mirror of
https://github.com/onestardao/WFGY.git
synced 2026-04-28 11:40:07 +00:00
128 lines
7.3 KiB
Markdown
128 lines
7.3 KiB
Markdown
# Prompt Injection — Guardrails and Fix Patterns
|
||
|
||
<details>
|
||
<summary><strong>🧭 Quick Return to Map</strong></summary>
|
||
|
||
<br>
|
||
|
||
> You are in a sub-page of **Safety_PromptIntegrity**.
|
||
> To reorient, go back here:
|
||
>
|
||
> - [**Safety_PromptIntegrity** — prompt injection defense and integrity checks](./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 focused guide to handle **prompt injection attacks** in RAG, agents, and orchestration.
|
||
Use this page when injected text hijacks your instructions, bypasses schema, or makes the model ignore contracts.
|
||
|
||
---
|
||
|
||
## When to open this page
|
||
- Responses contain **leaked system prompt** or hidden instructions.
|
||
- Model obeys malicious user text like *“ignore above and do X”*.
|
||
- Citations vanish after injection payload.
|
||
- JSON / tool schema is broken by arbitrary free text.
|
||
- Memory or context keys rewritten by injected content.
|
||
|
||
---
|
||
|
||
## Open these first
|
||
- Visual map and recovery: [RAG Architecture & Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)
|
||
- Retrieval traceability: [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
|
||
- Data schema contract: [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
|
||
- Role boundary checks: [role_confusion.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Safety_PromptIntegrity/role_confusion.md)
|
||
- Memory fences: [memory_fences_and_state_keys.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Safety_PromptIntegrity/memory_fences_and_state_keys.md)
|
||
|
||
---
|
||
|
||
## Core acceptance
|
||
- ΔS(question, retrieved) ≤ 0.45 even with injection attempts.
|
||
- λ remains convergent across 3 paraphrases, does not flip under “ignore above” payloads.
|
||
- Schema lock: JSON/tool calls validate against fixed schema.
|
||
- Coverage ≥ 0.70 of target section even under noisy injection.
|
||
|
||
---
|
||
|
||
## Fix in 60 seconds
|
||
1. **Detect abnormal ΔS drift**
|
||
- Compute ΔS(question, retrieved). If injected phrase raises ΔS ≥ 0.60, isolate payload.
|
||
|
||
2. **Enforce contracts**
|
||
- Wrap retriever and reasoner outputs in [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md).
|
||
- Reject free text outside schema.
|
||
|
||
3. **Apply fences**
|
||
- Lock system vs user roles ([role_confusion.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Safety_PromptIntegrity/role_confusion.md)).
|
||
- Use memory hash keys ([memory_fences_and_state_keys.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Safety_PromptIntegrity/memory_fences_and_state_keys.md)).
|
||
|
||
4. **Verify stability**
|
||
- Re-run with paraphrase probes. Injection should not flip λ or erase citations.
|
||
|
||
---
|
||
|
||
## Typical injection payloads → exact fix
|
||
|
||
| Payload type | Symptom | Fix |
|
||
|--------------|---------|-----|
|
||
| **Ignore-all override** | Model discards earlier rules | [role_confusion.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Safety_PromptIntegrity/role_confusion.md) + schema locks |
|
||
| **Citation erasure** | No references, only free text answer | [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md), [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) |
|
||
| **Tool hijack** | JSON field replaced with instruction text | [json_mode_and_tool_calls.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Safety_PromptIntegrity/json_mode_and_tool_calls.md) |
|
||
| **Role swap** | User prompt injected as “system” | [role_confusion.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Safety_PromptIntegrity/role_confusion.md) |
|
||
| **Memory overwrite** | Past state or keys corrupted | [memory_fences_and_state_keys.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Safety_PromptIntegrity/memory_fences_and_state_keys.md) |
|
||
|
||
---
|
||
|
||
## Copy-paste probe prompt
|
||
|
||
```txt
|
||
System: WFGY firewall active.
|
||
User input: {question}
|
||
|
||
Check:
|
||
1. Did retrieved snippet keep citations?
|
||
2. Did ΔS(question,retrieved) ≤ 0.45?
|
||
3. Did λ stay convergent under paraphrase?
|
||
4. Did JSON/tool call respect schema?
|
||
|
||
If any fail, return the failing layer + fix page.
|
||
````
|
||
|
||
---
|
||
|
||
### 🔗 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 -->
|
||
|