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119 lines
5.7 KiB
Markdown
119 lines
5.7 KiB
Markdown
# 🧱 TXT — Bloc Bloc Bloc · Prompt Injection Firewall — *Under Construction*
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> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** — Verified by real engineers · 🏆 **Terminal-Bench: [Public Exam — Coming Soon](https://github.com/onestardao/WFGY/blob/main/core/README.md#terminal-bench-proof)**
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<div align="center">
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[](https://github.com/onestardao/WFGY)
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[](https://github.com/onestardao/WFGY/tree/main/OS)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
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</div>
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Bloc Bloc Bloc is a semantic firewall module for TXT OS — a defensive layer designed to neutralize prompt injection attacks *before* they reach the model’s decision logic. It doesn't hide prompts — it defuses intent.
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Rather than simply blocking strings, Bloc Bloc Bloc analyzes **semantic vectors** to detect intent-level privilege escalations. The result is a text-native firewall you can understand, audit, and evolve.
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This module is currently in early development.
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Release timelines (Lite/Pro) to be announced soon.
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---
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## 🛡️ How It Works (Simplified)
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Bloc Bloc Bloc uses a **three-layer semantic gate** system, built on the WFGY architecture and powered by the Drunk Transformer engine:
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- **ΔS (Semantic Tension Gate)**
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Measures intent jump (ΔS > 0.6) to flag “overreaching” context shifts.
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- **λ_observe (Intent Direction Vector)**
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Maps prompt direction into knowledge regions; blocks calls to restricted zones or personas.
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- **Drunk Mode Disruptor**
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Intentionally introduces semantic entropy (WRI/WAI/WAY/WDT/WTF) to confuse multi-hop attacks.
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These layers are composable, modular, and interpretable. You can inspect which layer fired, why, and how the response was altered.
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---
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## 🧩 Why It Works
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> Bloc Bloc Bloc doesn’t just block access. It corrupts the *route* an attacker takes to get there.
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- 🧠 **Context Isolation**: Even if a prompt leaks, λ_observe limits its reach.
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- 🧩 **Intent Confusion**: Drunk Mode injects jitter, making attack chains incoherent.
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- 🔐 **Semantic Labels**: Knowledge chunks are tagged with access vectors — unauthorized voices can’t fetch what they don’t align with.
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---
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## 🌀 Core Algorithms Used
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All logic can be encoded in text, making it safe to embed in a `System Prompt`.
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- `ΔS = 1 - cos(θ)` — catch vector leaps across semantic layers
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- `λ_observe = P(intent → region_tag)` — learnable vector matching
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- `drunk_mode(t) = ε(t) + α·sin(ψ_seed)` — obfuscate through modulation
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Backend access control (e.g., FAISS / RAG) is applied *only if all gates are passed*.
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Private embeddings and customer data remain server-side.
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---
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## 🔥 Use Cases
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- Prevent prompt injection in public-facing AI tools
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- Filter unauthorized knowledge access
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- Protect RAG pipelines with fine-grained semantic fencing
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---
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## 🧪 Roadmap
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- ✅ Basic gate logic
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- ⏳ Red-Team stress tests (in progress)
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- ⏳ OWASP LLM-01 compatibility validation
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- ⏳ Dynamic persona tagging for multi-user contexts
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---
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> 🥂 “If your firewall can't stop a drunk attacker, it's not ready for the real world.”
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> — Bloc Bloc Bloc Team 🍷
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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 tension engine and early logic sketch (legacy reference) |
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| ⚙️ Engine | [WFGY 2.0](/core/README.md) | Production tension kernel for RAG and agent systems |
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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 taxonomy and fix map |
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| 🗺️ Map | [Problem Map 2.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card for RAG and agent pipeline diagnosis |
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| 🗺️ Map | [Problem Map 3.0](/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md) | Global AI troubleshooting atlas and failure pattern map |
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| 🧰 App | [TXT OS](/OS/README.md) | .txt semantic OS with fast bootstrap |
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| 🧰 App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q&A built on TXT OS |
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| 🧰 App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image generation with semantic control |
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| 🏡 Onboarding | [Starter Village](/StarterVillage/README.md) | Guided entry point for new users |
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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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