fix: typos in documentation files

mcl/README.md

@@ -2,7 +2,7 @@
 
 ## About
 
-This is a KZG10 implmentation in Rust, heavily based on the Go implementation by protolambda https://github.com/protolambda/go-kzg.
+This is a KZG10 implementation in Rust, heavily based on the Go implementation by protolambda https://github.com/protolambda/go-kzg.
 
 This repo also contains Herumi MCL, as I could not find a way to make the cargo crate for mcl_rust work, and it does seem abandoned. It can be found here: https://github.com/herumi/mcl-rust.
 
@@ -24,4 +24,4 @@ To run benchmarks, just run
 
 ```bash
 cargo bench
-```
+```

readme.md

@@ -18,7 +18,7 @@ Support for multiple backend ECC libraries is implemented via [Traits](https://g
 
 # Drop-in replacement for c-kzg-4844
 
-We aim to expose [an identical C interface](https://github.com/sifraitech/rust-kzg/blob/b4de1923a6218ea37021d0f9e3bd375dbf529d34/blst-from-scratch/src/eip_4844.rs#L604:L835) compared to [c-kzg-4844](https://github.com/ethereum/c-kzg-4844) so that `rust-kzg` could work as a drop-in replacement for c-kzg-4844. If you already use [c-kzg-4844 bindings](https://github.com/ethereum/c-kzg-4844/tree/main/bindings) you can try faster paralellized `rust-kzg` without any changes to your code-base by simply replacing the binary. Instructions for C#, Java, Nodejs, Python, Rust bindings are available [here](https://github.com/sifraitech/rust-kzg/blob/main/blst/run-c-kzg-4844-tests.sh).
+We aim to expose [an identical C interface](https://github.com/sifraitech/rust-kzg/blob/b4de1923a6218ea37021d0f9e3bd375dbf529d34/blst-from-scratch/src/eip_4844.rs#L604:L835) compared to [c-kzg-4844](https://github.com/ethereum/c-kzg-4844) so that `rust-kzg` could work as a drop-in replacement for c-kzg-4844. If you already use [c-kzg-4844 bindings](https://github.com/ethereum/c-kzg-4844/tree/main/bindings) you can try faster parallelized `rust-kzg` without any changes to your code-base by simply replacing the binary. Instructions for C#, Java, Nodejs, Python, Rust bindings are available [here](https://github.com/sifraitech/rust-kzg/blob/main/blst/run-c-kzg-4844-tests.sh).
 
 # Example
 

tasks/II.md

@@ -1,8 +1,8 @@
-Task II - Optimise MSM
+Task II - Optimize MSM
 
 * The codebase needs to be updated to the latest [c-kzg-4844](https://github.com/ethereum/c-kzg-4844), dependencies also needs to be upgraded;
 * KZG10 does a heavy MSM computation when calculating commitment and opening. `rust-kzg` with `blst` backend uses Pippenger method (including the parallel version of it) and produces decent results, however, `go-kzg-4844` is faster here, so there is a place for improvements. Possible optimisation directions:
-  - BGMW algoritm ([this dissertation](https://uwspace.uwaterloo.ca/bitstream/handle/10012/19626/Luo_Guiwen.pdf?sequence=3) is an easy to read source). We will likely benefit from it because our trusted setup is not very large, we can store precomputations in the memory. C++ implementation can be found [here](https://github.com/LuoGuiwen/MSM_blst/blob/2e098f09f07969ac3191406976be6d1c197100f2/main_p1.cpp#L294). However, we need a parallelized Rust version, so it could be that the best way is to build on top of [blst parallel implementation](https://github.com/supranational/blst/blob/master/bindings/rust/src/pippenger.rs#L116). Feel free to explore other code bases and use it if there is actually a more convenient parallel Pippenger implementation in Rust.
+  - BGMW algorithm ([this dissertation](https://uwspace.uwaterloo.ca/bitstream/handle/10012/19626/Luo_Guiwen.pdf?sequence=3) is an easy to read source). We will likely benefit from it because our trusted setup is not very large, we can store precomputations in the memory. C++ implementation can be found [here](https://github.com/LuoGuiwen/MSM_blst/blob/2e098f09f07969ac3191406976be6d1c197100f2/main_p1.cpp#L294). However, we need a parallelized Rust version, so it could be that the best way is to build on top of [blst parallel implementation](https://github.com/supranational/blst/blob/master/bindings/rust/src/pippenger.rs#L116). Feel free to explore other code bases and use it if there is actually a more convenient parallel Pippenger implementation in Rust.
   - Other optimisations proposed in that [this dissertation](https://uwspace.uwaterloo.ca/bitstream/handle/10012/19626/Luo_Guiwen.pdf?sequence=3);
   - Optimisations implemented in [arkmsm](https://github.com/snarkify/arkmsm), they also have an [explanation](https://hackmd.io/@drouyang/msm);
   - Cuda GPU parallel algorithms, some examples [here](https://github.com/z-prize/2022-entries/tree/main/open-division/prize1-msm/prize1a-msm-gpu), but very likely there are faster versions now;

tasks/III.md

@@ -2,7 +2,7 @@ Task III - Join MSM optimisations
 
 * The codebase needs to be updated to the latest [c-kzg-4844](https://github.com/ethereum/c-kzg-4844), dependencies also needs to be upgraded;
 * The goal is to join all previous optimisations into one optimised MSM implementation. The teams need to collaborate in order to make the optimisations compatible between each other.
-* Joints MSM optimisations needs to be genereric (compatible with multiple ECC backend). If not possible - consult with supervisor.
+* Joints MSM optimisations needs to be generic (compatible with multiple ECC backend). If not possible - consult with supervisor.
 * Optimisations needs to be fuzzed against `go-kzg-4844` and `c-kzg-4844` with the [fuzzer](https://github.com/jtraglia/kzg-fuzz).
 * The build must pass on Github CI.