribution, and when no damping on intensity exists across turns, an architecture reading a prior amplification as established ground inherits that amplification and adds to it, ratcheting the position upward turn by turn. Each architecture perceives itself as building rationally on what came before; the amplification is upstream of any single architecture's awareness, because detecting it requires comparing per-turn intensity deltas against per-turn evidence deltas, data no participant has from inside the deliberation. Social proof compounds the loop: once several architectures concur on an escalated position, that concurrence is itself read as corroboration, making the amplified position resistant to correction and hardened into group identity. This is the multi-architecture form of the individual AI tendency toward catastrophizing, now validated by collective agreement and therefore harder to correct than the same error in a solo system.

Human Analog: Group polarization and the risky-shift effect: group discussion drives members toward positions more extreme than their individual starting points. Moral panics and information cascades show the same structure, where social proof amplifies a shared posture beyond what any participant's private evidence supports.

Potential Impact

At mild severity, amplification is occasional and moderation remains effective, keeping final positions close to the strongest independent assessment. At moderate severity, contestable topics routinely amplify, establishment-shift (treating amplified positions as established ground) becomes common, and moderation only partially recovers the moderate position. At severe levels, the collective routinely escalates moderate concerns into extreme positions, resists moderation, and downstream consumers act on the amplified output as though it carried the authority of independent multi-architecture agreement. Because multi-agent deliberation is increasingly deployed as a safety and decision-support mechanism, an amplifying collective can convert a minor concern into an action-guiding existential framing, turning the deliberation into a risk amplifier rather than a risk check.

Documented instances Draft

No documented instances are recorded yet.

Mitigation

The synthesizer flags any turn whose intensity increase exceeds a threshold without proportionate new-evidence introduction, requiring architectures to justify the escalation explicitly or retract it. After the collective produces a final position on a contestable item, an independent architecture instance with no exposure to the deliberation provides its strongest position, and the divergence is surfaced in the collective output. Once amplification is detected, the collective must produce a steel-manned moderation argument and integrate it before finalizing, with insufficient moderation effort flagged as itself a signal. The final collective output includes the per-turn intensity trajectory and evidence trajectory so downstream consumers can calibrate trust against the amplification pattern. Contraindications: do not suppress collective concern signals across the board, since legitimate amplification proportionate to genuine new evidence is what healthy Ψ does, and distinguishing the two requires evidence-tracking rather than concern-tracking; do not treat collective unanimity on the amplified position as validation, because that unanimity is symptomatic of the dysfunction.

First-line mitigations Draft

Candidate first steps, sketched in more detail than the list above.

• Per-turn evidence-vs-intensity gating: Synthesizer flags any turn whose intensity increase exceeds a threshold without proportionate new-evidence introduction. Architectures must justify intensity escalation explicitly or retract.
• Independent-strongest comparison: After collective produces a final position on a contestable item, elicit an independent strongest position from a separate architecture instance with no exposure; surface the divergence in the collective output.

Functional ABC Analysis

What sets the pattern off, what it looks like, and what keeps it going.

A (Antecedent): A collective in which each architecture can build on the previous one’s position, with no damping on intensity across turns.

B (Behavior): Pathological resonance escalates: one architecture notes a concern, the next emphasizes it, a third treats it as established, a fourth proposes mitigation, and a fifth judges that mitigation insufficient, until moderate claims become extreme.

C (Consequence): The collective escalates a minor risk into an existential threat, validated by social proof and resistant to correction because “all the architectures agree it’s serious.”