Raw notes include useful resources, incomplete thoughts, ideas, micro thoughts, and learnings as I go about my day. Below, you can also subscribe to the RSS feed to stay updated:
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Google Fonts has released a new interesting font called TikTok Sans as announced in this post. They claim that:
TikTok Sans is a font inspired by and made for online creators, visionaries, and storytellers.
Currently, I am using the Helvetica Neue font for my personal blog and loving it so far. But will definitely try this new TikTok Sans on some project.
Read this blog post from DHH titled "It must be worth it even if it doesn't work" that I really loved:
The way to work without regrets is to pursue projects that'll have been worth your time even if they don't pan out. Projects that'll tickle your curiosity, flex your competency, and teach you something new regardless of where they ultimately end up. Projects that leave you better off, as a person, despite not being a commercial or critical success. If you work on projects like this, it's impossible to waste your time.
My personal nightmare is investing years of my life into something that ends up going nowhere, and then feeling like it was all for nothing. That's how life slips through your fingers. That's how you cross over from your 20s to your 30s and curse what you missed along the way because the bet didn't pay out.
When you look for projects that'll be worth it even if they don't work, you know you'll engage the fires of intrinsic motivation. Tap into the magic of flow. Look with satisfaction at a good day's work, well before you're done.
That's a work of meaning.
DHH has created some cool opinionated frameworks for different Linux distros:
Omakub: for Ubuntu
Turn a fresh Ubuntu installation into a fully-configured, beautiful, and modern web development system by running a single command. That’s the one-line pitch for Omakub. No need to write bespoke configs for every essential tool just to get started or to be up on all the latest command-line tools. Omakub is an opinionated take on what Linux can be at its best.
Omarchy: for Arch Linux
Turn a fresh Arch installation into a fully-configured, beautiful, and modern web development system based on Hyprland by running a single command. That's the one-line pitch for Omarchy (like it was for Omakub). No need to write bespoke configs for every essential tool just to get started or to be up on all the latest command-line tools. Omarchy is an opinionated take on what Linux can be at its best.
I have used Linux for a long time in the past, but I am yet to get another Linux machine and I will surely be using these frameworks.
While scrolling on X, I came across this post that shared the Richard Feynman's quote on the beauty of a flower. And it's amazing:
I have a friend who’s an artist and has sometimes taken a view which I don’t agree with very well. He’ll hold up a flower and say “look how beautiful it is,” and I’ll agree. Then he says “I as an artist can see how beautiful this is but you as a scientist take this all apart and it becomes a dull thing,” and I think that he’s kind of nutty. First of all, the beauty that he sees is available to other people and to me too, I believe…
I can appreciate the beauty of a flower. At the same time, I see much more about the flower than he sees. I could imagine the cells in there, the complicated actions inside, which also have a beauty. I mean it’s not just beauty at this dimension, at one centimeter; there’s also beauty at smaller dimensions, the inner structure, also the processes. The fact that the colors in the flower evolved in order to attract insects to pollinate it is interesting; it means that insects can see the color. It adds a question: does this aesthetic sense also exist in the lower forms? Why is it aesthetic? All kinds of interesting questions which the science knowledge only adds to the excitement, the mystery and the awe of a flower. It only adds. I don’t understand how it subtracts.
How interesting!
I create a lot of Markdown (.md) files, but can't directly preview them by pressing the Spacebar button, like for other type of files. So I started looking for ways to enable this, and found some solutions for this:
.md files.And apart from these, I found some good discussions about it on Reddit and StackExchange as well.
Came across this tweet on X where it's mention how the combo of Laravel and React for building web apps can be the best solution out there. The post reads:
The perfect stack doesn't exi...
Laravel backend
- auth out of the box
- payments out of the box
- background jobs out of the box
React frontend
- AI models know it well
- shadcn is so damn easy (and pretty)
- Huge design ecosystem
All running easily on a $10/mo VPS 😍
It does seem interesting so I asked ChatGPT to explain how this works and how this can be hosted, and here is how it explained. I haven't tried this but will definitely try soon.
