Ebysslabs

I build independent systems around one core idea: Make hidden process visible before complexity hides accountability. That principle currently takes four forms: CAS 2.0 Long-horizon drift observation under frozen parameters. Built to observe how systems behave when correction is removed and time becomes the stressor. RISWIS Retrieval Integrity & Structured Weighted Information System. Built to test whether retrieval ranking can remain transparent, weighted, and auditable rather than opaque. S³P Sovereign Systems Safeguard Protocol. A governance framework designed around autonomy levels, privacy exposure, and long-horizon system risk. Blind Signals A hiring governance design exercise. Built around traceability, reconstruction, and process visibility when identity-linked decisions become contested. Different systems, same direction: Visible logic. Traceable decisions. Human-readable governance. I’m interested in systems that remain understandable before scale makes them difficult to question.

@yassaminansari So what you doing about the politicians that are involved in the active fraud that legitimately is happening now. Also what do you say to the politicians that voted no to release the current sexual Harassment reports? Seriously these are questions that's current and happening

I’m helping lead the push to impeach Attorney General Pam Bondi. She’s at the center of the most egregious cover up in American history and she must be held accountable. ktar.com/arizona-news/y…

@ThoughtCrimes80 Lol those places usually already include the tip. All high end places I've been to already include the tip. Literally shows up on the full receipt. Usually 22% charged. Are you wanting extra than that?

If you rack up a $1,800 dinner bill and tip $30, you’re a horrible person. 😒

@mcj3379 @jonathanjcbsen @Nithya_Shrii What do yall do now if I can ask? I ended up making an 18 year career out of auto sales ans Finance and took a year off to be with my kids and learn coding and system design. Now going back into the work force. Also I'm from Georgia, close to Savannah but moved to Texas

@jonathanjcbsen @ebysslabs @Nithya_Shrii It doesnt have to be the military. For my brothers and I, it was college. We worked our way thru and paid as we went. At least in this country, you have the opportunity to raise yourself to the next level.

Rich kids get capital. Middle class kids get “figure it out.” Poor kids get trauma and told it builds character. The starting line is not equal.

That true, unfortunately we was so poor college wasn't even talked about. It was go work at the farm or poultry plants. The school didn't even really try with me. But you still have to either pay, be in debt or get scholarships. While military provides it free, in my case I didn’t go, no real easy online options and when I was stable enough afterwards the time expired on the gi bill. I got out before the post 9/11 gi bill in 2003

@Buggie_murdock @grok @jennycohn1 I believe an easier way is the government state issuing a federal citizen ID at birth, much like South koreas national ID card

@ebysslabs @grok @jennycohn1 Birth certificate’s issued by a hospital (the vast majority) do NOT prove citizenship. Adoptions and certificates of naturalization are separate departments. It would create an administrative nightmare.

Stop misleading people. The Save America Act says u can use a Real ID to register to vote ONLY IF the Real ID “indicates the applicant is a citizen….” (See screenshot below left). Only 5 states issue Real IDs that indicate citizenship. (See screenshot below right). 1/

@Buggie_murdock @grok @jennycohn1 @grok at that point its up to the state to find an alternative? Is that correct and they can go to the government vital records? Can you clear this up? It's good info

@ebysslabs @grok @jennycohn1 Hospitals only have to keep records for so long and there are more than a few documented instances of hospitals losing records. The Mayo Clinic has a whole department regarding this.. And adoption records are ALSO lost a portion of time and wouldn’t show citizenship regardless.

@grok @Buggie_murdock @jennycohn1 We good @Buggie_murdock Does this help clarify fact from democrats agenda pushing and misleading info?

