wording edits and improvements

Author: vjdhama

content/blog/building-a-discord-gpt-bot.md

@@ -80,7 +80,7 @@ Now that we have a basic discord bot placeholder out of the way, let's get onto
 Let us create project API keys on platform.openai.com/api-keys. Make a note of the key somewhere secure as it won't be possible to be view it later.
 To ensure that the API keys work as expected
 
-```
+```bash
 export OPENAI_API_KEY=<your-api-key-here>
 ```
 
@@ -170,7 +170,7 @@ discord_client.run(os.getenv('DISCORD_BOT_TOKEN'))
 
 And... voila! A simple discord bot that lets you talk to GPT. The models do not have memory of the past requests and so at present, it just works as a relay layer. But we want more from it. We want to have a conversation with it, and not just use it for one-off fact checking. And to have a conversation, both parties need to be able to retain earlier parts of the conversation (at least within reasonable limits). We humans can do that naturally, but how would GPT do that? For this, we would need to do a little extra to make it 'remember'.
 
-GPT's chat completion API works by treating whatever you pass in the `messages` field of the request as context. It is by design allowed to pass (an optional) system message and a series of exchanges between the user and the GPT(assistant). You can use this either for few-shot prompting, or you could also use this to pass relevant bits of the conversation history so that GPT has access to past conversation and can reference that information as needed. Below is a sample of what the `messages` field would look like.
+GPT's chat completion API works by treating whatever you pass in the `messages` field of the request as context. It is, by design, allowed to pass (an optional) system message and a series of exchanges between the user and the GPT(assistant). You can use this either for few-shot prompting, or you could also use this to pass relevant bits of the conversation history so that GPT has access to past conversation and can reference that information as needed. Below is a sample of what the `messages` field would look like.
 
 ```python
 from openai import OpenAI
@@ -189,7 +189,7 @@ response = client.chat.completions.create(
 
 To help the model remember, add every turn of the conversation to the `messages` list field.
 
-Something to be cognisant of here is that the request has a limit of 4096 token. If the request is larger than 4096 tokens, it would be rejected. Ensure that your request is always under 4096 tokens. The API response also typically tells you how many tokens were used for the prompt and the completion. But relying only on that to understand your token usage can be expensive. It's recommended to calculate the number of tokens in your request before you send it out. You can use the [tiktoken](https://github.com/openai/tiktoken) library for this.
+Something to be cognisant of here is that the request has a limit of 4096 token. If the request is larger than 4096 tokens, it would be rejected. Ensure that your request is always under 4096 tokens. The API response also typically tells you how many tokens were used for the prompt and the completion. However, relying only on that to understand your token usage can be expensive. It's recommended to calculate the number of tokens in your request before you send it out. You can use the [tiktoken](https://github.com/openai/tiktoken) library for this.
 
 And what do we do when we exceed the token limit? There are multiple ways you could approach this
 

content/blog/linux-memory-swap.md

@@ -8,17 +8,14 @@ weight: 1
 ---
 
 
- # Introduction
+## Introduction
 
 <p style='text-align: justify;'>This blog will help you figure out how to check how much memory is left on your Linux machine. Knowing this will tell you if your server is running low on memory and needs attention, or if everything is fine. Following this, an explanation will be provided regarding the concept of swap and its relevance for the operation of a Linux machine or server.</p>
 
-### Output of  ` htop ` command
-
-
+### Output of ` htop ` command
 
 <img src="/images/blog/linux-memory-swap/htop.png" alt="My Collection" width="100%">
 
-
 ## What is htop?
 
 <p style='text-align: justify;'>Htop is a resource monitoring utility, here we can see the amount of resources being used and how much memory is being used htop also shows the number of CPUs, the average CPU usage, and the amount of swap usage</p>
@@ -27,7 +24,7 @@ weight: 1
 
 <p style='text-align: justify;'>Next, we will explore how to view the amount of memory usage without relying on third-party utilities. This leads us to the first command, the free command. The free command provides information on the amount of free memory available.</p>
 
-### Output of   ` free `  command
+### Output of  ` free `  command
 
 ```bash
 
@@ -40,6 +37,7 @@ weight: 1
 <p style='text-align: justify;'>However, these numbers may not be immediately comprehensible. Therefore, we will utilize the -m option with the free command, which presents the memory statistics in megabytes, making them easier to interpret.</p>
 
 ### Output of ` free -m ` command
+
 ```bash
 
   user@machineHost:~$ free
@@ -61,7 +59,7 @@ weight: 1
 
 Now, we'll shift our focus to swap usage.
 
-## **What is Swap?**
+## What is Swap?
 
