diff --git a/examples/amm.py b/examples/amm.py
index e0d9eac31..cfd16a041 100644
--- a/examples/amm.py
+++ b/examples/amm.py
@@ -1,7 +1,57 @@
 """
-This example shows how to interact with the liquidity pool.
+=========================================================
+Example: Interacting with a Liquidity Pool (Trust/Deposit/Withdraw)
+=========================================================
+
+This example demonstrates how to interact with a Stellar Liquidity Pool using
+the Stellar Python SDK on the Stellar Testnet.
+
+What this script covers:
+- Build a Liquidity Pool Asset (XLM + custom asset).
+- Compute the Liquidity Pool ID from the asset pair.
+- Add a trustline to the Liquidity Pool Share asset (required).
+- Deposit assets into the liquidity pool.
+- Withdraw pool shares back into underlying assets.
+
+Operations performed:
+1. Connect to the Stellar Testnet Horizon server.
+2. Load a funded source account.
+3. Define Asset A (XLM) and Asset B (custom issued asset).
+4. Create a LiquidityPoolAsset and compute its Liquidity Pool ID.
+5. Build and submit a Change Trust transaction for the pool shares.
+6. Build and submit a Liquidity Pool Deposit transaction.
+7. Build and submit a Liquidity Pool Withdraw transaction.
+8. Print transaction hashes and basic responses.
+
+Official Documentation:
+- Liquidity Pools (concepts): https://developers.stellar.org/docs/learn/encyclopedia/liquidity-pools/
+- Change Trust operation: https://developers.stellar.org/docs/start/list-of-operations/#change-trust
+- Liquidity Pool Deposit operation: https://developers.stellar.org/docs/start/list-of-operations/#liquidity-pool-deposit
+- Liquidity Pool Withdraw operation: https://developers.stellar.org/docs/start/list-of-operations/#liquidity-pool-withdraw
+
+IMPORTANT NOTES:
+- This example uses Testnet. For Mainnet, use horizon.stellar.org and Network.PUBLIC_NETWORK_PASSPHRASE.
+- The account must hold enough balances of both assets to deposit (XLM + the custom asset).
+- You must trust the custom asset issuer before holding the custom asset (separate trustline).
+- You must add a trustline for the Liquidity Pool Shares before depositing.
+- Never hardcode secret keys in production; use environment variables or a secrets manager.
 """
 
+# ==============================================================
+# === Installation Guideline ===================================
+# ==============================================================
+# Install the Stellar SDK for Python:
+#
+#     pip install stellar-sdk
+#
+# Save this script as `liquidity_pool_example.py` and run with:
+#
+#     python liquidity_pool_example.py
+#
+# ==============================================================
+# === Import Required Libraries =================================
+# ==============================================================
+
 from stellar_sdk import (
     Asset,
     Keypair,
@@ -11,26 +61,51 @@
     TransactionBuilder,
 )
 
+# ==============================================================
+# === 1. Setup Network and Server ===============================
+# ==============================================================
+
 horizon_url = "https://horizon-testnet.stellar.org/"
+server = Server(horizon_url=horizon_url)
+
+# Choose the network passphrase:
+# - Testnet: Network.TESTNET_NETWORK_PASSPHRASE
+# - Public : Network.PUBLIC_NETWORK_PASSPHRASE
 network_passphrase = Network.TESTNET_NETWORK_PASSPHRASE
 
-server = Server(horizon_url=horizon_url)
+# ==============================================================
+# === 2. Load Source Account ====================================
+# ==============================================================
+
 source_keypair = Keypair.from_secret(
     "SBLPQEGODE2GKGL2RMQRZAJBR73S3R4UI2RD2I2U2ZDDIVU2NDBSZATS"
 )
 
