Kelvin Idanwekhai
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on the atlas — 63
- The American Religion of Self-Storage Facilities | The New Yorker1 savers
- Systems and Delays | Martin Janiczek1 savers
- Genuine Creativity is Your New Moat | InventBuild.Studio Blog1 savers
- After Work — Asterisk Magazine11 savers
- ElevenLabs, TwelveLabs, ThirteenLabs, …2 savers
- I like 'em thick - by Adam Mastroianni6 savers
- TIL | Nicholas Charriere1 savers
- Being ambitious and being a dad | Nicholas Charriere5 savers
- The Human-in-the-Loop is Tired1 savers
- The Entropy of A Markov Chain - by CasualPhysicsEnjoyer1 savers
- Almost No Skill Required to Cook a Steak (Though You Probably Can't Make a Decent One) | Yurii's Blog1 savers
- Substack writers, you need a website! – Elizabeth Tai1 savers
- Writing by Hand is Good for your Brain - Here's how to do it3 savers
- If You Build It, They Will Come - Ben Landau-Taylor1 savers
- How LLMs Actually Work | 0xkato2 savers
- Are we offloading too much of our thinking to AI?1 savers
- Punch Yourself in the Face with Reality | Adi2 savers
- Zig Creator Calls Spade a Spade, Anthropic Blows Smoke1 savers
- some things to (un)learn – ava's blog1 savers
- Why I email complete strangers1 savers
- The Last People Who Know How It Works · unix.foo1 savers
- Factories are just rooms (Interconnected)1 savers
- Man and Woman, Intimately1 savers
- “Good Taste” Is Just Experience – Terrible Software1 savers
- Bravely wielding "Shirt Pocket Power" - by Rishabh Anand1 savers
- L'Affaire Siloxane - by Maciej Cegłowski1 savers
- Seesaws for giants – Aresluna1 savers
- - Fizz Buzz in Tensorflow1 savers
- Zen and the Art of Machine Learning Research2 savers
- You Weren't Meant to Have a Boss3 savers
- If You are Asking for Human Attention, Demonstrate Human Effort | Tom Bedor's Blog2 savers
- ML Job Interviews: The Ultimate Guide – Silvia Sapora10 savers
- How to Find Writing Ideas — Niko McCarty1 savers
- The witchcraft of encephalitis in Salem | Journal of Neurology | Springer Nature Link1 savers
- The privilege of bad writers – Corey Robin1 savers
- The Sigmoids Won't Save You - by Scott Alexander4 savers
- I Want to Live Like Costco People | TASTE1 savers
- What "The Best" Looks Like | Alex Kurilin5 savers
- Your website is not for you — Websmith Studio1 savers
- The role of literature as the key to personal freedom | Aeon Essays1 savers
- Notice of Obsolescence — the build1 savers
- I quit. The clankers won. – David Bushell – Web Dev (UK)1 savers
- Why So Many Control Rooms Were Seafoam Green1 savers
- Rise, Grind, Die | Julia Kopstein1 savers
- Every minute you aren’t running 69 agents, you are falling behind | the singularity is nearer1 savers
- AI & The Real Price of Free - by Kobby Ankomah Graham1 savers
- Tony Hoare has died | Hacker News1 savers
- The Programmer's Paradox: Systems Thinking1 savers
- Vibe Coding and the Maker Movement - by Sachin1 savers
- Attention Media ≠ Social Networks - Susam Pal1 savers
- The Only Moat Left Is Money - Elliot Bonneville1 savers
- Communities are not fungible1 savers
- Willingness to look stupid is a genuine moat in creative work17 savers
- Top Performers are Pathologically Ambitious - by Matt Beard17 savers
- A Website To End All Websites | Henry From Online16 savers
- How to walk through walls - by Henrik Karlsson11 savers
- princeton.edu/~pkrugman/howiwork.html9 savers
- What Makes Art Great? - Nabeel S. Qureshi7 savers
- I miss thinking hard.6 savers
- “This Is Not The Computer For You” · Sam Henri Gold4 savers
- The paper computer « the jsomers.net blog4 savers
- Some Things Just Take Time | Armin Ronacher's Thoughts and Writings3 savers
- Can You Just Do Things?—Asterisk3 savers
highlights — 90
Use platforms to find your readers, but bring them back to your house. It’s time to stop digital sharecropping on rented land.
