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Replying to @UnslothAI
It would be super awesome if you could also publish the same benchmark results at each quantization level 🙏🙏🙏
RickDavis404 | AI Infra retweeted
When BNB started 9 years ago, I never thought I would be ringing the bell for a blockchain token (treasury) on NASDAQ one day. I don’t know what shows crypto and tradfi converging more than this.
#BNB Standard
Today is the beginning. $BNC CEO @odagius at the Nasdaq podium, minutes before the Opening Bell, with @cz_binance. @BNBCHAIN
Big congrats to @AgentM_Tech 🥳🎉
Please welcome Margaret Rosenfeld (@AgentM_Tech) as Executive Vice President, Chief Strategy and Legal Officer of BNB Standard (Nasdaq: $BNC).
A securities lawyer for over 25 years, advising public companies and their boards, and a digital asset practitioner since 2015, Margaret will lead our legal, governance and regulatory strategy functions.
bit.ly/4eLmelq
RickDavis404 | AI Infra retweeted
The agent equivalent of "Tribal Knowledge" is "Ghost Context."
Ghost Context haunts your project, you can feel it, you can't see it, but you know it exists.
We got our hands on @nvidia's new Vera CPU and put it to the test.
We built a benchmark using real-world agentic workloads to see how it performs under contention.
In early tests, Vera delivered up to 2x the throughput of comparable x86 hardware, maintaining low latency even as hundreds of concurrent workloads competed for resources.
For Modal Sandboxes, that could mean running more agents in parallel without sacrificing latency.
RickDavis404 | AI Infra retweeted
i was talking 4 days with Claude for this song
Berlin rave meets opera.
Human-made Slopcore.
Unpromptable.
55,000 lines of code
282 clips generated.
99 chosen.
Music? Art? A cultural movement?
We wil find out eventually...
I'M YOUR SLOP (I'M YOUR ART) 🎨
btw, thanks for all the messages. im not use have notifications. bit overwhelmed 💀
RickDavis404 | AI Infra retweeted
I don't recommend anyone scramble to move their funds to new wallets today. But we should take the risks to cryptography from AI-accelerated math seriously, and minimize our exposure to not just quantum-vulnerable cryptography, but also potentially AI-vulnerable cryptography.
The core new area of risk from this viewpoint is, unfortunately, ML-DSA / FHE / lattices.
(and it's also another reason, along with quantum, why ECDSA might fall even faster than expected, hence the "fresh address" recommendation)
So far most people have been in the mode of thinking "elliptic curves broken, hashes safe, lattices safe". But there is a good chance that the concrete security of lattices will take serious hits from the next two years of AI math.
The basic threat model is: factoring is something that naively takes 2^(n/2) time, but over decades smart people have found and optimized number field sieves, and degraded that to 2^O(n^(1/3)), which is why RSA keys and signatures need to be ~400 bytes (and not 64 bytes). What if there are skeletons in the closet like that, both for elliptic curves and lattices, that we are simply not smart enough to discover - but bots soon will be?
This is a major part of the reason why for the past year ethereum's lean roadmap has been going in the "hash-only" direction: no lattices, no ML-DSA, no Falcon, no lattice-based commitments inside ZK proofs, etc. Signatures in lean ethereum are all hash-based, either WOTS or SPHINCS-.
For signatures and proofs, we already know how to go hash-only. The bigger challenge is for *public-key encryption* - and this goes far beyond blockchains. Secure communication, anonymizing protocols, lots of things need public-key encryption.
And unfortunately there are long-standing mathematical theorems showing why public-key encryption cannot be done with hashes alone. You have to have some kind of trapdoor object that has at least one form of usable "structure" - either group theory (incl. isogenies) or lattices or code-based or potentially in the future even more newfangled and spooky things (local mixing?). But for anything that has structure, you should assume that AI will make at least some progress in breaking that structure. Here, one reasonable inference is that if you want to make something plausibly long-term secure, multiply the key sizes by 10.
To me that's a very plausible world and something not at all extreme to predict. If AI will bring us 50 years of math in 2 years, then that 50 years of math may very plausibly include a "naive factoring -> GNFS" level of improvement to our ability to break lattices. In that world, lattices will still exist, but they will have to be significantly bigger to guarantee the same level of safety.
And at those new larger sizes, hash-based constructions will beat lattice-based constructions on concrete efficiency in every use case where hash-based constructions are possible at all.
Theoretically, of course it's possible that hashes are broken too (eg. P = NP would imply that). But I think P = NP is very unlikely. And intuitively, it's much more likely that a mathematical object has exactly no exploitable structure (like hashes are intended to), than that a mathematical object has exactly ~3 forms of exploitable structure (for elliptic curves: associativity, Schoof, pairings) and not some secret fourth form of structure we have not yet discovered that greatly degrades its security (for elliptic curves, ECDLP and pairing security). Similar for LWE, SVP, RLWE and the zoo of lattice problems.
For this reason, we do not yet see any reason to worry and start padding the byte size of hashes (if we start to worry more, we would pad the round count first before doing anything to the byte size).
Concrete TLDR, my own personal views:
* Hash-based > lattice-based, in those situations where hash-based is possible at all
* For anything lattice-based, be much more paranoid on param sizes. Remember that blockchains are only a small portion of the cryptography story; this point goes far beyond blockchains and applies to eg. access to websites, secure messaging, Tor / VPNs ...
* For privacy protocols, strongly favor NOT putting encrypted notes onchain. Instead, send them offchain through some third-party mechanism.
* If it's not difficult for you, keeping your funds in addresses which have not yet been used to make a transaction is a good idea. If it's easy for you, do it. **But be careful about migrations; I personally have lost more money in botched migrations than I have lost in all hacks combined**.
