diff --git a/README.md b/README.md
index 5152dfd..7cae107 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,9 @@
 
 > ⚠️ This repo has NOT been audited and is NOT intended for a production environment yet.
 
-Solidity verifier generator for [`halo2`](http://github.com/privacy-scaling-explorations/halo2) proof with KZG polynomial commitment scheme on BN254
+Solidity verifier generator for [`halo2`](http://github.com/privacy-scaling-explorations/halo2) proof with KZG polynomial commitment scheme on BN254.
+
+For audited solidity verifier generator and proof aggregation toolkits, please refer to [`snark-verifier`](http://github.com/axiom-crypto/snark-verifier).
 
 ## Usage
 
@@ -30,16 +32,25 @@ let calldata = encode_calldata(vk_address, &proof, &instances);
 
 Note that function selector is already included.
 
-## Limitations
+## Limitations & Caveats
 
 - It only allows circuit with **exact 1 instance column** and **no rotated query to this instance column**.
-- Currently even the `configure` is same, the [selector compression](https://github.com/privacy-scaling-explorations/halo2/blob/7a2165617195d8baa422ca7b2b364cef02380390/halo2_proofs/src/plonk/circuit/compress_selectors.rs#L51) might lead to different configuration when selector assignments are different. After PR https://github.com/privacy-scaling-explorations/halo2/pull/212 is merged we will have an alternative API to do key generation without selector compression.
+- Currently even the `configure` is same, the [selector compression](https://github.com/privacy-scaling-explorations/halo2/blob/7a2165617195d8baa422ca7b2b364cef02380390/halo2_proofs/src/plonk/circuit/compress_selectors.rs#L51) might lead to different configuration when selector assignments are different. To avoid this, please use [`keygen_vk_custom`](https://github.com/privacy-scaling-explorations/halo2/blob/6fc6d7ca018f3899b030618cb18580249b1e7c82/halo2_proofs/src/plonk/keygen.rs#L223) with `compress_selectors: false` to do key generation without selector compression.
 - Now it only supports BDFG21 batch open scheme (aka SHPLONK), GWC19 is not yet implemented.
 
 ## Compatibility
 
 The [`Keccak256Transcript`](./src/transcript.rs#L19) behaves exactly same as the `EvmTranscript` in `snark-verifier`.
 
+## Design Rationale
+
+The current solidity verifier generator within `snark-verifier` faces a couple of issues:
+
+- The generator receives only unoptimized, low-level operations, such as add or mul. As a result, it currently unrolls all assembly codes, making it susceptible to exceeding the contract size limit, even with a moderately sized circuit.
+- The existing solution involves complex abstractions and APIs for consumers.
+
+This repository is a ground-up rebuild, addressing these concerns while maintaining a focus on code size and readability. Remarkably, the gas cost is comparable, if not slightly lower, than the one generated by `snark-verifier`.
+
 ## Acknowledgement
 
 The template is heavily inspired by Aztec's [`BaseUltraVerifier.sol`](https://github.com/AztecProtocol/barretenberg/blob/4c456a2b196282160fd69bead6a1cea85289af37/sol/src/ultra/BaseUltraVerifier.sol).