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The Computomatix Times

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Edition of Thursday, October 1, 2026

19 stories

Aakash Gupta Proposes ASD-STE100 as Anti-Slop Prompt for LLMs

Aakash Gupta explains the origins of ASD-STE100, a controlled aerospace maintenance language with about 900 approved words, and argues it can reduce hedging and fluff when used as a prompt for LLMs. The post responds to a Karpathy suggestion to have models write in this spec.

Original post · 2 min read
Aviation solved AI slop in 1986.

Karpathy is telling people to ask their LLM to write in ASD-STE100, a controlled language built for aircraft maintenance manuals. I went down the rabbit hole on where this spec comes from, and the backstory makes the hack even better.

Back in the late 1970s, European airlines were handing English manuals to mechanics around the world who mostly didn't speak English as a first language. One ambiguous sentence in a fuel line procedure can get people killed. So the industry built a version of English where ambiguity is banned at the dictionary level.

The spec allows roughly 900 approved words. Each word gets one meaning and one part of speech. "Close" can only be a verb, because "close the door" and "the close door" can't be allowed to coexist in a repair manual. "Follow" only means to come after. If you want obey, you write obey.

Procedural sentences max out at 20 words. One instruction per sentence. Active voice only. Around 1,200 common words are explicitly banned, each with a mandated replacement. You don't "commence pumping." You start the pump.

English has about 170,000 words in current use. Aviation decided mechanics get 900, and planes became safer to maintain because of it.

Now flip it to LLMs. Models hedge and synonym-cycle because the training data rewards sounding fluent. STE is 40 years of accumulated rules for stripping exactly that out, written by people whose readers would die if a sentence could be read two ways. It might be the strongest anti-slop prompt in existence, and it's a free PDF.
Andrej Karpathy @karpathy
We'll be spending a lot more time trying to understand the outputs of language models. A few thoughts, tips & tricks:

Writing. Something I've had success with: Ask your LLM to explain something in ASD-STE100, it's a controlled language specification originally developed for aerospace maintenance documentation. LLMs well-versed in this language and it comes with heavy constraints on clean writing style that I often find a lot more readable. Sometimes I've tried to soften it a bit e.g. ask for "80% of the way to ASD-STE100" because the spec is quite stringent. But even better:

Diagrams / image…
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AI8/10

Tavus Griffin Model Passes Video Turing Test in Live Trials

Tavus Griffin Model Passes Video Turing Test in Live Trials▶

Linus Ekenstam reports that Tavus's Griffin, a Human Interaction Model, fooled 48% of live users into thinking they were talking to a human, and ranks first on NVIDIA's full-duplex AI video benchmark. He calls the early preview impressive and says full-duplex video has arrived.

Original post · 1 min read
Griffin, first ever at passing video turing test

I took the early preview for a spin, I'm super impressed. Natural flow, very promising technological advancements from prev gen.

48% of folks who tried it thought they talked to a real human. Full duplex-video is here.
Tavus @tavus
Introducing Griffin, the first model to pass the video Turing test.

48% of people who talked to it live thought it was a real human. Previous systems have had a pass rate <3%. It is #1 on NVIDIA's benchmark for full-duplex AI video.

It’s the first Human Interaction Model (HIM).
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AI8/10

Tavus Unveils Griffin, a Live Video Human Interaction Model

Tavus Unveils Griffin, a Live Video Human Interaction Model▶

Tavus introduced Griffin, a model for live video interaction that it says passed a video Turing test with 48% of live participants thinking it was human. A poster reports it ranked near human scores on an NVIDIA full-duplex benchmark.

Original post · 1 min read
Tavus gave me early access to Griffin and i used it as a startup advisor

i pitched it my company. it called it "a legit play" and then told me SF is "a pressure cooker"

honest feedback from a video call with an AI. wild

the numbers are even wilder. NVIDIA ran a full-duplex video benchmark:

> human ground truth: 3.92
> griffin lite: 3.83
> gemini 2.5 + anam: 2.80

0.09 away from a real human

griffin is a humaninteraction model for live video. it sees, hears and reacts while you talk

@tavus @hassaanraza tavus.io/griffin
Tavus @tavus
Introducing Griffin, the first model to pass the video Turing test.

48% of people who talked to it live thought it was a real human. Previous systems have had a pass rate <3%. It is #1 on NVIDIA's benchmark for full-duplex AI video.

It’s the first Human Interaction Model (HIM).
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AI8/10

Tavus Unveils Griffin, Claims First Video Turing Test Pass

Tavus Unveils Griffin, Claims First Video Turing Test Pass▶

Tavus introduces Griffin, which it says is the first model to pass the video Turing test, with 48% of live conversers thinking it was human. The company says it ranks first on NVIDIA's full-duplex AI video benchmark.

