diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5133da75..60b2f2e1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
## [Unreleased]
+### Changed
+
+- Remove docs [#819]
+
## [0.19.2] - 2024-03-27
### Added
@@ -581,6 +585,7 @@ is necessary since `rkyv/validation` was required as a bound.
- Proof system module.
+[#819]: https://github.com/dusk-network/plonk/issues/819
[#818]: https://github.com/dusk-network/plonk/issues/818
[#815]: https://github.com/dusk-network/plonk/issues/815
[#813]: https://github.com/dusk-network/plonk/issues/813
diff --git a/README.md b/README.md
index 9b2a13a2..9c946cfd 100644
--- a/README.md
+++ b/README.md
@@ -1,70 +1,57 @@
# PLONK
![Build Status](https://github.com/dusk-network/plonk/workflows/Continuous%20integration/badge.svg)
[![Repository](https://img.shields.io/badge/github-plonk-blueviolet?logo=github)](https://github.com/dusk-network/plonk)
-[![Documentation](https://img.shields.io/badge/docs-plonk-blue?logo=rust)](https://docs.rs/plonk/)
+[![Documentation](https://img.shields.io/badge/docs-plonk-blue?logo=rust)](https://docs.rs/dusk-plonk/latest/)
+_This is a pure Rust implementation of the PLONK proving system over BLS12-381._
-_This is a pure Rust implementation of the PLONK proving system over BLS12-381_
+This library contains a modular implementation of KZG10 as the default polynomial commitment scheme.
-
-This library contains a modularised implementation of KZG10 as the default
-polynomial commitment scheme.
-
-**DISCLAIMER**: This library is currently unstable and still needs to go through
-an exhaustive security analysis. Use at your own risk.
+**DISCLAIMER**: This library is currently unstable and still needs to undergo an exhaustive security analysis. Use at your own risk.
## Usage
-Check the 'examples' directory for the usage.
+To see how to use this library, check the 'examples' directory.
## Features
-This crate includes a variety of features which will briefly be explained below:
-- `alloc`: Enables the usage of an allocator and with it the capability of performing `Proof` constructions and
- verifications. Without this feature it **IS NOT** possible to prove or verify anything.
- Its absence only makes `dusk-plonk` export certain fixed-size data structures such as `Proof` which can be useful in no_std environments where we don't have allocators either.
-- `std`: Enables `std` usage as well as `rayon` parallelization in some proving and verifying ops.
- It also uses the `std` versions of the elliptic curve deps, which utilizes the `parallel` feature
- from `dusk-bls12-381`. By default, this is the feature that comes enabled with the crate.
-- `debug`: Enables the runtime debugger backend. Will output [CDF](https://crates.io/crates/dusk-cdf) files to the path defined in the `CDF_OUTPUT` environment variable. If used, the binary must be compiled with `debug = true`. For more info, check the [cargo book](https://doc.rust-lang.org/cargo/reference/profiles.html#debug).
- __The recommended method is to derive the std output, and the std error, and then place them in text file
- which can be used to efficiently analyse the gates.__
+This crate includes a variety of features which are briefly explained below:
+- `alloc`: Enables the usage of an allocator, allowing for `Proof` constructions and verifications. Without this feature it **IS NOT** possible to prove or verify anything.
+ Its absence only makes `dusk-plonk` export certain fixed-size data structures such as `Proof`, which can be useful in no_std environments where we don't have allocators available.
+- `std`: Enables `std` usage as well as `rayon` parallelization in some proving and verifying operations.
+ It also uses the `std` versions of the elliptic curve dependencies, utilizing the `parallel` feature
+ from `dusk-bls12-381`. This feature is enabled by default.
+- `debug`: Enables the runtime debugger backend, outputting [CDF](https://crates.io/crates/dusk-cdf) files to the path defined in the `CDF_OUTPUT` environment variable. When used, the binary must be compiled with `debug = true`. For more info, check the [cargo book](https://doc.rust-lang.org/cargo/reference/profiles.html#debug).
+ __It is recommended to derive the std output and std error and then place them in a text file for efficient gate analysis.__
## Documentation
-There are two main types of documentation in this repository:
-
-- **Crate documentation**. This provides info about all of the functions that the library provides, as well
- as the documentation regarding the data structures that it exports. To check this, please feel free to go to
- the [documentation page](https://docs.rs/dusk-plonk/) or run `make doc` or `make doc-internal`.
-
-- **Notes**. This is a specific subset of documentation which explains the key mathematical concepts
- of PLONK and how they work with mathematical demonstrations. To check it, run `make doc` and open the resulting docs,
- which will be located under `/target` with your browser.
+The crate documentation provides information about all the functions that the library provides, as well
+as the documentation regarding the data structures that it exports. To check this, visit the [documentation page](https://docs.rs/dusk-plonk/) or run `make doc` or `make doc-internal`.
## Performance
Benchmarks taken on `Apple M1`, for a circuit-size of `2^16` constraints:
- Proving time: `7.871s`
-- Verification time: `7.643ms` **(This time will not vary depending on the circuit-size.)**
+- Verification time: `7.643ms` **(This time does not vary depending on the circuit-size.)**
For more results, please run `cargo bench` to get a full report of benchmarks in respect of constraint numbers.
## Acknowledgements
-- Reference implementation AztecProtocol/Barretenberg
-- FFT Module and KZG10 Module were taken and modified from zexe/zcash and scipr-lab, respectively.
+- Reference implementation by Aztec Protocol/Barretenberg.
+- FFT Module and KZG10 Module were adapted from ZEXE/Zcash and SCIPR Lab, respectively.
## Licensing
-This code is licensed under Mozilla Public License Version 2.0 (MPL-2.0). Please see [LICENSE](https://github.com/dusk-network/plonk/blob/master/LICENSE) for further info.
+This code is licensed under the Mozilla Public License Version 2.0 (MPL-2.0). Please see [LICENSE](https://github.com/dusk-network/plonk/blob/master/LICENSE) for more information.
## About
-Implementation designed by the [dusk](https://dusk.network) team.
+This implementation is designed by the [Dusk](https://dusk.network) team.
## Contributing
-- If you want to contribute to this repository/project please, check [CONTRIBUTING.md](https://github.com/dusk-network/plonk/blob/master/CONTRIBUTING.md)
+- If you want to contribute to this repository/project, please check our [CONTRIBUTING.md](https://github.com/dusk-network/plonk/blob/master/CONTRIBUTING.md).
- If you want to report a bug or request a new feature addition, please open an issue on this repository.
diff --git a/src/lib.rs b/src/lib.rs
index 14e9178a..11878e0d 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -33,7 +33,7 @@
//! [Dusk team](dusk.network) of this algorithm using as a reference
//! implementation this one done by the creators of the protocol:
//!
-//!
+//!
// Bitshift/Bitwise ops are allowed to gain performance.
#![allow(clippy::suspicious_arithmetic_impl)]