-# We assume that Hello asset already exists in the Stellar network,
-# and you can learn how to issue assets through examples/issue_asset.py
-# Here we define a Liquidity Pool Asset.
+# Load the source account from Horizon (must be funded on the chosen network)
+source_account = server.load_account(account_id=source_keypair.public_key)
+
+# ==============================================================
+# === 3. Define Assets and Liquidity Pool Asset =================
+# ==============================================================
+
+# Asset A: Native XLM
 asset_a = Asset.native()
+
+# Asset B: Custom issued asset (must exist on network and be trusted/held by account)
 asset_b = Asset("Hello", "GD5Y3PMKI46MPILDG4OQP4SGFMRNKYEPJVDAPR3P3I2BMZ3O7IX6DB2Y")
+
+# Liquidity pool asset is derived from the asset pair
 liquidity_pool_asset = LiquidityPoolAsset(asset_a=asset_a, asset_b=asset_b)
+
+# Liquidity Pool ID is deterministic based on the asset pair
 liquidity_pool_id = liquidity_pool_asset.liquidity_pool_id
 print(f"Liquidity Pool ID: {liquidity_pool_id}")
 
-source_account = server.load_account(account_id=source_keypair.public_key)
+# ==============================================================
+# === 4. Add Trustline for Liquidity Pool Shares =================
+# ==============================================================
 
-# First we need to add a trust line for liquidity_pool_asset.
+# You must establish a trustline to the liquidity pool share asset before depositing.
 transaction1 = (
     TransactionBuilder(
         source_account=source_account,
@@ -41,11 +116,26 @@
     .set_timeout(30)
     .build()
 )
+
 transaction1.sign(source_keypair)
+
 response1 = server.submit_transaction(transaction1)
-print(response1)
+print("Change Trust submitted successfully!")
+print(f"Trust TX hash: {response1['hash']}")
 
-# The following transaction shows how to deposit assets into the liquidity pool.
+# After submitting a transaction, re-load the account sequence for the next transaction.
+# (Horizon sequence number increments after each successful tx.)
+source_account = server.load_account(account_id=source_keypair.public_key)
+
+# ==============================================================
+# === 5. Deposit Assets into the Liquidity Pool ==================
+# ==============================================================
+
+# Deposit parameters:
+# - max_amount_a/max_amount_b: maximum you allow to spend for each asset
+# - min_price/max_price: price bounds to protect against slippage
+#
+# NOTE: Use string values for amounts.
 transaction2 = (
     TransactionBuilder(
         source_account=source_account,
@@ -62,11 +152,23 @@
     .set_timeout(30)
     .build()
 )
+
 transaction2.sign(source_keypair)
+
 response2 = server.submit_transaction(transaction2)
-print(response2)
+print("Deposit submitted successfully!")
+print(f"Deposit TX hash: {response2['hash']}")
+
+# Re-load account for the next transaction
+source_account = server.load_account(account_id=source_keypair.public_key)
+
+# ==============================================================
+# === 6. Withdraw from the Liquidity Pool =======================
+# ==============================================================
 
-# The following transaction shows how to withdraw assets from the liquidity pool.
+# Withdraw parameters:
+# - amount: pool share amount to redeem
+# - min_amount_a/min_amount_b: minimum amounts you expect to receive (slippage protection)
 transaction3 = (
     TransactionBuilder(
         source_account=source_account,
@@ -82,6 +184,25 @@
     .set_timeout(30)
     .build()
 )
+
 transaction3.sign(source_keypair)
+
 response3 = server.submit_transaction(transaction3)
-print(response3)
+print("Withdraw submitted successfully!")
+print(f"Withdraw TX hash: {response3['hash']}")
+
+# ==============================================================
+# === Expected Output ===========================================
+# ==============================================================
+# Liquidity Pool ID: <pool_id>
+# Change Trust submitted successfully!
+# Trust TX hash: <hash>
+# Deposit submitted successfully!
+# Deposit TX hash: <hash>
+# Withdraw submitted successfully!
+# Withdraw TX hash: <hash>
+#
+# Notes:
+# - Hashes will differ every run.
+# - You must have sufficient balances and required trustlines for the deposit to succeed.
+# --------------------------------------------------------------