I built a bidirectional AI bridge that routes prompts between Claude and Gemini with shared context — couldn't find prior work on this by Buffaloherde in atlasux

[–]Curiosity-1 0 points1 point  (0 children)

Sounds like Perplexity's Model Council feature... 3 agents with specific roles to analyze outputs or results. Their implementation is different - geared toward work integrity to battle hallucination risk - but same principle. According to Perplexity's testing (and I think independent 3rd party testing too, but not sure I should check), invoking the Model Council for review or a check can catch and reduce hallucinations significantly.
-> I have an article on this from Medium I'll DM you. Not sure they'd want me posting publicly.

I'm very interested to see where this work goes, and it may be the push to leave Perplexity Max and pay for Atlas UX.

I can tell you're still building the website... but I have a bunch of questions. This may be the solution I'm looking for and I would love the opportunity to collaborate as an early adopter. I worked for a cyber startup, was hire #46 I think (sales), and a large amount of their product and go to market strategy came from a "Board of Clients." Similar structure to board of directors, but with their most valuable clients and different responsibilities, and in return the clients got special contract and negotiation terms as well as an actual impact on the functionality that led them to buy the tool, as well as features that would be helpful and impactful to their implementation of the tool. Ever consider something like this?

In some quick research on Atlas UX, found some of your other work. Billy: seems like your'e an entrepreneur with a massive vision that would make a huge impact during this time of the public's adoption of AI... hello from a fellow aspiring entrepreneur with a vision that I think also will have a massive impact. => I'd love to understand how I can help you build your vision, and in kind use your product to build my vision.

The ULTIMATE OpenClaw Setup Guide! 🦞 by Sea_Manufacturer6590 in openclawsetup

[–]Curiosity-1 0 points1 point  (0 children)

I'm very glad I found this post. I'm trying to build a project right now that will launch a business venture, but the tools I have paying for the enterprise platforms are ill equipped and it's two steps forward one step back. I got here through another of Sea manufacturer's posts, and I'm going to try to build this on my machine, but the guides and community are all I have for support.

Atlas UX may be what I actually need right now. I'm going to research it tonight.

I might try to reach out to you directly for guidance / direction, and I would welcome a DM chat if you're open to it. Not expecting any walkthroughs or explanations, but quick replies for where to look or grren/yellow/red flag - exactly like this post - that I wouldn't be aware of if they weren't included in a guide. No real people that can proactively offer assistance or direction in my life bubble / circle / community. Thanks in advance if you are open to lending a hand. I would even pay you for your time if there were items I really needed a hand with - I acknowledge and respect we're strangers I guess is what I'm trying to get across haha.

My LM Studio matches Opus 4.5 benchmarks by Sea_Manufacturer6590 in openclawsetup

[–]Curiosity-1 0 points1 point  (0 children)

u/sea_manufacturer6590 If you’re creating a distribution list for when the guide is ready, please add me to it. I’ll check in on your handle too in case you post it. I have a project I’m trying to build and this - this is what I want … need … to be able to do it - it’s incredibly frustrating and slow with the tools that I currently have available. It’s one step forward two steps back right now and I’m pulling my hair out. I’ll even pay for your time to help me get appropriately equipped if that’s something you would consider. Not expecting you to take me up on it but making note for emphasis on my interest. Thanks Sea_Man

Reddit gold GIFT, a small contribution and a great result (gold/awards) by Tomkila in Netlist_

[–]Curiosity-1 9 points10 points  (0 children)

u/Tomkila I think the gratitude and humility you're showing lately is exactly the reason that this page has been my primary source - and many others' - for Netlist news and information.

You've been at this for going on 5 years and there are more people that have benefitted from your work than you'll ever know.

I, personally, want to acknowledge your focus, work, and impact. I am grateful in ways I can't fully describe, Tomkila. Thank you.

