# Turn Any LLM into a Reasoning Engine — My Experience with TXT OS (Open Source Tool, No Code)

**URL:** <https://discuss.huggingface.co/t/turn-any-llm-into-a-reasoning-engine-my-experience-with-txt-os-open-source-tool-no-code/162815>\
**Category:** Beginners\
**Created:** [July 13, 2025, 5:51am UTC](https://discuss.huggingface.co/t/turn-any-llm-into-a-reasoning-engine-my-experience-with-txt-os-open-source-tool-no-code/162815 "2025-07-13T05:51:57Z")\
**Posts on this page:** 1\
**Page:** 1

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**Author:** ![OneStarDao](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/onestardao/32/49655_2.png) [@OneStarDao](https://discuss.huggingface.co/u/OneStarDao)\
**Post date:** [July 13, 2025, 5:51am UTC](https://discuss.huggingface.co/t/turn-any-llm-into-a-reasoning-engine-my-experience-with-txt-os-open-source-tool-no-code/162815/1 "2025-07-13T05:51:57Z")

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Hi everyone!

I recently experimented with a new approach: using a **plain .txt file (TXT OS)** to upgrade the reasoning, memory, and safety of any LLM (like ChatGPT, Claude, Gemini, etc) — no installs, no code, just copy-paste.

**What does it do?**

- Adds semantic memory (remembers your logic, not just tokens)
- Shields against hallucinations and boundary errors (ΔS/semantic constraints)
- Fully open source (MIT), no telemetry, no tracking
- Works with any model that supports prompts

I built and released a series of .txt-based tools:

- **TXT OS** — reasoning “operating system” in a text file
- **Bla Bla Bla** — Q&A engine for wild/creative semantic questions
- **Blur Blur Blur** — text-to-image with nearly zero hallucination
- **Blow Blow Blow** — reasoning-based text adventure/game

**Benchmarks:**

> +22.4% semantic accuracy, +42.1% reasoning success, ×3.6 long-chain stability (GSM8K, Truthful-QA, temp 0.2)

If you’re interested, everything is free/open source here:  
👉 [WFGY/OS at main · onestardao/WFGY · GitHub](https://github.com/onestardao/WFGY/tree/main/OS)

Would love to hear feedback, questions, or ideas for new modules!  
(And happy to help beginners or advanced users alike.)

_— PSBigBig / Purple Star_

 ![txt-temple-of-truth](https://us1.discourse-cdn.com/hellohellohello/original/3X/1/7/171bf13e7d53b442264287dbc2749f0deb76897a.jpeg)

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