> For the complete documentation index, see [llms.txt](https://v2tech.noahlabs.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://v2tech.noahlabs.io/2.mathematical-derivation-of-hmm-model-and-quantum-entropy-reduction/2.1-hmm-protocol-liquidity-is-permanent-infrastructure.md).

# 2.1 HMM Protocol: Liquidity is Permanent Infrastructure

The essence of HMM (Holders Market Making) is to treat assets in the liquidity pool as permanent infrastructure for the Pulsar-1 ecosystem. Once funds enter the pool, all holders automatically become governance participants, with every buy/sell transaction contributing to the planet's economic governance.

**2.2.1 AMM invariant and HMM correction**

The Standard Constant Product Market Maker (CPMM) adheres to:

![](https://2096417827-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FVV3RAUlJy4vEOxonkqUC%2Fuploads%2FyZQWTH6vx6WH8yRrGNwp%2Fimage.png?alt=media\&token=93c03e0d-b544-4db0-baab-2089f8154dad)

where x is the number of XPULS, y is the USDT amount, and K is a constant.

The core of the HMM model is that the  K <img src="https://2096417827-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FVV3RAUlJy4vEOxonkqUC%2Fuploads%2Fd4wGFtScEdiwVUY2AW5M%2Fimage.png?alt=media&amp;token=539e7243-c7e8-4117-bca3-13e40f0a8b15" alt="" data-size="line">-value <img src="https://2096417827-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FVV3RAUlJy4vEOxonkqUC%2Fuploads%2F8mp8eeUuzTXtr9NCjGx2%2Fimage.png?alt=media&amp;token=a223d7cb-dc61-40ec-b8c0-a2f730026995" alt="" data-size="line">is a function of time, and

We introduce a liquidity injection <img src="https://2096417827-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FVV3RAUlJy4vEOxonkqUC%2Fuploads%2FimaFGoBVZB9YbamLUr3N%2Fimage.png?alt=media&amp;token=e9d85f37-c56a-4888-821c-fa63c01af196" alt="" data-size="line">rate, which is derived 2.5% from the liquidity <img src="https://2096417827-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FVV3RAUlJy4vEOxonkqUC%2Fuploads%2Fy29zw31LiAOT1GS1INpL%2Fimage.png?alt=media&amp;token=8382e86c-f8ea-4b9c-ab94-f0d8c5e908f1" alt="" data-size="line">tax levied on each transaction.

Set <img src="https://2096417827-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FVV3RAUlJy4vEOxonkqUC%2Fuploads%2FEn3KykjS2aOIzJU00QKE%2Fimage.png?alt=media&amp;token=eb51ddc0-a89a-47b9-90c4-22923c04e580" alt="" data-size="line">as trading volume. Within the extremely short time dt, the newly added liquidity pool constant dK is derived from the tax increments dx and dy on x and y:

![](https://2096417827-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FVV3RAUlJy4vEOxonkqUC%2Fuploads%2FqjtbtmmX4Dyy96o5keoJ%2Fimage.png?alt=media\&token=3e9b7b33-d821-4224-82ec-ac0ead33b09b) According to the CPMM definition, the change <img src="https://2096417827-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FVV3RAUlJy4vEOxonkqUC%2Fuploads%2FFY5uZR2F5LOYc5G8WGe2%2Fimage.png?alt=media&amp;token=cbf52d46-7ec8-4584-8a55-ba3f470c311f" alt="" data-size="line"> in dK is approximated as:

![](https://2096417827-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FVV3RAUlJy4vEOxonkqUC%2Fuploads%2FdIPeyPpcrbjkDiucZsTB%2Fimage.png?alt=media\&token=8d67f619-028b-47ff-9521-66e275bb02e1) Substituting <img src="https://2096417827-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FVV3RAUlJy4vEOxonkqUC%2Fuploads%2FMAlXAk7OEtuOWveENJNL%2Fimage.png?alt=media&amp;token=f076cb3a-84f2-47c2-903e-a9687d3d47aa" alt="" data-size="line"> into the above formula:

<img src="https://2096417827-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FVV3RAUlJy4vEOxonkqUC%2Fuploads%2FQZ4CEjR3ElNKkg0jbXsg%2Fimage.png?alt=media&amp;token=135a6190-1d82-4484-b632-6319a79084f5" alt="" data-size="line"> &#x20;

Key conclusion: If <img src="https://2096417827-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FVV3RAUlJy4vEOxonkqUC%2Fuploads%2FiKTSqPJ7HMCtzgPVSg5o%2Fimage.png?alt=media&amp;token=33b21d21-be07-41cf-92bf-e5271a0a4ce9" alt="" data-size="line"> there exists a trading volume, dK <img src="https://2096417827-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FVV3RAUlJy4vEOxonkqUC%2Fuploads%2FJY0WLwZhI9Mx5QtrUrqI%2Fimage.png?alt=media&amp;token=8049997d-13cb-4527-9d39-70c99164723f" alt="" data-size="line"> will definitely be greater than zero.

<img src="https://2096417827-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FVV3RAUlJy4vEOxonkqUC%2Fuploads%2FzoR9fNLcyNWeEn3BzUsp%2Fimage.png?alt=media&amp;token=92f35805-3bfb-432f-a7ca-37d013539c91" alt="" data-size="line">

Conclusion: The HMM protocol mathematically demonstrates that the pool constant K increases monotonically over time through its tax structure. As K is a function of the price floor, this ensures the XPULS value floor continues to rise and cannot be withdrawn by liquidity providers, thereby achieving quantum entropy reduction in system value.
