diff --git a/README.md b/README.md
index 67af0226..6a90f343 100644
--- a/README.md
+++ b/README.md
@@ -1,22 +1,21 @@
 # Reasoning Gym
 
-We are building a python library of procedural dataset generators and algorithmically verifibale reasoning environments for training Reasoning Models with reinforcement learning (RL).
+We are building a python library of procedural dataset generators and algorithmically verifiable reasoning environments for training Reasoning Models with reinforcement learning (RL).
 
 The goal is to generate virtually infinite data with adjustable complexity.
 
 
-### Generator / Environment Ideas 
+### Generator / Environment Ideas
 
 - math tasks
-- alogrithmic tasks (counting, sorting, re-ordering, ..)
+- algorithmic tasks (counting, sorting, re-ordering, ..)
 - logic riddles
 - logic inductive programming tasks
 - ARC-AGI synthetic riddles
 
 
-## Call for Contributons
+## Call for Contributions
 
 If you have ideas for additional procedural dataset generators or please create an issue here.
 
 Or contact us in the `#arc-agi-2` channel of the [GPU-Mode discord server](https://discord.gg/gpumode).
-