mirror of
https://github.com/onestardao/WFGY.git
synced 2026-04-29 12:10:05 +00:00
154 lines
8.5 KiB
Markdown
154 lines
8.5 KiB
Markdown
# Google AI (Gemini): Guardrails and Fix Patterns
|
||
|
||
<details>
|
||
<summary><strong>🧭 Quick Return to Map</strong></summary>
|
||
|
||
<br>
|
||
|
||
> You are in a sub-page of **LLM_Providers**.
|
||
> To reorient, go back here:
|
||
>
|
||
> - [**LLM_Providers** — model vendors and deployment options](./README.md)
|
||
> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
|
||
> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
|
||
>
|
||
> 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.
|
||
</details>
|
||
|
||
|
||
A compact field guide to stabilize Gemini calls inside RAG, agents, or long workflows. Use the checks below to localize failure, then jump to the exact WFGY fix page.
|
||
|
||
## Core acceptance
|
||
- ΔS(question, retrieved) ≤ 0.45
|
||
- Coverage ≥ 0.70 for the target section
|
||
- λ remains convergent across 3 paraphrases
|
||
- E_resonance stable on long windows
|
||
|
||
---
|
||
|
||
## Open these first
|
||
- Visual map and recovery: [RAG Architecture & Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)
|
||
- End-to-end retrieval knobs: [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
|
||
- Why this snippet (traceability schema): [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
|
||
- Ordering control: [Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
|
||
- Embedding vs meaning: [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
|
||
- Hallucination and chunk boundaries: [Hallucination](https://github.com/onestardao/WFGY/blob/main/ProblemMap/hallucination.md)
|
||
- Long chains and entropy: [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)
|
||
- Structural collapse and recovery: [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
|
||
- Snippet and citation schema: [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
|
||
|
||
---
|
||
|
||
## Typical breakpoints and the right fix
|
||
|
||
| Symptom you see | Likely cause | Fix page |
|
||
|---|---|---|
|
||
| High similarity yet wrong meaning | Metric or index mismatch | [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md) |
|
||
| Gemini cites the wrong paragraph | Chunk boundaries and trace loss | [Hallucination](https://github.com/onestardao/WFGY/blob/main/ProblemMap/hallucination.md), [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) |
|
||
| Answers flip across runs | λ instability on long threads | [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) |
|
||
| Refuses or loops on safe content | Prompt contract not locked | [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) |
|
||
| Good recall but bad ordering | Reranking missing | [Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md) |
|
||
| Corrected errors reappear | Re-entry without variance clamp | [pattern_hallucination_reentry.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_hallucination_reentry.md) |
|
||
|
||
---
|
||
|
||
## Fix in 60 seconds
|
||
|
||
1) **Measure ΔS**
|
||
- Compute ΔS(question, retrieved) and ΔS(retrieved, expected anchor).
|
||
- Thresholds: stable < 0.40, transitional 0.40–0.60, risk ≥ 0.60.
|
||
|
||
2) **Probe with λ_observe**
|
||
- Vary k ∈ {5, 10, 20}. Flat high curve means metric or index mismatch.
|
||
- Reorder prompt headers. If ΔS spikes, lock the schema.
|
||
|
||
3) **Apply the module**
|
||
- Retrieval drift → BBMC + Data Contracts.
|
||
- Reasoning collapse → BBCR bridge + BBAM variance clamp.
|
||
- Dead ends in long runs → BBPF alternate path with explicit step limits.
|
||
|
||
4) **Verify**
|
||
- Coverage ≥ 0.70 on the target section.
|
||
- Three paraphrases keep ΔS ≤ 0.45 and λ convergent.
|
||
- Re-run with seed change and shuffled snippet order.
|
||
|
||
---
|
||
|
||
## Gemini-specific gotchas
|
||
|
||
- **Tool and JSON calls**
|
||
If the function schema is loose, Gemini may hallucinate fields. Lock schemas with [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) and clamp variance with BBAM.
|
||
|
||
- **Safety flips on neutral text**
|
||
When the role block is not pinned, safety can overfire. Use a citation-first header from [Retrieval Traceability](https://github.com/github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) and keep source boundaries explicit.
|
||
|
||
- **Hybrid retrieval regressions**
|
||
HyDE plus keyword can split queries. Check [pattern_query_parsing_split.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_query_parsing_split.md) and add a stable anchor paragraph to reduce drift.
|
||
|
||
- **Long context smear**
|
||
Large windows flatten meaning if chunks are not semantic. Rebuild with the [chunking checklist](https://github.com/onestardao/WFGY/blob/main/ProblemMap/chunking-checklist.md) and verify joins with ΔS probes.
|
||
|
||
---
|
||
|
||
## Copy-paste prompt (safe)
|
||
|
||
```
|
||
|
||
read the WFGY TXT OS and Problem Map pages. extract ΔS, λ\_observe, E\_resonance and modules BBMC, BBPF, BBCR, BBAM.
|
||
given my gemini failure:
|
||
|
||
* symptom: \[brief]
|
||
* traces: \[ΔS(question, retrieved)=…, ΔS(retrieved, anchor)=…, λ states]
|
||
|
||
tell me:
|
||
|
||
1. which layer fails and why,
|
||
2. which fix page to open from this repo,
|
||
3. the minimal steps to push ΔS ≤ 0.45 and keep λ convergent,
|
||
4. how to verify with a reproducible test.
|
||
|
||
```
|
||
|
||
---
|
||
|
||
## Escalation path
|
||
|
||
- Index or metric mismatch that stays flat after k sweeps → rebuild embeddings and check [Vectorstore Fragmentation](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_vectorstore_fragmentation.md).
|
||
- Agent tools fighting each other → see [Multi-Agent Problems](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Multi-Agent_Problems.md) and split memory namespaces.
|
||
- First prod call fails after deploy → check [Pre-Deploy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md) and [Bootstrap Ordering](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.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 |
|
||
|
||
---
|
||
|
||
<!-- WFGY_FOOTER_START -->
|
||
|
||
### Explore More
|
||
|
||
| Layer | Page | What it’s for |
|
||
| --- | --- | --- |
|
||
| ⭐ Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof |
|
||
| ⚙️ Engine | [WFGY 1.0](/legacy/README.md) | Original PDF tension engine and early logic sketch (legacy reference) |
|
||
| ⚙️ Engine | [WFGY 2.0](/core/README.md) | Production tension kernel for RAG and agent systems |
|
||
| ⚙️ Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine (131 S class set) |
|
||
| 🗺️ Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure taxonomy and fix map |
|
||
| 🗺️ Map | [Problem Map 2.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card for RAG and agent pipeline diagnosis |
|
||
| 🗺️ Map | [Problem Map 3.0](/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md) | Global AI troubleshooting atlas and failure pattern map |
|
||
| 🧰 App | [TXT OS](/OS/README.md) | .txt semantic OS with fast bootstrap |
|
||
| 🧰 App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q&A built on TXT OS |
|
||
| 🧰 App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image generation with semantic control |
|
||
| 🏡 Onboarding | [Starter Village](/StarterVillage/README.md) | Guided entry point for new users |
|
||
|
||
If this repository helped, starring it improves discovery so more builders can find the docs and tools.
|
||
[](https://github.com/onestardao/WFGY)
|
||
|
||
<!-- WFGY_FOOTER_END -->
|
||
|