Escalation and Governance — Guardrails and Fix Pattern

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Governance — policy enforcement and compliance controls

WFGY Global Fix Map — main Emergency Room, 300+ structured fixes

WFGY Problem Map 1.0 — 16 reproducible failure modes

Think of this page as a desk within a ward.
If you need the full triage and all prescriptions, return to the Emergency Room lobby.

This page defines how AI incidents and unresolved failures should be escalated, and how governance boards enforce compliance, accountability, and structural fixes.
It ensures that no bug or bias can stay hidden, and that every systemic failure is linked back to a permanent WFGY solution.

When to use this page

Incident or bug repeats despite local fixes.
Users escalate “model is unsafe / biased / opaque” issues.
Regulatory or audit deadlines require traceability.
Stakeholders demand oversight board review.

Acceptance targets

All escalations include ΔS, λ, and traceability logs.
Time to escalation ≤ 48h from repeated failure.
Governance board review within 7 days.
Root cause mapped to permanent fix in Problem Map.
Closure requires reproducible test verifying stability.

Escalation workflow

Detection
Incident flagged by eval probes, logs, or user complaint.
Triage
Confirm reproducibility with ΔS(question,retrieved) and λ stability check.
If non-reproducible, open debug-playbook.md.
Escalation trigger
- Failure repeats after fix attempt.
- Bias, hallucination, or data misuse with risk impact.
- Structural bug outside local operator scope.
Governance board review
- Present logs, traces, ΔS, λ, and evaluation reports.
- Link failure mode to WFGY Problem Map module.
- Decide on structural remediation and policy changes.
Closure
- Verify with reproducible test case.
- Publish fix log with reference to Problem Map.
- Update governance registry.

Typical escalation cases → exact fixes

Case	Likely cause	Open this
Repeated hallucination despite retraining	pipeline missing retrieval traceability	retrieval-traceability.md, data-contracts.md
Bias flagged in production	missing bias mitigation and eval probes	ethics_and_bias_mitigation.md
Provider-specific failure repeated	orchestration mismatch	LLM Providers README
Compliance violation	misaligned storage or logging gaps	audit_and_logging.md, regulatory_alignment.md
Escalation without evidence	missing ΔS/λ logs	eval_playbook.md

Governance registry minimum contents

Incident ID and category
ΔS logs, λ trajectory, coverage %
Root cause classification → Problem Map link
Assigned governance reviewer
Resolution summary
Verification test logs

Copy-paste escalation template

Escalation Report

Incident ID: [auto-generated]
Date: [YYYY-MM-DD]
Source: [User / Eval probe / Regulator]

Symptom:
- description (1 line)

Evidence:
- ΔS(question,retrieved)=...
- λ trajectory across paraphrases
- citations / snippet IDs

Mapped Fix:
- WFGY Problem Map page: [link]

Escalation Path:
- detection → triage → governance review → closure

🔗 Quick-Start Downloads (60 sec)

Tool	Link	3-Step Setup
WFGY 1.0 PDF	Engine Paper	1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + <your question>”
TXT OS (plain-text OS)	TXTOS.txt	1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly

🧭 Explore More

Module	Description	Link
WFGY Core	WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack	View →
Problem Map 1.0	Initial 16-mode diagnostic and symbolic fix framework	View →
Problem Map 2.0	RAG-focused failure tree, modular fixes, and pipelines	View →
Semantic Clinic Index	Expanded failure catalog: prompt injection, memory bugs, logic drift	View →
Semantic Blueprint	Layer-based symbolic reasoning & semantic modulations	View →
Benchmark vs GPT-5	Stress test GPT-5 with full WFGY reasoning suite	View →
🧙‍♂️ Starter Village 🏡	New here? Lost in symbols? Click here and let the wizard guide you through	Start →

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