Expertise is required for real evaluation, yet we rely on human intuition

But what about the broader consumer market? When laypeople can’t meaningfully evaluate model quality, they default to what feels best, creating dangerous incentives for labs to optimize for subjective satisfaction rather than genuine capability. This mirrors how we evaluate other … | Continue reading


@gurupanguji.com | 11 months ago

Tahoe support pages are also in denial of the new mouse pointers

Looks like I am not the only person who’s in denial that the time for the mickey mouse gloves are truly over. =( Meanwhile, I do think that the new default pointer for Tahoe is better than the previous default. | Continue reading


@gurupanguji.com | 11 months ago

Memory space analysis – a comparison between ChatGPT and Claude

We’re in uncharted territory. These tools are less than three years old, and nobody knows what happens when someone uses the same AI assistant for a decade. How much should it remember? How should it handle years of accumulated context? Meanwhile, we’re seeing a Cambrian explosio … | Continue reading


@gurupanguji.com | 11 months ago

Mac OS 26 – The MacStories review

https://www.macstories.net/stories/macos-26-tahoe-the-macstories-review John meanwhile has the pen for the Mac OS 26 reviews. This is something I am going to pore over when I get a chance. My Mac is my favorite and most important technology piece and I cannot wait to dig into thi … | Continue reading


@gurupanguji.com | 11 months ago

The digital tome on iOS 26 is here…

Federico is back with his annual iOS and iPad OS 26 reviews. Grab your favorite beverage (likely beverages for this one) and go through 20 pages of detailed observations and connections. https://www.macstories.net/stories/ios-and-ipados-26-the-macstories-review | Continue reading


@gurupanguji.com | 11 months ago

Do you even linux, bro?

Anyway, it’s got me doing that thing again where I feel the need to have everything on both macOS and Linux. This always turns into a shitshow, but I can’t help myself. jack tries linux this really resonated. I’ve had a linux distribution on a stick that i’ve maintained a slax di … | Continue reading


@gurupanguji.com | 11 months ago

Why Liquid Glass?

All of this makes me think that Apple is close to introducing devices where the screen disappears seamlessly into the physical edge. Something where flexible OLED blurs the distinction between pixels and bezel. A new “wraparound” screen with safe area insets on the vertical edges … | Continue reading


@gurupanguji.com | 11 months ago

Incredible oil paintings that capture the American southwest vibe

Source: [Colossal] These are mesmerizing. I would love a game that features this style of art. Incredible. | Continue reading


@gurupanguji.com | 11 months ago

HDR Gradients – a delightful little web tool

I have a soft spot for delightful little web tools. HDR Gradients is a perfect example of the type of tool that are awesome. Adam Argyle hit this one out of the park | Continue reading


@gurupanguji.com | 12 months ago

Is adding context specifying or complexifying?

I’ve heard this line of argument before. I think Jim’s more self aware than most that there’s a false equivalence here. Let me do my best to enunciate it for my own sake: Adding more context is the mental equivalent of learning more about a problem space. When one learns more abo … | Continue reading


@gurupanguji.com | 12 months ago

A resonant balance for learning with AI

This was a great read especially related to product management. First off, I am shocked that we now have a product management course (this also makes me feel old). There is a reason why I chose to post it. I’ve always wondered how educators will navigate the balance of LLMs when … | Continue reading


@gurupanguji.com | 12 months ago

Good guidelines on motion in product design

Motion is critical for how a product feels. It guides attention, reinforces brand personality, and can make an interface feel more responsive. Motion has been a core part of my design process, going way back to the days when Principle was king. Here’s my general framework that I’ … | Continue reading


@gurupanguji.com | 12 months ago

AI has a branding problem

Today, AI is the voice in the drive-thru that can’t hear our orders. It’s killing the livelihood of creative workers. It’s the thing you have to do at work, whether you like it or not. It’s making search engines unusable. It’s a justification for corporate layoffs. It’s plagiaris … | Continue reading


@gurupanguji.com | 12 months ago

Machina Deus

I empathize with the desire behind all of this. At times I feel overwhelmed by the immensity of the forces of both nature and culture. Huge systems which we can not fully comprehend and for which any one human is insignificant. Even someone as brilliant as Dario Amodei cannot sin … | Continue reading


@gurupanguji.com | 1 year ago

AI take-off might still be relatively slow…

3. The O-Ring models makes AI hard to work with.  The O-Ring model stipulates that, in some settings, it is the worst performer who sets the overall level of productivity.  (In the NBA, for instance, it may be the quality of the worst defender on the floor, since the player your … | Continue reading


@gurupanguji.com | 1 year ago

Elegant orchestration – how Indian office cafeterias deliver peace and community

And now consider a modern Bangalore tech campus. The cafeteria sprawls across 20,000 square feet, seven live counters, three different bread stations. The Jain counter serves pav bhaji without onions — an impossibility made possible. The Bengali station has begun serving “Vegan M … | Continue reading