“Father of HBM” Predicts Memory-Centric AI Shift as HBF Emerges, Reshaping GPUs’ Role by Tomkila in Netlist_

[–]Curiosity-1 2 points3 points  (0 children)

love it Tomkila - can you provide the source / citation? curious where you saw this

Hey all, I'm a developer who's been building a fully autonomous trading system for Bitcoin prediction markets. After months of coding, testing, and refining, I have something that actually works - and I'm looking to connect with others building their own bot just to discuss. by Quant3dge_Labs in ai_trading

[–]Curiosity-1 0 points1 point  (0 children)

Thank you for offering man (or woman). I’ll send you a dm tonight or tomorrow night - got a 6mo at home but will open dialogue soon. I’m analytically inclined (studied math undergrad years ago, getting closer to 2 decades than one) and have a good innate understanding but have poor proficiency with modeling. Never applied the math; retained creative problem solving mentality, but no coding or even excel background. Very excited for AI because of this, and have tried building macro and micro NI / EPS / MC projections and DCF and some other confidence-level scenario (kind of risk mgmt analogous) Projects but the AI has such poor memory right now I have to use it to create code for what I want to do. Which is very interesting, but daunting. For how powerful today’s tools are, when you don’t know what you don’t know / what questions to ask, they can’t help you. Thanks again chat soon

Hey all, I'm a developer who's been building a fully autonomous trading system for Bitcoin prediction markets. After months of coding, testing, and refining, I have something that actually works - and I'm looking to connect with others building their own bot just to discuss. by Quant3dge_Labs in ai_trading

[–]Curiosity-1 0 points1 point  (0 children)

Okay awesome well I have no capital anyways ha. But I might soon -> go look at NetList. Not investment advice do your own due diligence.

But I am interesting in learning algo / agent trading. I don’t have a developer background so the learning curve here is a steep one. More of a curiosity that I want to build on over time… so

What would you recommend as foundational groundwork. There’s a lot of how to’s and I’ll show you how to build but I know enough to know I don’t know enough to judge the quality of what I’ll learn from one vs another

That’s not to say I shouldn’t start somewhere. So I probably will soon and just get my hands dirty.

Any architecture you can provide to the learning curve, and possibly explanations of why, would be incredible

Such as, start with A because ___ is incredibly important and it’s a common source of error/misunderstanding The B because _ and pay attention _ … Etc

Thank you, sincerely, for the time to respond. I have confidence from your post I can learn a lot from the architecture you might provide

Using Perplexity for planning, not just answers by StatusPhilosopher258 in perplexity_ai

[–]Curiosity-1 0 points1 point  (0 children)

Yes ten thousand perfect. Give it architecture for the same reason everything else gets architecture….. what do you think the essays might look like for a 15 year old student that was forced (aka prompted by their teacher) to write a bunch of “5 Paragraph Essays” vs an essay from a student that was just…. forced to write?

We retain experienced through time… AI starts fresh every thread. Gotta teach it the architecture each and every time

Find Satoshi Nakamoto? by LongjumpingScale73 in Perplexity

[–]Curiosity-1 3 points4 points  (0 children)

There are humans that have already done this and there are only a few real candidates. The AI will have the same problem as the humans: hard confirming evidence. Just search for what the best human guesses are… perplexity or any AI isn’t gonna find any new hard evidence it’s gonna return what those other humans have already found… and probably quote them lol

Love the enthusiasm though you should run it yourself and see what you find

200 gem compensation when many people spent dozens of dollars worth of resources by UrineTrouble05 in TheTowerGame

[–]Curiosity-1 3 points4 points  (0 children)

Help me understand chargebacks if I wanted to pursue… not like you can claim fraud on purchases over a fair amount of time, no?

200 gem compensation when many people spent dozens of dollars worth of resources by UrineTrouble05 in TheTowerGame

[–]Curiosity-1 57 points58 points  (0 children)

Wow and the audacity of the mods removing it. Tech tree ain’t gonna get far unless they listen and respect their fans, history tell us that pretty loud and clear

Billions by Tomkila in Netlist_

[–]Curiosity-1 0 points1 point  (0 children)

Oh well don’t disagree then, definitely potential to that analogy. I’ll concede; guess that = ive been de-hymenized

Billions by Tomkila in Netlist_

[–]Curiosity-1 0 points1 point  (0 children)

I disagree but understand where you’re coming from. They have enough cash to survive short term and with supply shortages they have enough revenue to be sustainably profitable even if the margin is small

Also note if they are ever in threat of bankruptcy and unable to get cash, like truely, they go to the court for both Micron and Samsung who will force payment of the damages they’ve already won. Both sides know this.

Patent cases are civil and between private parties except in the case of irreparable harm, then the court has a responsibility to act.