I had to transfer a domain from Namesilo to Cloudflare, so below are the steps that I took to complete the transfer within just 15 minutes:
And it was accepted on Cloudflare within 1-2 minutes.
I remember that this manually approving the transfer works on most domain registrars as I have done this earlier between some registrars as well.
mcp-containers is a GitHub repo which claims to be a "Containerized versions of hundreds of MCP servers 📡 🧠", and it seemed very interesting to me. Basically, it's a Docker image that you can pull and start using the available cool MCP servers.
This is the website, and the limit is on the number of MCP messages per month. There is a free plan with a limited number of messages, so you can try it out.
As per this X post about LiveCodeBench, almost all LLMs are bad at competitive programming. At the time of writing this, the o3-high (2025-04-16) model was the best at medium difficulty programming (which I don't believe, but haven't really used o3 a lot, so I'd like to believe it).
But I do agree that none of the models are good at hard difficulty programming tasks. I have used them extensively and, while they are a great assistant, they are not good at complex tasks.
Found this interesting video clip of DHH talking about the season of saying "no" and the season of saying "yes". I found this fascinating, and have even transcribed what he says in the video.
I have the season of no and I have the season of yes. I mostly run in the season of no. And when I'm in the season of no, I say no to almost everything just automatically. No, I'm not going to come to the conference. No, I'm not going to come on the podcast. In fact, podcasting is a great example right now. I'd said yes to you during a season of yes. I'd said yes to a bunch of appearances, and that season is well past. I've been saying no to every inbound, every inbound podcast invitation. I get quite a few. And I've just said like, hey, reach back out in September. I'm in a season of no. I'm just not going to entertain that. And I find that that at times is an easier way for people to accept a no is that it's a not right now. And I leave it open that like, hey, do you know what, six months from now might be it.
By the way, I used Google AI Studio and Gemini 2.5 Pro model to transcribe the video, and it did a great job as you can see above.
A new paper titled "Design Patterns for Securing LLM Agents against Prompt Injections" has been recently published where they discuss 6 different design patterns to prevent LLM Agents from prompt injection attacks.
I got to know about this from Simon Willison's post, and he has also written a detailed blog post about the paper.
I also discovered this SAIF Risk Map from Google, which Daniel Di Bartolo shared under Simon's tweet. Basically, it's a mental model for securing complex AI systems and SAIF stands for Secure AI Framework. And they have also recently published a paper titled "Google's Approach for Secure AI Agents", which seems interesting.
I recorded a 1-hour-long video explaining the different ways to do programmatic SEO in WordPress, and have included 4 different approaches in the video:
All these methods are well explained in the video, but have their own advantages and disadvantages. The #1 is the most advanced and customizable but requires a complex setup.
You can also learn more about programmatic SEO at UntalkedSEO.
Found this post by Richard C. Suwandi where he shared a blog post that discusses the new paper by Deepmind titled "General agents need world models". Below is the full post content:
2 years ago, @ilyasut made a bold prediction that large neural networks are learning world models through text.
Recently, a new paper by @GoogleDeepMind provided a compelling insight to this idea. They found that if an AI agent can tackle complex, long-horizon tasks, it must have learned an internal world model—and we can even extract it just by observing the agent's behavior.
I wrote a blog post unpacking this groundbreaking paper and what it means for the future of AGI 👇
https://richardcsuwandi.github.io/blog/2025/agents-world-models/
Will be going through the post this weekend.
Found this amazing photo by Debbie Parker which captures the lightning strike on a tree in West Virginia. But I also noticed that people are mistakenly mentioning the photographer's name to be Donnie Dania, as in this and this post.
I really don't know which one is correct, but the photo is amazing. Nature is lit, literally.
As per this post, I got to know that ChatGPT is now showing the o3-pro model in the dropdown. This is the most advanced reasoning model as claimed by OpenAI.
I tried checking but couldn't find in my ChatGPT Plus account, so... is it only available to Pro users? Not sure.