Substack writers, you need a website! – Elizabeth TaiIf you’re new to this I think it makes most sense to start by considering what kind of paper is going to work best in your life. Are you writing looseleaf, or in notebooks? Legal pads? Blue books? Remember, it’s okay to use lots of paper, so pick something that isn’t too precious and that is easy to replenish. I use a lot of moleskine notebooks and Mead comp books, which I can buy in bulk online. For composing fiction I use fancy looseleaf paper.
Writing by Hand is Good for your Brain - Here's how to do itThe work of organizing is underappreciated by many people. But the other organizers are very attuned to this, and absolutely will notice who else is picking up the burdens.
If You Build It, They Will Come - Ben Landau-TaylorThe kids coming up will not feel this as a loss, and they are not wrong not to. You cannot miss a relationship you never had. They will have a tool that does everything and asks for nothing, and they will be as easy with it as you are with the light switch you never once thought about. There is nothing sad in their ease. The grief is entirely ours. We happen to be the last people who knew a machine the only way a machine was ever really known: by having it be difficult. And we are also the last people who will know that anything is gone.
The Last People Who Know How It Works · unix.fooThe original 2017 transformer applied normalization AFTER each sub-block (post-norm). This worked for shallow models but became harder to train reliably as depth increased. Modern transformers (GPT-2 onward, LLaMA, Mistral) commonly apply normalization BEFORE each sub-block (pre-norm). That’s one of the changes that made very deep transformers easier to train.
How LLMs Actually Work | 0xkatoGrouped-Query Attention lets multiple query heads share fewer key/value heads. That cuts KV-cache memory while keeping many query views.
How LLMs Actually Work | 0xkatoAI can support learning, but it can also produce an answer without teaching you how to arrive at it. The process of solving a physics problem or writing an essay may be considered by many students to be tedious (Which equations? Which sources? Which arguments?). But then, what is the point of being in school or of learning?
Are we offloading too much of our thinking to AI?I know you want to use AI as an escape. It is so tempting. You get to sit in your bubble and imagine everything and see it come to life and your agent buddy will keep cheering you on while you get nothing done with your life. And I think that’s the biggest danger of AI. You convince yourself that you are doing something useful when you are not.
Punch Yourself in the Face with Reality | AdiAll memory must be statically allocated at startup. No memory may be dynamically allocated (or freed and reallocated) after initialization. This avoids unpredictable behavior that can significantly affect performance, and avoids use-after-free. As a second-order effect, it is our experience that this also makes for more efficient, simpler designs that are more performant and easier to maintain and reason about, compared to designs that do not consider all possible memory usage patterns upfront as part of the design.
Zig Creator Calls Spade a Spade, Anthropic Blows SmokeYou're no longer a court jester performing for the algorithm hoping to go viral and appease the masses. You're no longer expected to have media training levels of competence around fame and fan engagement for blowing up overnight.
some things to (un)learn – ava's blogEmail is an oft-cited example for demonstrating Lindy’s law: a theory positing that something’s future life expectancy is in proportion to its current age. The longer something lasts, the longer it’ll continue.
Why I email complete strangersThe difficulty was the knowledge. You came to know that machine the way you come to know anything that pushes back. The resistance was the whole medium. You only ever know the things that you can lose to.
The Last People Who Know How It Works · unix.fooThe stuff around us isn’t divine - these chairs we’re sitting on, the TV at the front of the classroom, the pots for the plants - all this stuff was invented and figured out and made by people.
Factories are just rooms (Interconnected)Or as the Bulgarian cultural anthropologist Ivaylo Dichev memorably put it: “Who better than comrade Stalin knows that love always involves a threesome [a man, a woman, and the state].”
Man and Woman, IntimatelyWhen people say “taste,” what they actually mean is experience. Pattern recognition built up over years of doing the work. But calling it “taste” instead of “experience” does something subtle and harmful: it makes a learnable skill sound like a gift.
“Good Taste” Is Just Experience – Terrible SoftwareHere’s what I think the right aspiration looks like for computational researchers: becoming some sort of mini-PI. Not in terms of seniority or rank but how we orient ourselves. A PI’s job (to me) is not to write the most code. It’s to exercise good taste. It’s to know which problems are worth working on, how to allocate resources, and recognise good and bad results when they appear. That ability and capacity to assign value to ideas, to prioritise them, and to know what’s more important and what could be noise, is what I mean by research taste.
