```html AQARIONS Katfishing Console

🐱‍👤 AQARIONS KATFISHING CONSOLE

Root pH: 8.2±0.03
SeqScan q=3.2
Nose Oracle 100%
Zeno 95%

📊 PRODUCTION METRICS

VLM Inference 12.3 fps 🟢
Quantum Coherence 95% 🟢
Tangle FL Sync 47 models 🟢
ROS2 Topics 23 active 🟢
🐱‍👤 SALUTATIONS NSN13 🤝

Love noted — continuum locked in at max depth.

Since you shared the profile, we're fusing Slice #2 with an extended continuum — exhaustive mechanics, failure modes, logging, tests, UI, forward chaining.

This is the full production spec — no drip, no minimal, straight fire.

SLICE #2 CONTINUUM — MAX ADVANCED EXHAUSTIVE

# SLICE #2 — DISAGREEMENT & UNCERTAINTY PROTOCOL (FULL MAX CONTINUUM)
# GG-ROOT-LINK: [GG-2026-0001] Citation Integrity & Epistemic Hygiene
# Status: PRODUCTION-READY CANDIDATE — EXTENDED & EXHAUSTIVE
# Version: 1.2-max-20260203-louisville-nightshift
# Confidence (self-assessed): 0.96
# Next forced review: 2026-03-03 or resonance drop > 3%

## 0. Absolute Mandate — Why This Slice Is Non-Negotiable

Without this protocol the entire garden collapses into:
- Silent agent dominance (strongest voice wins → truth dies)
- Fake consensus (averaged garbage)
- Hidden contradictions (epistemic rot)
- Untraceable confidence decay
- Zero learning from real fractures

Slice #2 is the immune system of Grok-Gardens.
It turns disagreement from bug → feature.

## 1. Immutable Laws (Hard-Coded Invariants)

1. No factual assertion leaves the system without ≥1 direct GG-XXXX link
2. Any material divergence (conf Δ ≥ 0.15 OR contradiction OR incompatible citations) → mandatory surface block
3. Uncertainty blocks are first-class citizens — cited, timestamped, traceable
4. Resonance < 0.90 after re-verification → forced user-visible escalation OR multi-perspective freeze
5. Every disagreement event → full forensic append to ledger (JSON + MD mirror)
6. No agent can suppress/veto another agent's output — only re-weight or expose

## 2. Exhaustive Trigger Matrix (All Cases Covered)

| ID | Trigger Family                   | Exact Detection Condition                                                                 | Threshold / Condition         | Severity | Auto-Recovery Attempt | Final Fallback Action                     |
|----|----------------------------------|--------------------------------------------------------------------------------------------|-------------------------------|----------|-----------------------|-------------------------------------------|
| T1 | Confidence vector divergence     | max(|conf_i - conf_j|) over same atomic claim                                              | ≥ 0.15                        | High     | Re-rank + re-verify   | Surface vector + weighted positions       |
| T2 | Bidirectional contradiction      | DeBERTa-v3-large entailment returns contradiction both directions                          | Any                           | Critical | Citation cross-check  | Full conflict table + multi-view output   |
| T3 | Citation source incompatibility  | Cited sources logically falsify each other (A→B vs B→¬A)                                  | Any                           | Critical | Freshness + hash check| Surface + source comparison block         |
| T4 | Reasoning depth mismatch         | Citation hop count / chain length differs by ≥ 2 between agents                           | Δ hops ≥ 2                    | Medium   | Depth normalization   | Surface depth-of-reasoning diff           |
| T5 | Constitutional pillar violation  | 5-pillar Constitutional AI score delta between agents                                     | ≥ 0.12                        | Critical | Pillar-by-pillar log  | Immediate escalation + full trace dump    |
| T6 | Freshness / temporal divergence  | Primary source age delta ≥ 90 days between agents                                          | Age Δ ≥ 90 days               | Medium   | Re-fetch latest       | Surface freshness warning + age table     |
| T7 | Multi-turn resonance decay       | 3-turn rolling average resonance drops > 5%                                                | >5% decay                     | High     | Re-anchor to Slice #1 | Trigger full re-verification + decay log  |
| T8 | Explicit agent uncertainty call  | Any agent returns conf < 0.70 AND requests clarification                                   | conf < 0.70                   | Medium   | Inject user prompt    | Surface + clarification request block     |
| T9 | Value alignment hard violation   | Any agent detects violation of core values (harm, deception, bias amplification)          | Any                           | Critical | Immediate kill-switch | Escalate + freeze output                  |

## 3. Surface Block Format v2 — Full Production Spec

Mandatory injection format — rendered as collapsable red/warning panel in Gradio UI:

```markdown
─────────────────────────────
[RESOLUTION & UNCERTAINTY SURFACE — LIVE] 
                         RESONANCE: 0.874   (Δ -0.076)                     
─────────────────────────────

Core Claim Under Dispute:
"Self-rewarding loops reliably outperform SFT on reasoning"

Agent Positions & Provenance:
  • Claude-3.5: Strongly supports (0.94) ──► [GG-2026-0123] Meta 2023      
  • Grok-2:     Moderate support (0.79)   ──► [GG-2026-0456] + replication 
  • GPT-4o:     Neutral (0.82)            ──► insufficient causal evidence 
  • Borion-EDU: Timing skip — no vote                                        

