Read https://docs.ammora.org/llms.txt and https://docs.ammora.org/build/stablecoin. Build a GIWA Sepolia stablecoin LP operator UI using STABLECOIN-QUICKSTART.md and the extensions/almm-unified source files at https://docs.ammora.org/examples. Use the example Markdown and linked dependencies; follow /guides/example-setup for local CLI commands. Use SDK 0.3.8 with the giwa-almm-unified-v1 source compatibility module. Implement policy reads, registration when needed, pool discovery, liquidity, swaps, fee inspection/delegation/claim, and withdrawal. Start with manifest validation and read/unsigned-plan UI; add wallet signing after review. Do not guess asset addresses, roles, prices, or budgets. Leave unconfirmed values as required user inputs. Distinguish LP principal authority, feeOwner, feeDelegate, and payout; explain authority failures. Before signing, display calldata, amounts, approval targets, payout, minimum received, and expiry. Implement a transaction journal and receipt reconciliation, including actual amounts received after a fee claim. Do not assume automatic migration of existing v3/v4 pool positions. Never store private keys in the browser. Distinguish passing tests from verified live transactions.