@gurupanguji.com | 1 year ago

Material Expressive theme for miniflux

I love rss. Until Aug 17, 2025, I used netnewswire with icloud syncing to read all the rss feeds that I’ve been collecting and curating since 2002. On Aug 17, 2025, I decided to try self hosting my rss feed parser using miniflux. It’s a neat little open source, fully free service … | Continue reading


@gurupanguji.com | 1 year ago

ZombAIs: Brainless use of AI

I propose a new term: ZombAI. ZombAI: brainless use of AI in activities For example: the attached image 😛 | Continue reading


@gurupanguji.com | 1 year ago

Little Bird – a banger in iOS 26

iOS 26’s new ringtone is catchy and is a reminder that Apple can still delightful things. Sad that liquid glass ain’t one of them | Continue reading


@gurupanguji.com | 1 year ago

iOS 26 camera swipe insanity

Eeks.. More on liquid glass: | Continue reading


@gurupanguji.com | 1 year ago

Apple’s browser engine gatekeeping has still not come to an end…

This should be great news for consumers — particularly if these kinds of regulations are offered beyond the current three regions (EU, UK, and now Japan). Apple has traditionally been a laggard when it comes to adding open web features that might be competitive with native apps. … | Continue reading


@gurupanguji.com | 1 year ago

Perplexity’s offer to buy chrome is well… perplexing

It also would help it raise a bigger funding round itself, boosting its own valuation: > “Perplexity’s offer is significantly more than its own valuation, which is estimated at $18 billion. The company told The Wall Street Journal that several investors including large venture-ca … | Continue reading


@gurupanguji.com | 1 year ago

Prompt injections are still a problem – August 2025 edition

Independent AI researcher Johann Rehberger (previously) has had an absurdly busy August. Under the heading The Month of AI Bugs he has been publishing one report per day across an array of different tools, all of which are vulnerable to various classic prompt injection problems. … | Continue reading


@gurupanguji.com | 1 year ago

Dystopia versus Utopia and AI

In other words, as Noah likes to say, “Dystopia is when robots take half your jobs. Utopia is when robots take half your job.”  Generative AI: autocomplete for everything | Continue reading


@gurupanguji.com | 1 year ago

Moravec’s Paradox

Moravec’s paradox is the observation in the fields of artificial intelligence and robotics that, contrary to traditional assumptions, reasoning requires very little computation, but sensorimotor and perception skills require enormous computational resources. “it is comparatively … | Continue reading


@gurupanguji.com | 1 year ago

Raising the floor versus raising the ceiling

We believe that means that we should update how we talk about (and measure) success when using these tools, and we should expect that after the initial efficiency gains our focus will be on raising the ceiling of the work and outcomes we can accomplish, which is a very different … | Continue reading


@gurupanguji.com | 1 year ago

Nifty little terminal tutorial

It really shows the power of the terminal and the commandline It’s gotten me wondering if I can combine %! along with llm to see if I can make llm calls from vim. Of course you can. This is going to make my setup quite portable. | Continue reading


@gurupanguji.com | 1 year ago

Beyond the Blur: How Tinting Liquid Glass Can Boost Legibility

When you layer the translucent effect with a color, you still get a glassy look but the text and iconography atop them are more legible. I recently switched to using an orange liquid glass tint on my lock screen and home screen. It looks particularly great when paired with the wa … | Continue reading


@gurupanguji.com | 1 year ago

Prediction: The Next MacBook Pros Will Feature Rounded Corners on all Corners

Today, MacBooks and MacBook Pros feature a design decision. Pay attention. The top corners of the MacBook feature a rounded corner. However, the bottom corners don’t. Dig deeper and you will realize that the corner radius is concentric with the outer radius of the MacBook lid. Ho … | Continue reading


@gurupanguji.com | 1 year ago

Snap Judgement: Live, not sterile!

Google’s playing for keeps with the Pixel 10. On paper, this phone is poised to be a hit. Familiar silhouette, Google-y utility, and a camera stack that wants the crown. Pair that with Android 16’s Material 3 Expressive glow-up rolling out with QPR1 in September, and yeah – I pre … | Continue reading


@gurupanguji.com | 1 year ago

Frame of Preference by Infinite Mac

There are many things that delight me on the internet. However, there are few things that delight me in a way that I drop everything and spend hours on it. I just discovered one of the best sites I’ve seen in a while. https://aresluna.org/frame-of-preference If you like history o … | Continue reading


@gurupanguji.com | 1 year ago

Rewind, Revise, Repeat: The Art of Working Around AI Gaffes

So what should you do when an AI model makes a big mistake? I recommend correcting it as matter-of-factly as possible and trying to briskly move on. If you haven’t yet built up a lot of context in the conversation, it might be worth starting over entirely. The best approach – onl … | Continue reading


