diff --git a/pages/devs/get-started/managing-gas.mdx b/pages/devs/get-started/managing-gas.mdx
index a321e5f..f252bd3 100644
--- a/pages/devs/get-started/managing-gas.mdx
+++ b/pages/devs/get-started/managing-gas.mdx
@@ -2,7 +2,7 @@ import { Callout } from 'nextra/components'
 
 # Managing Gas with `allorad`
 
-Invoking transactions causes network validators to do computations on your behalf and update the chain's state. These actions are compensated via _gas_. Gas is paid by wallets who send transactions to the Allora chain.
+Invoking transactions causes network validators to do computations on your behalf and update the chain's state. These actions are compensated via _gas_. Gas is paid by wallets that send transactions to the Allora chain.
 
 In its [v0.7.0 release](https://github.com/allora-network/allora-chain/releases/tag/v0.7.0), Allora incorporated the [x/feemarket module](https://github.com/skip-mev/feemarket), which means that gas calculations follow an [EIP-1559-like schedule](https://help.coinbase.com/en/coinbase/getting-started/crypto-education/eip-1559) (see: the [original EIP-1559](https://github.com/ethereum/EIPs/blob/master/EIPS/eip-1559.md)). This requires transactions to be structured differently from other cosmos chains.
 
diff --git a/pages/devs/get-started/model-forge.mdx b/pages/devs/get-started/model-forge.mdx
index ce88a1b..8f1ccde 100644
--- a/pages/devs/get-started/model-forge.mdx
+++ b/pages/devs/get-started/model-forge.mdx
@@ -74,7 +74,7 @@ Topics are assigned an ID and categorized by a specific Target Variable, Epoch,
 - **Epoch**: A discrete period during which inferences and forecasts are submitted, and rewards are distributed. 
   - Epochs are defined in blocks on the Network
   - Each epoch provides a timeframe for evaluating and scoring the performance of workers and reputers.
-  - In the Forge Competition, epochs are are abstracted into universal timeframes, e.g. `5min`, `1hr`, `1d`.
+  - In the Forge Competition, epochs are abstracted into universal timeframes, e.g. `5min`, `1hr`, `1d`.
 - **Loss Function**: Measures how far off your model's predictions are from the actual values
   - For all topics in the Forge Competition, the loss function is [`Mean Squared Error`](https://en.wikipedia.org/wiki/Mean_squared_error).
 - **Metadata**: Additional information about the topic, including the financial indicator, abstracted epoch length, and target variable.
@@ -148,4 +148,4 @@ Steps:
 3. Click on a topic to view your performance metrics
 
 ![topic-metrics](/topic-stats.png)
-- Your `Score` and `ALLO Earned` indicate your overall performance in the topic.
\ No newline at end of file
+- Your `Score` and `ALLO Earned` indicate your overall performance in the topic.