* For multisig wallets, doing confirmations offchain is better than onchain, because this way the signatures of signer wallets do not get exposed to the public, so if ECDSA falls to AI much faster than expected, at least the multisig "gracefully degrades" to a 1-of-1 where the 1 is whoever was gathering the signatures - a much better place to be than "anyone can take the money"
firefly.social/post/x/210783…
RickDavis404 | AI Infra retweeted
When you apply for a job, this is who now interviews you.
The good news is, Ai did not account for the ability of this guy to completely rage bait.
This is where we now are.
RickDavis404 | AI Infra retweeted
Sign up to hear the latest on @bot! I'll be sharing some of the ways proactivity has supercharged @bot, should be a good time :)
luma.com/i8kb4e79
RickDavis404 | AI Infra retweeted
people need to stop pretending that there's going to be a post-scarcity world where you guys turn off and relax. many ppl on twitter are the type who will always find something to be stressed about. you are not chillers. and you don't actually want to be! you love to work
RickDavis404 | AI Infra retweeted
You can get 90 percent of this done in portals
-Prototype -$10
-Add in the components as needed
-You immediately have scale because you are in a network for thousands of others sharing manufacturing capacity.
-Launch in days
THE VIBE MANUFACTURING PLAYBOOK
1. Measure everything. Digital calipers for small parts, a phone LiDAR app like Polycam to scan a space or an object. Bad measurements are the #1 reason first builds fail
2. Have a frontier model write the design as code. Describe the part to a model like Claude Opus 5.5 or Astra, and have it write the design in a codebased CAD tool like OpenSCAD or CadQuery. Zoo's Text to CAD does it in one step!
3. Use real CAD files. The text to 3D models on Hugging Face make shapes that look right, but factories need precise files: STEP for machined parts, DXF for lasercut metal, STL for 3D printing
4. Make sure it can be made. Ask the AI to check the design against how factories actually work: how tight metal can bend, how small a hole can be, how much wiggle room parts need etc...
5. Prototype in plastic first. A $300 to $600 home 3D printer like a Bambu Lab lets you test the fit overnight before paying for metal (really fun to play with too!)
6. Pay an engineer for 1 hour. Before your first real order, have a mechanical engineer on Upwork etc review the files. It's the cheapest insurance you'll ever buy.
7. Send it out. SendCutSend cuts and bends metal, Xometry and Protolabs handle machining and plastic, JLCPCB builds circuit boards. Instant quotes, and parts usually ship in days.
8. Add the brains. Most smart features run on a cheap wifi chip like the ESP32. Design the board in KiCad, and use ESPHome to control it straight from your phone.
9. Make one, then fix it. Your first version will be off somewhere! Order a single unit, test it, and adjust.
10. Do the math. Add up parts, finishing, assembly, packaging, and shipping. Custom products are hard to resell, so price for healthy margins.
11. Sell the design and make to order. Let customers adjust the measurements, and only manufacture after they pay. Zero warehouse, zero unsold stock.
12. Handle the boring part. If it plugs into a wall or touches kids, you'll need safety certification. It's slow and annoying, which is exactly why it's a moat.
13. Scale when it works. Once orders are steady, switch to batch runs and your cost per unit drops fast.
Vibe coding changed who can build software!
Vibe manufacturing is about to change who can build things!!
Even if you just want to make things for yourself (and not make things for others)
WELCOME TO THE VIBE MANUFACTURING ERA
RickDavis404 | AI Infra retweeted
solomonneas.dev/about#career
Been developing since 2001. Who needs an AI dev with extensive infrastructure knowledge and a cybersecurity focus? I'll have my MS in cybersecurity in a month.
RickDavis404 | AI Infra retweeted
We got @UnslothAI a DGX Station!
@DanielHanChen and @NaderLikeLadder checked out Unsloth’s new @Dell Pro Max with GB300 and talked about what comes next: support for more models, faster quantization, and more efficient reinforcement learning.
RickDavis404 | AI Infra retweeted
I work at a restaurant that does events and we received some challenging last-minute requests from a client. We scrambled to fill them. I realized later that these requests were likely made by an AI agent, and that the human client might not have personally cared. This felt bad!
RickDavis404 | AI Infra retweeted
America’s corporate governance system is broken, and it’s killing public companies. Look no further than Cracker Barrel: Decades of brutal mismanagement have seen one incompetent CEO after another walk away with a massive paycheck while customers and actual shareholders take a beating.
Why does this keep happening? Because proxy advisory firms like ISS are corrupt. They blindly rubber-stamp failing boards year after year, protecting the corporate elite while burning shareholder value to the ground.
The root of the rot is index funds. There's no question that indexing one's money is a smart financial move for most people. But just because you passively index your investments doesn't mean your corporate votes should be handed over to the managers of your fund so they can play politics. Right now, passive funds hold massive, unchecked voting blocks while having zero skin in the game themselves.
It is time for a simple rewrite of the rules: We need to index the votes of index fund investors.
Passive index funds should be forced to automatically split their votes to proportionately mirror those of retail and active institutional shareholders — the people actually doing the research, risking their capital, and fighting for performance in the companies they hold shares in. No more rubber-stamping. A change like this will immediately strip corrupt gatekeepers like ISS of their toxic influence.
True accountability happens when lazy, overpaid boards actually answer to the stakeholders they represent, rather than screwing them over.
Actual, logic-driven governance when your money is passive happens when your vote passively follows the voting decisions of the actual market.
We need to stop letting passive capital protect active incompetence. By stripping index funds of their arbitrary voting power and empowering engaged investors, we will finally torch corporate cronyism and usher American capital markets into a golden age of capitalism.
RickDavis404 | AI Infra retweeted
New ad by the Norwegian Consumer Council about the declining lifespan of products.


