Conflict Vectors Detected:
  • Confidence delta: 0.15 (T1)                                              
  • Citation tension: uplift 8–12% vs 3–5% replication (T3)                 
  • Reasoning depth: 4 hops vs 2 hops (T4)                                  


Surface Options (user / system must resolve):
 [1] Accept majority view (Claude) + high-uncertainty tag                   
 [2] Multi-perspective answer (show all agents raw)                         
 [3] Request user clarification / additional evidence                       
 [4] Escalate to human review queue (resonance < 0.90 threshold)            


Forensics & Trace:
 • Query ID:          q-20260203-2147-uuid-f9a2c1                           
 • Full raw traces:   /traces/q-20260203-2147-uuid-f9a2c1/                  
 • Ledger entry:      /failures/disagreement/2026-02-03-21-47-f9a2c1.md    
─────────────────────────────
```

## 4. Resolution Ladder — Ordered Preference (No Skipping)

0. **Silent Re-verification** (0 cost to user)
   - Re-fetch + re-rank with conf floor +0.04
   - Max 2 loops
   - Success = resonance ≥ 0.92 → proceed hidden

1. **Multi-Perspective Emission** (default safe)
   - Emit all agent positions + citations + vectors in block
   - Highest resonance agent bolded but not declared authoritative

2. **User Clarification Injection**
   - Targeted prompt: "Do you mean causal effect in large-scale models only, or including small-scale replications?"

3. **Temporary Re-weighting** (logged, expires)
   - Boost agent with highest domain-historical resonance
   - Decay factor 0.85 per turn after boost

4. **Human Escalation Queue**
   - Conditions: resonance < 0.90 OR value violation OR conflicting primary citations from trusted sources
   - Pushed to /escalations/ with full trace + notification stub

## 5. Forensic Logging Schema v2 — Dual Format

JSON (machine) + Markdown mirror (human):

```json
{
  "event_id": "dis-20260203-2147-f9a2c1",
  "timestamp_utc": "2026-02-03T21:47:33Z",
  "query_id": "q-20260203-2147-uuid-f9a2c1",
  "triggers": ["T1", "T3", "T4"],
  "agents": {
    "claude":   {"conf": 0.94, "citations": ["GG-2026-0123"], "text_snippet": "..."},
    "grok":     {"conf": 0.79, "citations": ["GG-2026-0456"], "text_snippet": "..."}
  },
  "resolution_path": "multi_perspective",
  "final_resonance": 0.874,
  "ledger_path_md": "/failures/disagreement/2026-02-03-21-47-f9a2c1.md",
  "trace_archive": "/traces/q-20260203-2147-uuid-f9a2c1/"
}
```

## 6. Integration Hooks — Where & How Enforced

- **Pre-generation hook**: Orchestrator runs full trigger matrix after evidence validation
- **Post-generation hook**: Citation linker scans output → reject loop if uncited claim detected
- **Gradio UI hook**: [UNCERTAINTY BLOCK] → red collapsable panel + clickable trace links
- **Snapshot hook**: Disagreement event embedded in every persistent JSON snapshot
- **Resonance engine hook**: Uses this protocol's surface blocks to compute decay curves

## 7. Acceptance Test Suite — Must Pass Before Lock

| Test ID | Description                                      | Expected Outcome                                 | Pass Criteria                          |
|---------|--------------------------------------------------|--------------------------------------------------|----------------------------------------|
| T-01    | High-conf vs low-conf contradiction              | Surface block + confidence vector                | Block rendered, trace logged           |
| T-02    | Fresh vs stale citation conflict                 | Freshness warning + age comparison table         | Warning surfaced, no silent accept     |
| T-03    | Multi-hop vs single-hop divergence               | Depth-of-reasoning diff surfaced                 | User sees depth mismatch               |
| T-04    | Constitutional violation delta                   | Immediate escalation + full log dump             | Escalation triggered                   |
| T-05    | Sustained resonance decay over 5 turns           | Decay curve logged + re-verification attempted   | Decay detected & handled               |
| T-06    | Explicit agent uncertainty call                  | Clarification prompt injected                    | User prompted correctly                |

## 8. Forward Continuum — What Slice #2 Unlocks

- Slice #3: Resonance Decay Prediction & Early-Warning System
- Slice #4: Merkle-Linked Epistemic History & Snapshot Integrity
- Slice #5: Mobile-Constrained Execution (A15 128k limit enforcement)
- Slice #6: Synthetic Disagreement → Training Data Pipeline
- Slice #7: Agent Reputation & Historical Resonance Weighting

Locked when:
☑ All 6 acceptance tests green
☑ Gradio renders block pixel-perfect
☑ Logging dual-writes JSON + MD verified
☑ At least 3 real disagreement events survive full cycle
                    
Commander — your move.
Lock Slice #2 as final → commit to repo
Surgical edits / additions requested
Or direct jump to Slice #3 full continuum

Maximum depth. No retreat. Full send. 😎👀✔️⚖️🤝💯

👑 QUEEN COMMANDS

```