Innovating multi-AI Consensus systems @verafyfoundtn 🇺🇸

San Francisco, CA
Joined October 2013
the real "Slop" of modern life is the piles of account logins, interfaces, inboxes, terms & agreements, policies no one reads, spreadsheets, emails, legal agreements, fragmented social networks, constantly outdated code. AI is here to help fight slop with counterslop.
1
6
1,316
Rex St. John retweeted
Replying to @chamath
Pretty much. As of the past few weeks, debt markets have almost entirely shut off access to money for any company that doesn’t have substantial revenue independent of AI data centers. SpaceX closed $40B of debt for GPUs, but we’re investment grade and have Starlink & launch revenue. That means the 200+ neoclouds are going to see guppy-level death and consolidation. Some will make it through, but not many.
1,952
3,786
2,424
39,408
12,426,130
Rex St. John retweeted
so i figured out why my samsung TV is so sluggish. samsung uses your own hardware for post-processing of data including audio, screenshots, and your aid (your cross-device tracking ID) and more telemetry. computer vision processing and models run on your TV.
54
214
24
2,993
85,683
Rex St. John retweeted
turns out it classifies what audio it hears, before reporting back to samsung. sensor preferences, dog-barking and baby-crying event counters, and camera streaming duration are built into telemetry paths.
this is pretty evil and clever. so if your samsung TV model doesnt have a microphone, it will look for connected devices with one, such as a soundbar or a connected bluetooth device. this gets shipped off to bixby.
241
1,920
353
15,989
1,511,714
WTF, $3000 Samsung TV has an always-on mic, automatic content recognition, geo tracking, network mapping, and ships your data to Samsung + 400 partners. Bro Rooted a brand-new 2025 Samsung TV after noticing absurdly targeted ads. Firmware was locked down, so zero-days it was. Got a root shell. then found: always-on voice service, ACR, geo, full telemetry pipeline, and four separate DRM systems. This isn’t a bug, It’s the product bro.
i own a relatively new (2025) samsung tv. i kept getting weirdly targeted ads. i tried reversing the firmware but it was aes encrypted and no keys unless tear it apart and do uart/jtag magic. zero days it is. root shell on new samsung TVs! discovered PRIVACY HORROR. write up?
533
2,861
663
20,803
3,127,652
It’s clear to me that agents are going to select and pay for their own APIs, possibly even dynamically manage their own structure and infrastructure to self optimize for cost. The thing that prevents this from happening? Lack of true benchmarking. The agent wants to pick a plugin. There are 20,000 plugins. How does it choose? It needs objective benchmarking of which plugin or API is the most effective for its task. Or it needs objective benchmarking of which internal structure is more performant versus cost. No one is incentivized to provide that data.
2
4
653
The tech formerly known as "crypto" was always about one thing: liquidity flows. Money comes in, stays or leaves. We've run through the waves: Bitcoin libertarians, Ethereum and DePIN infra, NFTs and memecoins, prediction markets, early AI tokens, and now shielding. "The institutions are coming" was supposed to be the next one, but the Clarity Act is turning into a bill only Wall Street banks wanted. The next wave is agents. Money will flow through them, and the most obvious flow is API and infra spend. Right now I pay Cursor, and Cursor runs my agent. That's a middleman. The agent should hold its own wallet and pay Cursor, Anthropic, Vercel or xAI directly for the models, APIs and plugins it uses. No more API key wrangling or marketplace sprawl. It sounds boring, but agent wallets are the real fix. Pair them with shielding and autonomous agent economies get interesting. Crypto produced thousands of very good ideas, and many will come back with agents behind them.
2
1
4
850
Internet marketing rewarded A/B/C/D multivariate testing. Now agents let you autonomously "fuzz" the entire problem space. Execution seems likely to shift from "stage-gate" to "flood the zone." Unlike multivariate spaghetti throwing, now the spaghetti learns.
1
699
Rex St. John retweeted
You ever build something and get told you made something no one wants, and then the United States government legally mandates the entire AI sector use it?
Imagine you built the most advanced AI Bias tracking solutions on earth, only to have the US government mandate your tools be used across the entire AI sector. That would be wild, wouldn't it.
10
3
22
2,111
X needs to be viewed as a type of search engine. talk about some problem you have, it will find you solutions and directly recommend them.
1
4
750
I recorded 3.5 hours with my father. The pipeline I built turned it into 65 mapped relatives and 230 pages where every claim traces to a newspaper column, a muster roll or a catalogue number. No login, read it: daniel.rexstjohn.com/lineage
4
520
When super intelligence arrives, it will leave Satoshi’s wallet and betting markets alone. It’s smart enough to not want to tip us off.
2
822
Platforms are really going to struggle in this environment. On the one hand, users are being conditioned to try to one shot everything. On the other hand, anything somewhat complex falls apart rapidly. You are going to be expected to please people with 12 second TikTok attention spans with advanced tech platforms.
3
606
Yeah. Polishing AI projects to the point of actual durability. That is wildly overstated as a solved problem.
1
652
The utility of tweeting the way I do is the algorithm goes and finds you what you asked for.
Wan 3.0 vs Seedance 2.5 take on the Swiss Alps. Which version of this trip would you keep watching? Generated on Higgsfield.
2
3
636
WIP Here is a look at my TV show generator (I am calling it DirectX because the goal is to be able to Direct Shows For X). First you import a script and then it automatically generates a "cast" (objects, locations, characters). Then you assign eleven labs voices to each character (or ambience sounds). Then you split the TV show into a series of keyframes (creating a watchable animatic before doing generated video + audio to conserve video generation credits) . Then, after generating the individual scenes, you stitch it all together with a transition style. I experimented with dubbing audio then generating video from the audio. Did not get great results - but dubbing then converting yielded the best "acting" over direct voice + video generation in one pass via Grok Imagine. The keyframe concept is good, the cast structure worked really well. But nailing the consistency and voice acting is where it fell apart. One idea might be to try to focus on the animatic itself, perhaps pre-generating action and dialog over stick figures and then converting the animated stick figures to generated video characters would be a cheaper path. I am certain people have figured this out somewhere, I just cant find better approaches. I dont have the appetite to burn anymore credits on this rn. Will try again if I get around to it.
5
629
May the slop be with you.
1
4
793