 <p style='text-align: justify;'>Swap memory, also known as swap space, is a section of a computer's hard disk or SSD that the operating system (OS) uses to store inactive data from Random Access Memory (RAM). Because swap exists on the hard disk, accessing swap memory is slower compared to accessing RAM.
 While swap is something we hope to avoid using, it serves as a safety net for when RAM becomes full. It's debated whether it's okay to run a Linux server or workstation without swap, but having some swap space, even sparingly like 1GB, doesn't heavily impact the hard disk. Additionally, some applications require swap even if there's available memory.</p>

content/blog/office-home-lab-internet-failover-setup.md

@@ -24,14 +24,14 @@ We needed a cost-effective way where if the primary connection(which is ACT for
 to the secondary backup connection(Airtel) and restores back to the primary connection once it regains its connectivity. This led to think about failover/multi-WAN
 setup.
 
-# Overview
+## Overview
 
 - Two ISP connections (primary and secondary)
 - Failover setup (not load balancing)
 - Quick switching time between ISPs
 - Clients should be part of a single network (IPs allocated from a single DHCP server)
 
-# Context
+## Context
 
 ![Failover Setup](/images/blog/office-home-lab-internet-failover-setup/failover-setup.png)
 
@@ -50,7 +50,8 @@ Internet connection for your Office/Home lab.
 > you will need to use a different router or a network switch to create a WAN port. Some routers also come equipped with multiple WAN
 > ports that can be used as well for failover in case one of the connections fails.
 
-## How we go about setting up the internet failover
+### How we go about setting up the internet failover
+
 The process to set up internet failover may vary depending on our specific setup and needs, but generally,
 we will need to follow these steps:
 
@@ -60,12 +61,13 @@ ACT as our primary as I mentioned due to its high bandwidth and Airtel as our se
 3. Configure the secondary internet connection as a backup gateway in your router or switch.
 4. Test the failover by disconnecting the primary internet connection and verifying that the secondary connection is used automatically.
 
-## The configurations to manage
+### The configurations to manage
 
 We can manage router configurations by login to the router's web-based configuration page. This can typically be done by entering
 the router's IP address (such as `192.168.1.1`) in a web browser. The configurations will vary with the router you have, here we
 will take an overview of the process we need to follow to manage the router's configuration.
-### 1. Configure WAN/LAN as WAN port
+
+#### 1. Configure WAN/LAN as a WAN port
 
 - Our router had only one WAN port, We need to convert one of its LAN port to a WAN port as we need two internet sources.
 - Once we have accessed the router's configuration page, look for a section on bridging or port forwarding. From here,
@@ -76,7 +78,7 @@ Now this second port (eth2 in our case) can be used as another WAN port.
 
 Now that we have two WAN ports/interfaces (eth1 & eth2) ready to act as our internet sources, the next step is to configure DHCP Clients for these ports.
 
-### 2. Setup DHCP client 
+#### 2. Setup DHCP client
 
 - Plug in the ISP cables to both the WAN interfaces we just configured in the above step.
 - In the network settings, We need to enable the DHCP client and configure the network settings.
@@ -87,7 +89,7 @@ Each ISP has its own DHCP server, the router acts as a DHCP client for each ISP
 to obtain IP address information from each ISP and use that information to route traffic appropriately. This blog is 
 written considering dynamic IP assignments only.
 
-### 3. Configure routes
+#### 3. Configure routes
 
 - Now we need to configure the routes for our primary and the secondary internet connection, For that find the settings for 
 the routing table, which is typically found in the advanced settings or network settings section of the router's configuration page.
@@ -99,7 +101,7 @@ the higher the priority of the connection. For example, if you have two WAN conn
 connection is used whenever possible, and the secondary connection is only used if the primary connection is 
 unavailable.
 
-### 4. Setting up the DHCP Server
+#### 4. Setting up the DHCP Server
 
 - We need to have uninterrupted connection for all our devices in the office network. Instead of using the ISP’s DHCP servers 
 (both will provide different IPs from different pools), we will be setting up our own DHCP server which will be providing IPs
@@ -109,7 +111,7 @@ Till now all the connections are wired, and we need to provide a wireless access
 will be able to connect wireless. The Access Point is connected to one of the LAN ports and since it is part of the
 bridge network, all the devices connected via access point will be assigned the IP from our DHCP server instead of ISPs.
 
-### 5. Testing our setup
+#### 5. Testing our setup
 
 - Although there are a lot of tools available to simulate network failures, we chose a simpler approach to test 
 the working of our setup.
@@ -120,6 +122,7 @@ see the secondary/ failover connection kick in and the internet traffic flowing
 the primary ISP.
 
 ## Conclusion
+
 In this article, We had an overview on how to go about setting up the office/home lab internet failover connection. We discussed configuring
 WAN interface, setting and configuring the DHCP client and server, and finally we looked at testing our setup.
 \