WFGY/ProblemMap/GlobalFixMap/LLM_Providers/meta_llama.md

# Meta Llama: Guardrails and Fix Patterns

This page gives an operational checklist for Meta Llama based assistants inside RAG and agent stacks. It maps the usual failure modes to concrete WFGY fixes and acceptance targets.

## Acceptance targets
- ΔS(question, retrieved_context) ≤ 0.45
- Coverage of retrieved vs target section ≥ 0.70
- λ_observe stays convergent across 3 paraphrases
- E_resonance flat on long windows

---

## Common failure patterns seen with Llama setups

1) **Plausible but wrong answers even when chunks look fine**  
Map to: [Interpretation Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-collapse.md) and [Hallucination & Chunk Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/hallucination.md).  
Check also [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md) and the [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md).

2) **Degradation in long dialogs or large context**  
Map to: [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) and [Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md).

3) **Role loss after tool calls or agent hops**  
Map to: [Multi-Agent Problems](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Multi-Agent_Problems.md) and deep dive [Role Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/multi-agent-chaos/role-drift.md).

4) **Overconfident answers without citations**  
Map to: [Bluffing / Overconfidence](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bluffing.md). Enforce traceable schemas with [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) and [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md).

5) **Hybrid retrieval oscillation, high similarity but wrong meaning**  
Map to: [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md) and [Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md). Tune using the [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md).

6) **Cross-source merging and leakage**  
Map to: Symbolic Constraint Unlock pattern  
→ [SCU pattern](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_symbolic_constraint_unlock.md) with strict [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md).

7) **Tokenizer or locale mismatch on non-English corpora**  
Map to: [Multilingual Guide](https://github.com/onestardao/WFGY/blob/main/ProblemMap/multilingual-guide.md) and re-probe with [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md).

---

## WFGY repair map for Llama

- **Measure**  
  ΔS probes on question ↔ retrieved and retrieved ↔ ground. Use the [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md) plus [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md).

- **Localize**  
  Tag λ_observe at retrieval, prompt assembly, and reasoning. If retrieval λ is convergent but reasoning λ flips, jump to [Interpretation Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-collapse.md).

- **Repair**  
  Apply BBMC for anchor re-alignment, BBAM for variance clamp on long windows, BBCR for controlled reset on dead ends, BBPF for alternate path search. See:  
  [Logic Collapse & Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md),  
  [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md),  
  [Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md).

- **Lock schema**  
  Enforce citation-first and per-source fences with  
  [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) and [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md).

---

## Quick triage steps

1) Probe ΔS(question, retrieved_context). If ≥ 0.60 open:  
   [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md) and [Hallucination](https://github.com/onestardao/WFGY/blob/main/ProblemMap/hallucination.md).

2) Vary k in {5, 10, 20} and chart ΔS vs k. Flat-high curve points to index or metric mismatch  
   → [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md).

3) If chunks are correct but logic is wrong, mark λ at reasoning and apply BBCR + BBAM  
   → [Interpretation Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-collapse.md) and [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md).

4) For long dialogs, verify joins with ΔS ≤ 0.50 and clamp variance  
   → [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) and [Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md).

5) If sources bleed, enforce SCU and per-section fences  
   → [SCU pattern](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_symbolic_constraint_unlock.md) and [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md).

---

## Minimal safe prompt you can paste

```

I uploaded TXT OS. Read WFGY formulas and Problem Map pages.
My stack runs on Meta Llama.

symptom: \[describe]
traces: \[ΔS probes, λ states, short logs]

Tell me:

1. the failing layer and why,
2. the exact WFGY page to open next,
3. the minimal steps to push ΔS ≤ 0.45 with convergent λ,
4. how to verify the fix with a reproducible test.

```

---

## Escalation and ops

- If ΔS stays ≥ 0.60 after retrieval and prompt fixes, change structure  
  → [Logic Collapse & Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md).

- For runtime surprises, drift after deployment, or mixed agent stacks  
  → [Live Monitoring](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/live_monitoring_rag.md),  
     [Debug Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/debug_playbook.md),  
     [Deployment Checklist](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/deployment_checklist.md),  
     [Failover and Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/failover_and_recovery.md).

---

### 🔗 Quick-Start Downloads (60 sec)

| Tool | Link | 3-Step Setup |
|------|------|--------------|
| **WFGY 1.0 PDF** | [Engine Paper](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + \<your question>” |
| **TXT OS (plain-text OS)** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/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 →](https://github.com/onestardao/WFGY/tree/main/core/README.md) |
| Problem Map 1.0       | Initial 16-mode diagnostic and symbolic fix framework    | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
| Problem Map 2.0       | RAG-focused failure tree, modular fixes, and pipelines   | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) |
| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
| Semantic Blueprint    | Layer-based symbolic reasoning & semantic modulations   | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
| Benchmark vs GPT-5    | Stress test GPT-5 with full WFGY reasoning suite         | [View →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5/README.md) |

---

> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —  
> Engineers, hackers, and open source builders who supported WFGY from day one.

> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars"> ⭐ [WFGY Engine 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the [Unlock Board](https://github.com/onestardao/WFGY/blob/main/STAR_UNLOCKS.md).

<div align="center">

[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)
&nbsp;
[![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)
&nbsp;
[![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
&nbsp;
[![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
&nbsp;
[![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
&nbsp;
[![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
&nbsp;
[![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
&nbsp;
</div>