Bravely wielding "Shirt Pocket Power" - by Rishabh AnandThe threat to musicians was also glaring, with complaints that pressing buttons and turning knobs was not real music, and that synths and electronic music devalued the craft.
Bravely wielding "Shirt Pocket Power" - by Rishabh AnandThe resistance was also instantaneous: teachers and educators banned these calculators from classrooms to preserve the “thinking” needed to operate a slide rule. People who worried about that calculators would make for lazy engineers weren’t very wrong about the risk, but it certaintly didn’t make good engineers any worse.
Bravely wielding "Shirt Pocket Power" - by Rishabh AnandDMSD belongs to a family of compounds called siloxanes, molecules that contain a silicon-carbon-oxygen bond and occupy a kind of middle ground between organic chemistry and beach sand. Siloxanes (also called silicones) are common ingredients in cosmetics1, contact lenses, fake boobs, caulks, packaging, and all kinds of personal hygiene products, where they’re used to make things feel smooth and slippery. It’s siloxanes that give deodorant and hair conditioner their slick texture, and the same property makes them a popular industrial lubricant.
L'Affaire Siloxane - by Maciej CegłowskiIn June 2010, thirteen months after the Water Processing Assembly went online, excessive levels of total organic carbon began to show up in the astronauts’ drinking water. Total organic carbon is a non-specific measurement that warns the crew about a contaminant being present, but gives them no clue to its identity.
L'Affaire Siloxane - by Maciej CegłowskiProcessing Assembly would help take the station from a 45% to 80% water reuse rate. For the first time in the history of space flight, astronauts would be substantially recycling their water in an orbiting habitat.
L'Affaire Siloxane - by Maciej CegłowskiIt’s Kinzie Street railroad bridge, and it was used by Chicago Sun-Times for their paper deliveries. However, following the downturn and moving the printing facility to the suburbs, it was left permanently open in 2000.
Seesaws for giants – AreslunaOr neural network, whatever you want to call it. We want the input to be a number, and the output to be the correct "fizzbuzz" representation of that number. In particular, we need to turn each input into a vector of "activations". One simple way would be to convert it to binary.
- Fizz Buzz in TensorflowTLDR: Talent isn’t all that it takes to become a successful researcher. Temperament is greatly underrated. Stay curious and persistent, remain thoughtful and meticulous, and the ideas will come.
Zen and the Art of Machine Learning ResearchIf you look at the career of great researchers, they likely spent lots of time working in obscurity before finding success. Get used to this. The more ambitious and forward-thinking an idea, the more work it may be to thoroughly implement and evaluate. This difficulty is a feature, not a bug.
Zen and the Art of Machine Learning Researchbefore enlightenment, chop wood, carry water. after enlightenment, chop wood, carry water.
Zen and the Art of Machine Learning ResearchMediocre hires hurt you twice: they get less done, but they also make you big, because you need more of them to solve a given problem.
You Weren't Meant to Have a BossIf you are requesting human attention, demonstrate human effort.
If You are Asking for Human Attention, Demonstrate Human Effort | Tom Bedor's BlogFailing to explain why forward KL is mean-covering and reverse KL is mode-seeking in an interview does not make you a bad ML researcher.
ML Job Interviews: The Ultimate Guide – Silvia SaporaDiffusion / Flow Matching: the MIT and Stanford courses are both good but quite math-heavy. If you're not actively researching in this area, questions will likely be superficial, so just get a high-level intuition and memorise the basics (e.g. diffusion SDEs and flow matching ODEs).
ML Job Interviews: The Ultimate Guide – Silvia SaporaDesigning Machine Learning Systems by Chip Huyen: covers a lot of the fundamentals and applied ML questions you'll encounter. Highlight and take notes.
ML Job Interviews: The Ultimate Guide – Silvia SaporaDo at least Blind 75 and optionally NeetCode 150, focusing on Mediums.
ML Job Interviews: The Ultimate Guide – Silvia Saporafairly modern architectures (Griffin, TransformerXL, S4). The list reflects that range.