Original post · 1 min read
Introducing Griffin, the first model to pass the video Turing test.

48% of people who talked to it live thought it was a real human. Previous systems have had a pass rate <3%. It is #1 on NVIDIA's benchmark for full-duplex AI video.

It’s the first Human Interaction Model (HIM).
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Analysts Suggest Meta May Not Need Ads Inside Muse

Sheel Mohnot shares a argument from a linked deep dive that Meta could monetize Muse indirectly: agent actions like browsing, shopping or booking create intent signals usable for ads on Instagram and Facebook.

Original post · 1 min read
This is smart and I hadn’t thought about it this way.

Meta may not need to put ads inside Muse... If Muse browses, shops, or makes reservations for you, it creates intent signals Meta can monetize later through ads on Instagram and Facebook.
Mostly Borrowed Ideas @borrowed_ideas
Why Muse May Never Need Ads $META

full piece: mbi-deepdives.com/no-ads-muse/
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Profile Examines David Vélez and Nubank's U.S. Expansion

Patrick O'Shaughnessy recommends a Colossus profile of Nubank founder David Vélez, covering the bank's growth to 140 million customers, its $60 billion valuation and its challenging push into the United States.

Original post · 1 min read
Velez is one of the best CEOs out there today

This is a great profile about him and the Nubank story
Colossus @colossusmag
David Vélez is the founder of Nubank, a bank with 140 million customers and a market capitalization of $60 billion.

When he started the business in 2013, no one thought it would work, not even his investors. He has faced down regulators, oligopolies, and corruption to build Latin America's largest digital bank. Now he is bringing Nubank to the United States, where he faces his biggest challenge yet.

@gabi_imarques, who grew up four miles from Nubank's headquarters in Brazil, spent time with @velez_david in São Paulo, where the business started, and in Miami, its latest beachhead.

She profil…
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Guide Shows How to Build Motion Graphics With Claude Code

Guide Shows How to Build Motion Graphics With Claude Code▶

Aakash Gupta shares a six-step workflow for generating animated motion graphics in Claude Code with Claude Sonnet 5.5, covering reference images, timed states, time-based functions, styling rules, self-review, and ffmpeg GIF export.

Original post · 2 min read
Claude Sonnet 5.5 can (finally) generate motion graphics

15 motion graphics in Claude Code (my 6 steps):

1. Show it an example.
Screenshot a graphic you like (the one on this post works), attach it and write: "Make this move. One HTML file, inline SVG, no libraries, a 6 second loop." Start there and fix it round by round. Say the loop length up front so it does not guess.

2. Write the states, in order.
A reference gets you the look. For the motion, say what happens and when. My command palette brief: the key chip presses at 0.6s, the palette springs open at 0.95s, four letters land between 1.35s and 2.1s and the list filters after each one, the highlight drops a row, Enter at 3.9s, a toast rises. Six lines of plain English.

3. Make time the only input.
Tell it every element is a pure function of t, from 0 to 6 seconds. No timers, no CSS keyframes, and frame 0 equals frame 6. The loop closes itself and any frame can be drawn on demand. The palette opening is a single line: k = spring(t - 0.95, 240, 18).

4. Give it colours, fonts and rules for motion.
Hex codes and font names. Mine are Claude orange #D97757, navy #0F1B2E and DM Sans. Words like clean and modern do nothing. Springs for anything that lands, eases for anything that leaves. Mix them up and it feels cheap. When you can, morph one shape into the next. In my terminal loop, a log line's highlight bar grows into a dashboard card. Same rectangle, new size.

5. Make it check itself.
"Render 8 moments across the loop side by side and fix what's wrong." That is how a black sphere and two cards stuck in one slot got caught. Point at fixes by timestamp: "at 2.0s the second row overlaps the first." Read the sheet yourself too.

6. Export a GIF that stays sharp.
Save every frame as a PNG, then run ffmpeg with palettegen stats_mode=full and paletteuse dither=none. I use 15 frames a second. One palette for the whole clip and no dithering, so flat colours stay flat. Post it as an image, not a video, and check the animation survived the upload.

The 15 in the image include a prompt bar that turns into a web page, a funnel you can watch leak, a donut that unrolls into a bar and a command palette that filters as you type. Each one is a single HTML file with no libraries.

I write about builds like this at aibyaakash.com:
aibyaakash.com?utm_source=ag-20261001

Pick one motion. Write the six lines. Ship it today.
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Marty Cagan Says Good Product Work Is About Thinking

Marty Cagan Says Good Product Work Is About Thinking▶

In a video clip, product veteran Marty Cagan argues that fundamentally good product work centers on thinking, and says he underestimated how far people will go to avoid it.