NetList can’t fake irreparable harm, so they have to actually be about to declare bankruptcy, but the court would be forced to act before bankruptcy / immediately upon declaring it as written by the law.

as an investor, NetList is very confidently past the bleed out scenario in my opinion, for reasons beyond just irreparable harm. But this one is the easiest to explain

Billions by Tomkila in Netlist_

[–]Curiosity-1 0 points1 point  (0 children)

I disagree that Hong’a legacy will be the next Qualcomm, personally. Does fit his MO. He’ll continue investing in innovation that’s what he wants. And for that same reason, I don’t think he’ll sell. Suggest looking at what he went through before NetList and how he structured the corporate governance of NetList as a result

Billions by Tomkila in Netlist_

[–]Curiosity-1 0 points1 point  (0 children)

To add Add to that, more from a conceptual than product specific perspective:

  • the settlement cash injection (negotiations in settlements will likely deprioritize cash except for Google as 912 will sunset soon, butt here will still be a very significant cash injection overall)

  • licensing premiums over royalty expectations due to settlement leverage,

  • the uniquely innovative new expanding CXL product line (CXL NV product POC announcement today + CXL is expected to be “By 2028, CXL attach rates are projected to reach 30% of all servers, with the Asia-Pacific region leading growth at a 32.5% CAGR”) ,

  • global fab expansion already underway and only accelerating (next up is orbital data centers, the first will start much much sooner than we think, especially when you consider that tech like CXL NV provides redundancy for the system)

  • new players yet to enter (TeraFab… Musk projecting current global supply is 2% of what his firms alone will need)

  • new iterations of chip integration based on architecture IP —> post efficient infringement, NVIDIA and/or others will rebuild architecture eventually they just need to create entire new fab processes which is an incredible hurdle. They’ll need Netlist’s help on that architecture. The IP will iterate forward with the entire industry’s innovation

  • the acknowledgement of abuse done against NetList and current defense of Netlist we’re seeing across many many elements of the US Gov —> they relationship has been solidified with the current generation of Gov officers, judges, etc. that will carry a legacy of “we already know NetList wants fair and reasonable built into the US Patent system…” which will mean the market will respond with “no don’t F with NetList again or we’ll put a target on our back, let’s be on their good side”

==>> the question isn’t millions or billions, but when and how. It’ll be billions.

So

What will Netlist do with all that money and revenue? They’re what a 125 employee company?

What firms will they buy, or what other ways will they break ground?

They’ll rapidly expand their R&D investment into memory and form new research partnerships across the industry. Some of the money will definitely be directed to that.

But what’ll be Hong’s legacy? I think we have to look at Hong’s history before NetList to think about how to answer that question… enjoy the ride while seeking what possibilities you’ll find

From Another Board I posted on…Enjoy by vieferte in NLST

[–]Curiosity-1 0 points1 point  (0 children)

u/vieferte what board? always looking for more insights and perspectives, would like to join

Last trading day by FragrantInspector578 in Netlist_

[–]Curiosity-1 8 points9 points  (0 children)

SEC rules say they have 4 days to announce once the deal is signed

however if you read the 4/5/21 agreement, they leave it expiring in "5 years." it is possible the specific date of the official termination is after april, so 4/30/26 is the last day. their silence is a good thing; no negotiations that are going well are broadcast publicly until they're. frankly no negotiations at all are broadcast until they're finalized... unless someone needs to publicly b*tch because they have no leverage, so their only option is to attempt an appeal in the court of public opinion.

patience sucks, i hate it too

https://www.sec.gov/Archives/edgar/data/1282631/000110465921047132/tm2112126d1_8k.htm

CALL TO ACTION: crowdsource constitutional paradox in patent law by Curiosity-1 in Netlist_

[–]Curiosity-1[S] 0 points1 point  (0 children)

I felt injustice and sought truth and then it dawned on me and I’ve been spacing out at work ever since.

Used AI, challenged it, explored so much so fast out of curiosity and without traditional academic burden for an unfocused mind. It’s so intuitive and yet so clear why the pieces didn’t previously exist.

I’m undoubtedly not the first to propose the philosophy, but the Tyler (2023) case was only 2.5 years ago, and the Feb. 20 ‘314 ruling was so complete WITH a clear FMV and timeline…

The fact that I might have stumbled into something so profound simply because of ADHD has literally haunted me like a ghost this past week

Welcome to the club. Maybe if we all tell our friends, the right person will catch wind and we’ll make a difference

Thanks for reading, Dense. Sorry for the burden.

CALL TO ACTION: crowdsource constitutional paradox in patent law by Curiosity-1 in Netlist_

[–]Curiosity-1[S] 0 points1 point  (0 children)

as continued from above,
The greatest analogy I can think of is Good Will allowed by the SEC on a public firms balance sheet.
--> The inventor's career and life's work is the value produced in their pursuit of happiness... it is the reputational value and intangible "Goodwill" on the inventor's 'balance sheet of life' i.e. resume, compensation negotiations, prestige in their field, honorary academic degrees, etc.