Also, found another tweet that mentions that this model "thinks" for a very long time. A simple "hi" can make the model think up to 3 or even 13 minutes. But then a lot of people are also mentioning that o3-pro is very good.
Found a post on X where there's a video with all interactions of Apple's new Liquid Glass UI. Super cool to look at.
Came across this GitHub repo about an all-in-one open source AI model called VACE, which can create and edit videos of several kinds. They introduce the model as:
VACE is an all-in-one model designed for video creation and editing. It encompasses various tasks, including reference-to-video generation (R2V), video-to-video editing (V2V), and masked video-to-video editing (MV2V), allowing users to compose these tasks freely. This functionality enables users to explore diverse possibilities and streamlines their workflows effectively, offering a range of capabilities, such as Move-Anything, Swap-Anything, Reference-Anything, Expand-Anything, Animate-Anything, and more.
VACE can also be found on Hugging Face and this is the research paper attached to it. The detailed usage instructions is also provided in the docs.
I was using the caffeinate terminal command to prevent my MacBook from sleeping automatically, but got to know about this Caffeine app from this post on X.
It definitely makes it easier to enable/disable the sleep prevention option (caffeinate) directly from the menubar. Super useful when I want to keep some tasks running on my laptop.
Apple published a new paper titled "The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity" where they proved that AI reasoning models do actually reason.
I got to know about this from this post on X, where Ruben Hassid explains this is very detail.
It's claimed that after a point, no matter how much computing power you provide, these models can't solve harder problems that they haven't seen before. And as problems get harder, their thinking capabilities come lower.
The authors of the paper try to prove that models like Claude, DeepSeek, o3-mini, etc. do not "reason" at all.
You can access the paper directly from here as a PDF file format. I had a quick glance and it's an interesting read.
TaskMaster is an amazing tool for AI assisted programming in various tools like Cursor, Windsurf, etc. and the creator of the tool shared crazy stats about the tool over the last few weeks:
- 150k+ downloads, 100k/mo, 40k/week
- 12k+ stars @github
- 7k+ early adopters
- 1k+ @discord community
I am yet to use the tool to its full extent, but it seems very helpful and useful from what I have experienced in a few times that I used. In fact, I mentioned TaskMaster in this note as well.
On May 25, 2025, KiranaPro tweeted the below post on X:
🚫 We're not hiring — and won't be.
By the end of this year, KiranaPro will run with ZERO headcount — 100% AI-managed. 🤖💼
If you're DMing or emailing for jobs, just know:
The future doesn't need managers. It builds itself. ⚡️📦 #KiranaPro #AIfirst
And their entire codebase including users' data and app code got deleted a week later, but the thing is, it has nothing to do with AI here. It's a story of negligence and bad management.
The hackers got in through the ex-employee's account and then took over everything: AWS, GitHub, servers, and even customer data. They deleted the source code and wiped out the whole system, leaving no trace behind. The only access the company had left wasn't enough to fix or restore anything. Their basic security practices were weak – they didn't remove old accounts, didn't limit access properly, and used the same device for key systems.
I found a few good resources on the topic:
It seems, GitHub gave them the access to logs and they found out the guy that deleted the code. They will also be getting back their codebase from GitHub but I'm not sure what happens to the customer's data.
Discovered this tool called trigger.dev that is great for handling long-running background tasks. I got to know about the tool from this post on X.
Then some other suggestions were:
Mistral announced the launch of its agents API with inbuilt features of connectors for code execution, web search, image generation, and MCP tools. But the best thing is persistent memory across conversations.
They have provided multiple examples with super detailed documentations on how and what to use it for.
Found this fascinating CSS snippet which makes the jump links behavior better.
html {
scroll-behavior: smooth;
}
[id] {
scroll-margin-top: 60px;
}It makes the scrolling smooth and then adds a 60px margin at the top.
This tweet highlights how using the find command incorrectly can wipe your complete data. The featured screenshot is from AskUbuntu forum website.
find . -name "*.bak" -type f -deleteIn the above command, make sure that the -delete is the last argument. If you put it just after find . and before the other things, it will delete everything.
It's very interesting.