diff --git a/README.md b/README.md
index 6b23404..747281c 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,14 @@
 Proof Aggregation
 ================================
+**WARNING**: This repository contains work-in-progress prototypes, and has not received careful code review. It is NOT ready for production use.
 
-This repository contains all work related to proof aggregation (currently only local proof aggregation).
+
+This repository contains all work related to the Codex proof system which supports proof aggregation (currently only local proof aggregation).
+
+## Quick Usage
+see [`codex-storage-proofs-circuits`](../codex-storage-proofs-circuits) to look at the circuits.
+see [`proof-input`](./proof-input) to test the circuits.
+see [`workflow`](../workflow) for an overview of the whole workflow and how to use the circuits and run them.
 
 Repository organization
 -----------------
@@ -14,8 +21,11 @@ Repository organization
 
 - [`workflow`](./workflow) contains the scripts and example code to generate input, run the circuits, generate a proof, and verify the proof.
 
+- [`goldibear_experiments`](./goldibear_experiments) contains experiments with using [Plonky2_Goldibear](https://github.com/telosnetwork/plonky2_goldibear/tree/main).
+
+- [`recursion_experiments`](./recursion_experiments) contains experiment with multiple recursion approaches prior to settling with the uniform 2-to-1 tree aggregation.
+
 Documentation
 -----------------
-See the write-ups on [plonky2 storage proofs](https://hackmd.io/@NQdG6IOmQE6astjwhJ6ACw/rJSsScfAR) and [proof recursion](https://hackmd.io/@NQdG6IOmQE6astjwhJ6ACw/rk85D2HX1e)
+See the write-ups on [plonky2 storage proofs](https://hackmd.io/@NQdG6IOmQE6astjwhJ6ACw/rJSsScfAR).
 
-**WARNING**: This repository contains work-in-progress prototypes, and has not received careful code review. It is NOT ready for production use.
diff --git a/codex-plonky2-circuits/README.md b/codex-plonky2-circuits/README.md
index 14e94f0..98933ff 100644
--- a/codex-plonky2-circuits/README.md
+++ b/codex-plonky2-circuits/README.md
@@ -17,7 +17,11 @@ This crate is an implementation of the [codex storage proofs circuits](https://g
 
 - [`utils`](./src/circuits/utils.rs) contains helper functions.
 
-- [`recursion`](./src/recursion) contains various approaches of implementing recursion circuits for aggregating proofs.
+- [`circuit_helper`](./src/circuit_helper) contains a general trait for all Plonky2 circuit to automate the building and proving.
+
+- [`error`](./src/error.rs) contains the list of error related to the circuits.
+
+- [`uniform recursion`](./src/recursion/uniform) contains the uniform (2-to-1 tree) recursion circuits for aggregating proofs.
 
 
 ## Usage
diff --git a/proof-input/.gitignore b/proof-input/.gitignore
index a3547b9..88ac17f 100644
--- a/proof-input/.gitignore
+++ b/proof-input/.gitignore
@@ -11,3 +11,7 @@ pgo-data.profdata
 
 # MacOS nuisances
 .DS_Store
+
+# circuit files
+/prover_data
+/verifier_data
\ No newline at end of file
diff --git a/proof-input/README.md b/proof-input/README.md
index 2dae891..52b418e 100644
--- a/proof-input/README.md
+++ b/proof-input/README.md
@@ -8,11 +8,15 @@ the [`plonky2 codex proof circuits`](../codex-plonky2-circuits). Currently only
 
 - [`merkle_tree`](./src/merkle_tree) is the implementation of "safe" merkle tree used in codex, consistent with the one [here](https://github.com/codex-storage/nim-codex/blob/master/codex/merkletree/merkletree.nim).
 
+- [`data_structs`](./src/data_structs.rs) contains the data structures for the codex storage, this is used to generate proof input.
+
 - [`gen_input`](./src/gen_input.rs) contains the necessary function to generate the proof input. 
 
-- [`json`](./src/serialization) contains the serialization functions to read and write the proof input from/to json files. 
+- [`recursion`](./src/recursion) contains the tests for the uniform (2-to-1 tree) recursion.
 
-- [`params`](./src/params.rs) is the test parameters used to generate the input. The params include circuit params as well.
+- [`serialization`](./src/serialization) contains the serialization functions to read and write circuit data, input, and proofs. 
+
+- [`params`](./src/params.rs) is the test parameters used to generate the input.
 
 - [`sponge`](./src/sponge.rs) contains the non-circuit version of hash function (with and without padding) used to hash cells and during sampling.
 
diff --git a/workflow/README.md b/workflow/README.md
index 5fbb307..328f7e2 100644
--- a/workflow/README.md
+++ b/workflow/README.md
@@ -2,27 +2,28 @@
 WARNING: This is a work-in-progress prototype, and has not received careful code review. This implementation is NOT ready for production use.
 
 This crate guides you through generating the circuit input, 
-exporting it to a JSON file, importing from a JSON file, 
-running the circuits to generate a proof, and finally verify the proof.
+building the circuit, 
+running the circuits to generate a proof, aggregating multiple proofs, and finally verify the proof.
 