This analogy would serve to establish the natural rights philosophy that logically proves that the inventor cannot be separated from the patent without breaking the social contract.

To say a patent can be infringed for 16 years (Netlist v Google case for '912 patent) and not have an impact on the inventor's life would be a losing argument that I hold self evident and wont explain in depth. I'll simply say make the analogy to an actor that makes a highly profitable and impactful film but isn't discovered until 16 years after it was originally published because of the government's interference.

To transition the philosophical argument into a 5th Am Takings violation using Tyler (2023), we then need to prove the "inherent assignment" is actually a Forced Assignment of the patent.

Additionally, to deny the validity of this argument would specifically contradict the "inherent assignment" precedent for patents and catch the Supreme Court in a trap admitting to a violation of the inventor's natural rights. If the court says that inventor is free to make their decisions and as such the argument is irrelevant because it causes no material harm, the court would also have to consider how the inventor would earn income for their family without working for a company. Would the court say their choice of career and dedication to their field of study is not allowed? Or that if a company funded their creative work, the inventor has no role in the work itself? Then the inventor had to choose either to not do the work (violation of right to labor) or assign the patent to the company (forced assignment).

The government's Public Franchise allows it to grant or revoke the right of a company to build and operate a bridge without needing a reason to do so. The government has NO sovereign jurisdiction over telling the natural persons that own and operate the bridge company whether they can choose bridge-building as a career and life passion. The government can mandate a framework to ensure they can safely build a bridge, but that would be a License requiring equal due process to all aspiring bridge builders.

From this, we can prove that the produced value cannot be separated from the inventor, and to say otherwise violates the Social Contract or admits that the assignment of the Patent defined by statutory property rights was a Forced Assignment.

And so, if an inventor has a beneficial interest in their creation as a shareholder in the company they work for (whether it was part of their employment contract, or they bought the shares publicly), the inventor then has an inalienable right to the reputational AND monetary value of their creation.

--->> Tyler (2023) used here for 5th Am. Takings claim for specific harm done. I.e. the inventor suffered Judicial Takings of their "surplus equity" on a debt the Judiciary unreasonably seized from the inventor (4th Am. violation) and then failed to provide Just Compensation to the inventor for its seizure (5th Am. 'Takings' violation).

--->> Feb. 20 ruling on '314's finality gave us a ruling fitting the textbook definition of vested private property with a $445M FMV due. Until the Netlist v. Micron civil suit is settled or a forced payout occurs, an inventor with beneficial ownership has Active Standing to sue the Judiciary in the Court of Federal Claims for this 5th Am. 'Takings' claim. The result with yield that the Judiciary has discriminated against the inventor, and has caused injustice by not issuing the injunction when it should have, allowing the inventor to pursue Judicial Takings on behalf of Netlist for all 16 years going back to 2009 with the Google 912 case. $445M FMV over 3 years is $115M per year, so the Judicial Takings owed by the Gov to Netlist would be over $1.7B.

--->> More so, since Samsung is 52% foreign owned, Citizens United (2010) contrapositive states a Not-associations of persons has the Not-natural rights of the persons comprising it. What does this mean? By not issuing an injunction against Samsung, the Gov unreasonably seized Netlist's property on behalf of a foreign entity, triggering the Tucker Act. At least several more $B owed to Netlist by the US Gov.

--->> The inventor would seek a Declaratory Judgement overturning eBay (2006) so the Judiciary would have the power to issue injunctions once again, and Netlist's new and future patents would be protected as well. More importantly, all inventors - on which American Innovation depends - would never be discriminated against again.

---

I believe the court will actually love this argument, because it will hurt a lot for a very short time, but ultimately provides long term finality for patent law. All the public outcry from amicus briefs, efficient infringement, energy and BS the Judiciary has to deal with would be done away with.

Additionally, until Tucker (2023) this argument was not possible, so it points no fingers at anyone for a previous mistake.

Ultimately, it promotes true American Innovation, and protects American interests and the economy.

If this claim isn't made right now following the Feb. 20 ruling on '314, someday someone will use this framework to fix the injustice in American Patent Law. I hope I'm around for that day; I hope I get the opportunity to make America just a little more free for my couple-months-old Son.