Original post · 1 min read
Marty Cagan: "Fundamentally good product work is about thinking. I did not appreciate the lengths that people would go to in order to avoid thinking."
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AI6/10

Supertake Launches Memory to Personalize AI Financial Agent

Supertake Launches Memory to Personalize AI Financial Agent▶

Michael Mignano announces Supertake Memory, which lets its AI financial agent remember users' goals, preferences, limits and past calls across chats, with options to review, correct or delete what it stores. It is available to all users.

Original post · 1 min read
Introducing @Supertake Memory.

Earlier this week, we launched Supertake and shared our vision to equip everyone with the superpowers to invest in their own insights through frontier-level intelligence.

We believe everyone deserves their own personal financial agent, tightly aligned with their interests and working around the clock with the most powerful technology.

To do that right, Supertake needs to know you: your preferences, your beliefs, your intuitions, your history. The same things a world-class financial manager would learn, but only after many years.

Memory is a step in that direction. Supertake now remembers what you tell it, in every chat: your goals, your preferences, your limits, the calls you've made and why, even the nicknames you give your takes.

It carries all of that into every conversation, whether you're building a new take or checking on one, and it keeps track of where each conversation left off, so you don't have to repeat yourself. You also stay in control. Ask what it remembers, correct it, or tell it to forget, anytime.

With today's release, Supertake not only acts upon your insights, but begins to compound them.

Available for all users, right now.
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Jason Del Rey Discusses Amazon, Walmart and Muse on Stratechery

An Interview with Jason Del Rey About Muse, Amazon, and Walmart

Jason Del Rey joins Ben Thompson on a Stratechery interview covering Amazon versus Walmart in e-commerce, the personal agent trend around Muse, and the history of Recode. He also announces his new publication, Read The Aisle.

Original post · 1 min read
Longtime @stratechery reader, first-time talker. It was a real treat to nerd out on all things Amazon, Walmart, e-commerce--and of course, Muse and the personal agent craze--with @benthompson this week.

stratechery.com/2026/an-interview-with-jason-d…

We also discussed the life and death of Recode, and my conviction that my new publication @ReadTheAisle will be the last job of my career.

Hope you take a read, and then consider subscribing here: readtheaisle.com/join
stratechery.comAn Interview with Jason Del Rey About Muse, Amazon, and WalmartAn interview with Jason Del Rey about Amazon versus Meta, which is a continuation of the oldest battle in retail between Amazon and Walmart.
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Harley Finkelstein Backs Canvas, a Store-Building Tool by Ben Sehl

Shopify president Harley Finkelstein endorses Canvas, a new tool built by Benjamin Sehl, who draws on his experience building Kotn's first store to create a more accessible way to build online stores.

Original post · 1 min read
No one is more equipped to build this than Ben.

He sees it from both sides: the merchant with a store in his head, and the dev who knows what it takes to get it into the code. That’s the uncommon lens Canvas needs.

The store you can picture is the store you can build. Can’t wait to see what everyone makes.
Ben Sehl @benjaminsehl
When I built @kotn’s first store 12 years ago, I knew how to code and it still took me two weeks just to get to something OK, years to get to something I liked.

We built the tool I wish I had back then. Here’s Canvas.
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Aakash Gupta Argues Animation Makes Ted a Cheaper Franchise

Aakash Gupta analyzes why Peacock's animated Ted series is a cost-efficient format, contrasting the expensive motion-capture live-action Ted films and series with animation's flat costs, ageless characters and lower voice-session demands.

Original post · 1 min read
Fox passed on Ted because Seth MacFarlane wanted a $65 million budget and they thought that was too much for a first-time director. Universal said yes, the movie made $549 million, and 14 years later they're launching the fourth product built on that bear.

The interesting part is the format choice. Ted's whole gag in 2012 was a photoreal teddy bear standing in the real world. MacFarlane performed him in a motion capture suit, Wahlberg acted his scenes against empty air, and every frame with the bear ran through a VFX pipeline. The live-action Peacock series carried that same cost structure and still broke the record as Peacock's most-watched original.

Animation deletes that cost entirely.

Drawn, Ted costs the same as every human on screen. The A-list cast trades on-set shooting schedules for voice booth sessions they can knock out between other projects. Drawings never age either, which is why Family Guy has been running since 1999 with the same characters. MacFarlane even brought in Rough Draft, the studio behind Futurama, to make it.

In 2012, Ted was the most expensive character in his own movie. Animated, he's the cheapest.

