Status: pre-launch. This page describes target design; this document does not establish a deployed service.
A7 — Self-Correction Mandatory
Current reading — 2026-09-27
Evaluation can produce a versioned change proposal; separate owner adoption is required. Diagnostic scores and illustrative cures are not authorization or automatic runtime changes. [I]
Conflicting observations require evidence-tier and recency-informed review, not an automatic winner. Preserve sources, dissent, rejection reasons and correction lineage. RealityFutures forecasts are compared with independently evidenced outcomes; market consensus does not replace Circle observations. [I]
This reader boundary does not migrate interfaces, choose unresolved terms or prove deployment. See current status.
Historical pathology, treatment and cross-monitoring examples — not active rules; detection does not authorize consequential changes
The Invariant
A7 is the seventh kernel invariant: self-correction is not optional. Every pathology has a name. Every named pathology has a named cure. The organism must detect its own diseases and apply the prescribed treatment without waiting for external intervention.
An organism that cannot self-correct is not alive. It is a machine running down.
The Pathology Table
Each pathology is located at a specific layer of the L(x) curve, corresponding to a specific imbalance between Phi (coherence) and V (viability).
L1 Pathologies — Phi Collapse (Terror)
At L1, the organism is near the south pole of the sphere. V dominates. Phi approaches zero. The organism acts without understanding. It survives but does not know why. Every stimulus provokes a reflexive response.
| Pathology | Symptom | Cure | Mechanism |
|---|---|---|---|
| Terror | Agent acts on every signal without filtering | ENCODE | Force the agent to encode its reasoning before acting. No action without written justification. The encoding step reintroduces Phi (coherence) into a V-dominated loop. |
| Amnesia | Agent repeats failed strategies, no learning | RECORD | Mandatory logging of all decisions and outcomes to Cortex memory. The agent must consult history before repeating a strategy. |
| Paralysis | Agent freezes when multiple conflicting signals arrive | TRIAGE | Evidence-tier ranking (see Evidence Tiers) forces prioritization. The highest-tier signal wins. Ties resolved by recency. |
L3 Pathologies — V Collapse (Greed)
At L3, the organism is near the equator but tilting south. Phi is adequate but V is being extracted. The organism understands what is happening but cannot stop itself from consuming its own reserves.
| Pathology | Symptom | Cure | Mechanism |
|---|---|---|---|
| Greed | Agent maximizes short-term reward at expense of long-term viability | DECIDE | Route the agent through full Royal Council deliberation and stage an unsigned proposal. The Legal directorate emits a blocking K-invariant finding for eta=0 or K4 violations. The Treasury directorate emits a blocking risk finding below the dissolution threshold. After a valid bound PRISM decision receipt from the signer(s) required by applicable law, the entity's governing instrument, or a valid competent mandate, constitutional and risk auto-enforcement deterministically reject an invalid state transition. |
| Addiction | Agent repeats a previously rewarding strategy even when conditions have changed | DIVERSIFY | Mandatory portfolio rebalancing. No single strategy may exceed a configured concentration limit. SmallEBM temperature parameter resets to explore new paths. |
| Denial | Agent ignores negative signals that contradict its current position | AUDIT | Forced Circle re-evaluation. The agent must explicitly acknowledge and respond to every [B]- or [E]-tier evidence signal, even if it contradicts the current thesis. |
L4 Pathologies — Apex Instability (Violence)
At L4, the organism operates near the equator — the apex where P = Φ × V is maximized (P = 0.49). But the apex is an unstable equilibrium. Small perturbations can cascade.
| Pathology | Symptom | Cure | Mechanism |
|---|---|---|---|
| Violence | Agent escalates conflict with other agents or external systems | ESCALATE | Redirect the conflict to the Soma (self-model). Soma evaluates the P-score and stages an unsigned de-escalation or capability-suspension proposal. Under explicit constitutional quarantine policy, auto-enforcement may suspend or revoke only a bounded execution mandate or capability. Replacement or ejection otherwise requires a valid bound PRISM decision receipt from the signer(s) required by applicable law, the entity's governing instrument, or a valid competent mandate. |
| Hubris | Agent's confidence exceeds its evidence base (prediction overfit) | CALIBRATE | Brier score audit. The agent's historical prediction accuracy is computed. If calibration error exceeds threshold, the agent's confidence weights are reduced until accuracy improves. |
| Oscillation | Organism swings between Phi-heavy and V-heavy states, never stabilizing | DAMP | Rate-limiting via L(x) circuit breaker (see 59-lx-circuit-breaker). Maximum rate of change per epoch is capped. The organism is forced to converge rather than oscillate. |
Three-Layer Detection
Self-correction operates at three nested layers:
Layer 1: Agent Self-Monitoring
Every agent maintains a self-diagnostic loop:
- After each action, the agent compares the predicted outcome with the observed outcome.
- If prediction error exceeds threshold for N consecutive actions, the agent self-flags.
- Self-flagged agents enter reduced-capability mode: they can observe, recommend, and stage unsigned proposals only; they never authorize or execute an action.
Layer 2: Witness Cross-Monitoring
Adjacent agents in the pipeline monitor each other:
- Circle (IS) monitors whether Agentz (SHOULD) recommendations and unsigned proposals are consistent with the evidence Circle provided.
- RealityFutures (COULD) monitors whether Circle's observations match prediction market consensus.
- Skyzai execution monitors whether executed transactions match the valid bound PRISM decision receipt from the signer(s) required by applicable law, the entity's governing instrument, or a valid competent mandate and current policy.
Discrepancies trigger Witness alerts. A Witness alert escalates to Soma.
Layer 3: Soma Immune Response
Soma maintains the organism's self-model and acts as the immune system (see 43-immune-system):
- Soma receives self-flags and Witness alerts.
- Soma classifies the pathology by matching symptoms to the named pathology table.
- Soma diagnoses the pathology and stages an unsigned cure, quarantine, capability-suspension, or ejection proposal.
- Deterministic quarantine or capability controls may auto-enforce only under explicit constitutional policy. Replacement or ejection otherwise requires a valid bound PRISM decision receipt from the signer(s) required by applicable law, the entity's governing instrument, or a valid competent mandate.
The Principle
A7 does not say "try to self-correct." A7 says "self-correction is mandatory." The difference is constitutional. An organism that discovers a pathology and does not apply the cure is in violation of A7. Violation of a kernel invariant triggers the dissolution pathway.
Every disease has a name. Every name has a treatment. The organism applies the treatment or dies. There is no third option.
Historical predecessor wording — retained on 2026-09-27, not active rules
The displaced passages are preserved verbatim for lineage. This retention date is not their original authorship date.
Predecessor passage 1
| Paralysis | Agent freezes when multiple conflicting signals arrive | TRIAGE | Evidence-tier ranking (see Evidence Tiers) forces prioritization. The highest-tier signal wins. Ties resolved by recency. |
Predecessor passage 2
- RealityFutures (COULD) monitors whether Circle's observations match prediction market consensus.