@gurupanguji.com | 1 year ago

Blueprints are out, Wind tunnels are in

LLMs collapse the product loop Two weeks, two side projects, two very different partners: one deep in code, the other steeped in business ops. Building with both made something obvious: large language models aren’t just engineering accelerants. They collapse the entire product lo … | Continue reading


@gurupanguji.com | 1 year ago

Chat UI Glow-Ups

I watched a video recently, that had text fading away. I thought it’d be cool to recreate that type of effect in CSS! Making a faded text effect in (mostly) CSS I wanted to take a quick stab at my own LLM chat interface, see how far I could get and how many little details […] | Continue reading


@gurupanguji.com | 1 year ago

The problem with irony

Continue reading


@gurupanguji.com | 1 year ago

The Era of Mental Heath days are Over – Welcome to Mental Days in Tech

The Microsoft memo portends the new reality of the technology industry. For years, the sector has been generous to its employees, offering unheard-of perks and placing a premium on skills such as software development. AI, however,inverts that relationship. As a result, we now fac … | Continue reading


@gurupanguji.com | 1 year ago

Just One Good Thing

The one thing can be small or big, easy or labored, fleeting or long. I carve out time to go play drums for two hours, go for a bouldering session, do a shorter 20 minute run, read a page of a book, eat something I’m really excited about, and more. Even on the most difficult […] | Continue reading


@gurupanguji.com | 1 year ago

Technology versus Technological Thinking – An Ontological Journey With Resolutions and Questions

This little sideshow is an easy demonstration of how LLMs can rewrite our interiority. Whether it is social engineering like above, or AI therapy, or just venting to ChatGPT about your day, LLMs have the ability to build a psychological profile of you and make you feel as it desi … | Continue reading


@gurupanguji.com | 1 year ago

Petal Power Play: The Secret Gardens Behind Home Depot’s Blooming Hits

To find those plants, Home Depot runs 25 trial gardens in nine climate zones across the U.S. and studies them in the field under a variety of conditions. After all, a plant that thrives in New Mexico might not survive in New Jersey. For security purposes, some of those experiment … | Continue reading


@gurupanguji.com | 1 year ago

The modern 4k iSight – featuring the brain of an Opal Tadpole

Read the whole thread. My notes: | Continue reading


@gurupanguji.com | 1 year ago

GLP-1-der: Weight, there’s more.

Scrutinizing the poor beast, the scientists had a “eureka moment” when they discovered that anglerfish genes coded for several peptides related to the gut hormone glucagon. Scientists later identified that hormone as “glucagon-like peptide 1”—GLP-1. Further research showed that G … | Continue reading


@gurupanguji.com | 1 year ago

Living in the arena

In my lifetime, the movement’s theorists have worked far more slowly on how to integrate the effect of those changes into its vision. That means when some new transformative tool comes along outside that vision, the left’s cultural norms err on the side of critique. Which is fine … | Continue reading


@gurupanguji.com | 1 year ago

The web’s kaleidoscopic tomorrows

My proposition is to imagine new futures (plural) for the web. The plural is essential. The more perspectives and stories and ideas, the more ideas that are out there that may inspire discussions between — preceding the creation of new communities and visions and technologies by … | Continue reading


@gurupanguji.com | 1 year ago

Kimi v2 – The moon man cometh

China is back at the forefront of open-weight models The world’s best open weight model is Made in China (again):…Chinese startup Moonshot has built and released via open weights Kimi K2, a large-scale mixture-of-experts model. K2 is the most powerful open weight model available … | Continue reading


@gurupanguji.com | 1 year ago

LLM’s place in the development toolchain

This is a long-winded way of saying that this entire transformation went through code. It’s a pipeline that starts with human input, produces code, does an LLM as a judge step and iterates. And you can take this transformation and apply it to a general task as well. Tools: Code I … | Continue reading


@gurupanguji.com | 1 year ago

Trust in the world of AI

We use these services as if they are our agents, working on our behalf. In fact, they are double agents, also secretly working for their corporate owners. We trust them, but they are not trustworthy. They’re not friends; they’re services. AI and Trust – Schneier on Security While … | Continue reading


@gurupanguji.com | 1 year ago

More than half my life is over…

Assuming a 75 year old life span https://gurupanguji.github.io/life-countdown/ It’s more important than ever that I don’t waste time doing things that don’t bring me joy =P | Continue reading


@gurupanguji.com | 1 year ago

The Big Thing…

The Big Thing…One of my ADHD quirks is that if there’s a Big Thing to do that day (doctor’s appointment, package delivery, big presentation) then 100% of my brain goes to that important event. I can’t miss it. Nothing else gets done until The Big Thing gets done. Conversely, afte … | Continue reading


@gurupanguji.com | 1 year ago