This is the endgame for every hit franchise. Live action proves the demand, then the IP migrates to the one format that can run for 20 years at flat cost. Peacock just turned its biggest original into a show that never has to end.
Peacock @peacock
This is gonna be fun 😏

#ted: The Animated Series arrives December 17 on Peacock.
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Essay Contrasts 2004 Camcorder Privacy With Today's Context Collapse

Aakash Gupta reflects on 2004, when a camcorder recording had a single private destination, contrasting it with today's teenagers who perform for many audiences at once. He uses the frame to examine how youth behavior has changed.

Original post · 1 min read
2004 was the last year an American teenager could goof off in a school hallway with zero chance a stranger would ever see it.

Facebook had launched that February, locked to Harvard students. YouTube was still a year away. The first iPhone was three years out, and nobody carried a camera that talked to the internet.

So when a camcorder came out, kids hammed for it, because the tape had exactly one destination. A drawer in somebody's parents' house. Maybe a screening at graduation, then twenty years of dust.

Watch the body language with that in mind. Nobody is checking how they read to an invisible audience. Nobody resets their face between takes. The camera was a toy, not a distribution channel.

Researchers have a name for what came after, context collapse. Every audience you've ever had, all watching the same clip at once. Teenagers now run that calculation before they move. The kids on this tape never learned it, and you can see the difference in a single frame.

Low-rise jeans come back every few years. A camera with nothing behind it never will.
Pico 🎈 @Piicools
high school in 2004
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Grant Miller Recommends Tim Denning Essay on Storytelling

Grant Miller urges sellers to read a quoted Tim Denning essay on articulating a personal story, arguing that storytelling persuades more effectively than direct selling. The post is a short recommendation with no added data.

Original post · 1 min read
so many people underestimate how much easier something is to sell when there’s a good story behind it.

“Mastering storytelling is how you stop selling, and start subconsciously persuading people to do things you want them to do.”

this is a MUST read if you sell anything
Tim Denning @Tim_Denning
How to articulate your story like the top 0.01% — Most people are forgettable.
And they don’t even realize it. On the surface, this doesn’t seem like a big problem. As you get older, though, it becomes catastrophic.
I experienced it firsthand. I
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Report Says Former Fed Official Blackmailed by Chinese Spy

Noah Smith reacts to a Watcher Guru report that a former senior Federal Reserve official was blackmailed by a Chinese spy after sending nude photos from a government phone via an Asian dating site.

Original post · 1 min read
RELEASE THE PICS
Watcher.Guru @WatcherGuru
JUST IN: 🇺🇸🇨🇳 Former Senior Federal Reserve official was blackmailed by Chinese spy after using Asian dating site and sending nude photos from his government phone.
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AI4/10

Daniel Loeb Praises Muse as Personal AI Agent

Muse — Your Personal AI Agent

Investor Daniel Loeb says he uses Muse, a personal AI agent for shopping, life management and rewards optimization, and asks which companies might be disrupted or benefit.

Original post · 1 min read
I love muse.ai. Been using it for shopping, life management, reminder to buy John Mayer tickets and save money by helping me monetize my rewards programs and cut out duplicate and hidden costs on my credit cards.
What companies do people think get disrupted or benefit?
muse.aiMuse — Your Personal AI AgentTry Muse, your personal AI agent that gets things done. Give Muse a goal or an everyday task and it handles the rest, from finances and health to shopping and t
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Sam Lessin Jokes About His Live Zoom Fact-Checking Bot

Sam Lessin Jokes About His Live Zoom Fact-Checking Bot

Investor Sam Lessin posts a lighthearted photo noting his live fact-checking bot for Zoom calls also fact-checks him and flags when he is wrong.

Original post · 1 min read
The only problem with my live fact checking bot for zoom calls is that it fact checks me as well and calls out when I am wrong... probably need to fix that :)
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Acquisitions Anonymous Podcast Gains Acquisition Lab Sponsor

Bill D'Alessandro announces a long-term partnership with Acquisition Lab as presenting sponsor of the Acquisitions Anonymous podcast, which serves the search fund and acquisition entrepreneur community.

Original post · 1 min read
We are pumped to announce a long term partnership with @Acquisition_Lab - they’re the go-to place for acquisition entrepreneurs to learn and grow, and a key part of the ETA ecosystem. We’re excited to have them as presenting sponsor!
Acquisitions Anonymous Podcast @acquanon
Super excited to announce Acquisition Lab as the presenting sponsor of our podcast.

They’ve been great partners for a long time, and we couldn’t think of a better fit than the leading ecosystem for serious acquisition entrepreneurs.

Acquisitions Anonymous, presented by Acquisition Lab.

@acquisition_lab @girdley @BillDA @thegeneralmills @endresenheather @jordanfliegel @tjericson
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