ML Job Interviews: The Ultimate Guide – Silvia Sapora"tell me a time you received feedback"...), research-style interviews ("what topics are you interested in?", "where do you see the field going?"). These are more casual compared to the technical interviews,
ML Job Interviews: The Ultimate Guide – Silvia SaporaML coding and debugging. Implementing attention, writing backward passes, spotting bugs in training loops
ML Job Interviews: The Ultimate Guide – Silvia SaporaFollow-up on brief mentions and rhetorical questions. Essays and articles sometimes have a sentence or two that is incredibly intriguing, but that the author never flushed out because it was only tangentially related to their argument. Follow-up and pursue these ideas! Similarly, taking rhetorical questions literally might be a fruitful way to find ideas.
How to Find Writing Ideas — Niko McCartyDuring the Salem witch trials a total of 20 people, accused by dozens of victims of witchcraft, were tried and executed. Previous theories on a medical explanation of witchcraft have attempted to account for the epidemic phenomenon amongst the townsfolk of Salem.
The witchcraft of encephalitis in Salem | Journal of Neurology | Springer Nature LinkWhen you type a few short sentences into an AI image generator and it makes you an image for your blog post, you are likely generating slop because you are injecting relatively little information yoursel
What Makes Art Great? - Nabeel S. QureshiI come by that desire honestly, I think. I’m not desperate for eyeballs on the page or followers. I don’t dumb things down, I don’t go for that cheap form of academic popularization that you see all over the internet, I try to stick to my own beliefs in a debate, even if they are unpopular (see fascism debate).
The privilege of bad writers – Corey RobinThey are people who still suffer and savor their memories of that first year of graduate school, when everyone is completely intimidated by the knowledge of their professors or peers, not their knowledge of the subject matter, but their knowledge of The Literature. That is, what people have said about the subject matter (sort of).
The privilege of bad writers – Corey RobinWhatever the source of his monologue, he simply does not care about whether his audience is with him or not.
The privilege of bad writers – Corey RobinThe telltale sign of the droner is that there is nothing in the movement of his sentences that suggests he cares or is aware of his audience.
The privilege of bad writers – Corey RobinTo build intuition: suppose you walk past a geyser, and see a sign saying “This geyser last erupted 100,000 years ago”. You know nothing else about geysers. What’s the chance it will erupt in the next hour? It must be very low, right? If it erupted in the next hour, you would have walked past it 99.99999% of the way through its eruption cycle - in other words, your random sample had a higher value than 99.99999% of points. That’s not how random samples usually work! On the other hand, suppose you walk past another geyser, and see a sign saying “This geyser last erupted 10 minutes ago”. What is…
The Sigmoids Won't Save You - by Scott AlexanderEvery phase of life can be shopped for at Costco. Where else can you purchase a wedding ring, a baby carrier, and a casket? It follows your own life story—one does not experience Costco the same way before and after owning a home, or before and after having a child. My wife and I recently purchased our first house, and never could I have imagined feeling so drawn toward the allure of outdoor furniture: palapas apropos, gazebos akimbo.
I Want to Live Like Costco People | TASTEwith an estimated 30% of Americans over the age of 18 holding membership cards.
I Want to Live Like Costco People | TASTEThis is the bit that gets lost. The website isn't for the founder, the marketing manager, or the board. It's for the person you've never met - the customer weighing up a purchase, the lead chasing a phone number, the visitor sizing up your credibility or the member signing up to access gated content.
Your website is not for you — Websmith StudioStripped of easy moralising, literature has the power to make us relish the search for truth, in the age when it is widely believed to be dead.
The role of literature as the key to personal freedom | Aeon EssaysWe are not all victims of abuse. But the currently predominant economic model that relies on the harvesting of personal data and relentless advertising makes us all targets of predation.
The role of literature as the key to personal freedom | Aeon EssaysToday, people seem to turn much more willingly to therapists, experts or influencers to make sense of their lives. Yet I would argue that now may be a good moment for reconsidering the role of literature as the key to personal freedom – precisely because it is no longer the most common or most prestigious medium for interpreting experience
The role of literature as the key to personal freedom | Aeon EssaysThis encapsulates what literature can do today. In a society largely dominated by visual entertainment, communication and performance, when fewer and fewer people read for pleasure, the idea of the writer as a spiritual beacon may seem largely outmoded.
The role of literature as the key to personal freedom | Aeon Essays