 This crate can be used to:
 
 - Generate circuit input from **fake data** with given params.
-- Build the plonky2 codex storage proof circuits. 
+- Build the Plonky2 codex storage proof circuits. 
 - Generate a proof with given proof input in JSON file.
+- Aggregate multiple proofs with 2-to-1 tree like aggregation to generate a final proof.
 - Verify the proof.
 
 ## Code organization
 
-- [`gen_input`](./src/bin/gen_input.rs) contains the main function to generated input with the given params as environment variables. 
+- [`gen_input`](./src/bin/gen_input.rs) contains the main function to generate input with the given params as environment variables. 
 
-- [`build_circ`](./src/bin/build_circ.rs) contains the main function to generated input with the given params as environment variables.
+- [`build_circ`](./src/bin/build_circ.rs) contains the main function to build the storage proof (Sampling) circuits.
 
-- [`prove`](./src/bin/prove.rs) contains the main function to generated input with the given params as environment variables.
+- [`prove`](./src/bin/prove.rs) contains the main function to generate a single proof.
 
-- [`prove_and_verify`](./src/bin/verify) contains the main function to generated input with the given params as environment variables.
+- [`aggregate`](./src/bin/aggregate.rs) contains the main function to aggregate `k` (default = 4) proofs.
 
-- [`aggregate`](./src/bin/aggregate.rs) contains the main function to generate the sampling proofs and aggregate `k` of them.
+- [`verify`](./src/bin/verify) contains the main function to verify the storage proof (Sampling) proof.
 
 ## Usage
 
@@ -54,7 +55,7 @@ export MAXDEPTH=32        # Maximum depth of the slot tree
 export MAXSLOTS=256       # Maximum number of slots
 export CELLSIZE=2048      # Cell size in bytes
 export BLOCKSIZE=65536    # Block size in bytes
-export NSAMPLES=5         # Number of samples to prove
+export NSAMPLES=100         # Number of samples to prove
 
 export ENTROPY=1234567    # External randomness
 export SEED=12345         # Seed for creating fake data
@@ -63,17 +64,9 @@ export NSLOTS=11          # Number of slots in the dataset
 export SLOTINDEX=3        # Which slot to prove (0..NSLOTS-1)
 export NCELLS=512         # Number of cells in this slot
 ```
-Alternatively, for testing you can just use the default parameters as follows:
 
-```rust
-use proof_input::params::Params;
-
-fn main() {
-    let params = Params::default();
-}
-```
 #### Step 2: Run the Script
-Once the params are set, you can run the script to generate the [`JSON file`](./input.json).
+Once the params are set, you can run the script to generate the circuit input (with fake data).
 
 ```bash
 sudo bash ./scripts/gen_input.sh
@@ -87,9 +80,8 @@ sudo bash ./scripts/build_circuit.sh
 To see the source code of how to build the circuit, see [`build_circ`](./src/bin/build_circ.rs).
 
 ### Generate the Proof
-After generating the circuit input (in a JSON file),
-you can run the circuits to generate the proofs.
-First make sure you have the [`JSON file`](./input.json), then follow the steps:
+After generating the circuit input (in a JSON file), you can run the circuits to generate the proofs.
+First make sure you have the circuit data and input from previous scripts then follow the steps:
 
 #### Step 1: Setting Up Circuit Parameters
 Parameters for the circuit can be defined in [`circ_params.sh`](scripts/circ_params.sh).
@@ -99,7 +91,7 @@ export MAX_DEPTH=32        # maximum depth of the slot tree
 export MAX_LOG2_N_SLOTS=8 # Depth of the dataset tree = ceiling_log2(max_slots)
 export BLOCK_TREE_DEPTH=5 # depth of the mini tree (block tree)
 export N_FIELD_ELEMS_PER_CELL=272 # number of field elements per cell
-export N_SAMPLES=5 # number of samples to prove
+export N_SAMPLES=100 # number of samples to prove
 ```
 
 #### Step 2: Run the Script
@@ -110,6 +102,14 @@ You can also see the time taken to generate the proof.
 sudo bash ./scripts/prove.sh
 ```
 
+### Verify the proof
+To verify the generated proof, run the following script. 
+Make sure that you generate the circuit data and proof prior to this.
+
+```bash
+sudo bash ./scripts/verify.sh
+```
+
 ### Build, Prove, and Verify
 To automate the whole process, you can run the following script 
 the script builds the circuit, loads the JSON circuit input, generates the proof, and verifies it. 
@@ -119,10 +119,12 @@ Make sure that you generate the circuit input prior to this so that you have the
 ```bash
 sudo bash ./scripts/prove_and_verify.sh
 ```
-To inspect the source code, see [`prove_and_verify`](./src/bin/verify).
+This script simply runs all previous scripts. 
 
-### Generate K Proofs and aggregate them
-To do this, you can run the following script:
+### Aggregate K Proofs
+To do this, you can run the following script. 
+Note that we don't actually generate `K` proofs but rather just clone the single generated proof which is enough for testing. 
+Make sure a proof is already generated using the script for proving above. 
 
 ```bash
 sudo bash ./scripts/aggregate.sh