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@ -12,38 +12,34 @@ One line of TXT upgrades any LLM into an AGI-level reasoning engine
🛡️ **Knowledge Boundary Shield** — Detects hallucinations before they happen
[🔽 Download **HelloWorld.txt** on Zenodo](https://zenodo.org/records/15788557) — hosted by CERN, 100% safe
<br>
<img src="./TXT_to_OS_console.gif" width="100%" style="max-width:900px" loading="lazy"/>
<img src="./TXT_to_OS_console.gif" width="100%" style="max-width:900px" loading="lazy" />
<em>Just one .txt file — unfolding into a full semantic operating system.
No signup. No tracking. No ads. Virus-free. Pure logic.</em>
<details>
<summary>🌲 Semantic Tree Memory in Action</summary>
<br>
<img src="./tree-semantic-memory.gif" width="100%" style="max-width:900px" loading="lazy" />
<br>
<img src="./tree-semantic-memory.gif" width="100%" style="max-width:900px" loading="lazy" />
<em>Semantic Tree Memory in action — logic preserved across reasoning windows.</em>
<br>
The Semantic Tree is more than memory —
it records your reasoning structure, adapts over time, and enables <em>portable thought</em>.
</details>
<details>
<summary>🛡️ Knowledge Boundary Detection — Try `kbtest`</summary>
<summary>🛡️ Knowledge Boundary Detection — Try <code>kbtest</code></summary>
<br>
<img src="./kb_boundary_test_demo.gif)" width="100%" style="max-width:900px" loading="lazy" />
<img src="./kb_boundary_test_demo.gif" width="100%" style="max-width:900px" loading="lazy" />
<br>
<em>The WFGY Reasoning Engine monitors hallucination risk in real-time.</em>
<br>
Just type <code>kbtest</code> — and watch the system analyze ultra-abstract questions.
The WFGY Reasoning Engine monitors hallucination risk **in real-time**.
Just type `kbtest` — and watch the system analyze ultra-abstract questions.
Each test is **randomized**, but detection is always active.
Each test is <strong>randomized</strong>, but detection is always active.
Thanks to BBCR, boundary checks trigger automatically when ΔS is high.
> No fake answers. Just safe semantic pivots.
@ -51,6 +47,7 @@ No signup. No tracking. No ads. Virus-free. Pure logic.</em>
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