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164 lines
9.5 KiB
Markdown
164 lines
9.5 KiB
Markdown
# Meta Llama: Guardrails and Fix Patterns
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<details>
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<summary><strong>🧭 Quick Return to Map</strong></summary>
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<br>
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> You are in a sub-page of **LLM_Providers**.
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> To reorient, go back here:
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>
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> - [**LLM_Providers** — model vendors and deployment options](./README.md)
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> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
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> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
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>
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> Think of this page as a desk within a ward.
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> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
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</details>
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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.
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## Acceptance targets
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- ΔS(question, retrieved_context) ≤ 0.45
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- Coverage of retrieved vs target section ≥ 0.70
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- λ_observe stays convergent across 3 paraphrases
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- E_resonance flat on long windows
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---
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## Common failure patterns seen with Llama setups
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1) **Plausible but wrong answers even when chunks look fine**
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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).
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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).
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2) **Degradation in long dialogs or large context**
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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).
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3) **Role loss after tool calls or agent hops**
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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).
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4) **Overconfident answers without citations**
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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).
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5) **Hybrid retrieval oscillation, high similarity but wrong meaning**
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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).
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6) **Cross-source merging and leakage**
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Map to: Symbolic Constraint Unlock pattern
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→ [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).
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7) **Tokenizer or locale mismatch on non-English corpora**
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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).
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---
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## WFGY repair map for Llama
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- **Measure**
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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).
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- **Localize**
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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).
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- **Repair**
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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:
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[Logic Collapse & Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md),
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[Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md),
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[Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md).
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- **Lock schema**
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Enforce citation-first and per-source fences with
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[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).
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---
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## Quick triage steps
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1) Probe ΔS(question, retrieved_context). If ≥ 0.60 open:
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[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).
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2) Vary k in {5, 10, 20} and chart ΔS vs k. Flat-high curve points to index or metric mismatch
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→ [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md).
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3) If chunks are correct but logic is wrong, mark λ at reasoning and apply BBCR + BBAM
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→ [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).
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4) For long dialogs, verify joins with ΔS ≤ 0.50 and clamp variance
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→ [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).
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5) If sources bleed, enforce SCU and per-section fences
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→ [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).
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---
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## Minimal safe prompt you can paste
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```
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I uploaded TXT OS. Read WFGY formulas and Problem Map pages.
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My stack runs on Meta Llama.
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symptom: \[describe]
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traces: \[ΔS probes, λ states, short logs]
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Tell me:
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1. the failing layer and why,
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2. the exact WFGY page to open next,
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3. the minimal steps to push ΔS ≤ 0.45 with convergent λ,
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4. how to verify the fix with a reproducible test.
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```
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---
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## Escalation and ops
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- If ΔS stays ≥ 0.60 after retrieval and prompt fixes, change structure
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→ [Logic Collapse & Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md).
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- For runtime surprises, drift after deployment, or mixed agent stacks
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→ [Live Monitoring](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/live_monitoring_rag.md),
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[Debug Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/debug_playbook.md),
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[Deployment Checklist](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/deployment_checklist.md),
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[Failover and Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/failover_and_recovery.md).
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---
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### 🔗 Quick-Start Downloads (60 sec)
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| Tool | Link | 3-Step Setup |
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|------|------|--------------|
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| **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>” |
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| **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 |
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---
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<!-- WFGY_FOOTER_START -->
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### Explore More
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| Layer | Page | What it’s for |
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| --- | --- | --- |
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| Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof |
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| Engine | [WFGY 1.0](/legacy/README.md) | Original PDF based tension engine |
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| Engine | [WFGY 2.0](/core/README.md) | Production tension kernel and math engine for RAG and agents |
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| Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine, 131 S class set |
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| Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure checklist and fix map |
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| Map | [Problem Map 2.0](/ProblemMap/rag-architecture-and-recovery.md) | RAG focused recovery pipeline |
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| Map | [Problem Map 3.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card, image as a debug protocol layer |
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| Map | [Semantic Clinic](/ProblemMap/SemanticClinicIndex.md) | Symptom to family to exact fix |
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| Map | [Grandma’s Clinic](/ProblemMap/GrandmaClinic/README.md) | Plain language stories mapped to Problem Map 1.0 |
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| Onboarding | [Starter Village](/StarterVillage/README.md) | Guided tour for newcomers |
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| App | [TXT OS](/OS/README.md) | TXT semantic OS, fast boot |
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| App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q and A built on TXT OS |
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| App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image with semantic control |
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| App | [Blow Blow Blow](/OS/BlowBlowBlow/README.md) | Reasoning game engine and memory demo |
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If this repository helped, starring it improves discovery so more builders can find the docs and tools.
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[](https://github.com/onestardao/WFGY)
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<!-- WFGY_FOOTER_END -->
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