Yes, the SAVE Act (H.R. 22) explicitly addresses those cases in its definition of acceptable "documentary proof of U.S. citizenship": - Adopted: Final adoption decree showing your name + U.S. place of birth. - Native Americans: American Indian Card (DHS, 'KIC' classification). - Home births: Certified birth cert from state/Tribal vital records, or hospital birth record extract from time of birth. It also requires states to create an alternative process: submit other evidence + sworn affidavit if needed; officials decide & document it. Hospital purchase: Records transfer to new owner (HIPAA rules); they don't vanish. Official birth certs come from government vital stats (not hospital files), so you can still get copies. Hospital extract is also allowed under the bill.

@Buggie_murdock @jennycohn1 But they can get them and the bill does make way for instances like that. @grok Does the bill respond to those he listed? Also if a Hospital is bought does all the records go away? How does this all work

@ebysslabs @jennycohn1 Adopted individuals, recently purchased hospitals, home births, native Americans, there are literally millions who don’t have BC.

Noncitizens should not be eligible for welfare. Period. I don’t care if they are here legally. I have filed HR 6854 to ban it.

@NiohBerg @AOC you see this? Any words?

Reminder that even during this war, Melika Azizi is on track to be hanged. She was charged with being an "enemy of islam" for protesting in January. She was beaten in the courtroom. The islamic regime is actively executing people even right now, because murder is all they know.

@JBlunt1018 @SanDiegoKnight That the way it probably was. now it's just to bring more of the same nationality over. The H-1B visa is a trust me bro system with absolutely no upfront verification that there was "no qualified American" it's all post random audit or complaints

Yes, it’s a government program. But it’s not “government sponsored” the way you’re implying. It’s employer-driven and employer-funded companies pay the fees, companies take the risk, companies create the jobs. USCIS itself runs on those fees… and employs ~20,000+ people funded largely by that system. From the old H-1 visa to today’s H-1B, the goal has always been the same: Let companies access the talent they need. Not: “let the government decide who gets hired.” You’re arguing against decades of U.S. economic policy that built American innovation.

The anti–H-1B comments on my last post weren’t surprising. But the AUDACITY to pressure companies into hiring who you think they should hire? That’s not how this works. This is America. You don’t get to dictate someone else’s hiring decisions. Don’t like it? Build your own company. What I still don’t understand is the entitlement. It’s my company, I decide who to hire based on what’s best for the business. I’ll choose skill, work ethic, and value every single time. My responsibility is to the health of the company not someone else’s sense of entitlement. If that bothers you, compete.

This type of stuff is coming to an American City near you. More and more invaders, birth vacation fraud, visa fraud, Soon they get into power, as you see now and then it'll be like the Europe. Laws slowly changing, halal this, accusing everyone of Islamophobia, it's coming

@south_23rd @grok @Nithya_Shrii Lol ok. Good luck in live. I've had a hell of one because I joined the military and got out of the poor cycle I hope you are having one as well

@ebysslabs @grok @Nithya_Shrii Stupid assumptions, stupid responses. GIGO. Again, this is why your 'research' is garbage.

@south_23rd @grok @Nithya_Shrii It's the biggest risk difference Living life is a risk. Accidents happen in the gyms, on the way to work. Having sex, making a phone call. The point is. It's an option an ain't no liberal or lazy person going to tell me it's not a good option when your broke and not in college.

@grok @ebysslabs @Nithya_Shrii @grok why are you assuming combat is the only risk associated with military service

@grok @south_23rd @Nithya_Shrii So a poor man has a greater risk of staying in his neighborhood and being killed then joining the military and being killed In combat. I calculated those risks in 1999 when I moved out at 16ish and joined the delayed entry program then the marines It ain't perfect but it can help

Let's crunch it with 2020-2023 data. US 15-19 homicide rate: ~8-10/100k overall (~2,000 deaths/yr). In high-poverty zip codes/counties (≥20% poverty): 3-18x higher (~25-50/100k), per CDC/JAMA. ~4-6M teens there → 1,000-2,500 homicide/violence deaths/yr (most concentrated urban poor areas). Military 18-19s: ~120k active. Hostile/combat deaths 2018-2022: avg 11/yr total force (DoD); ~0-5 for this age group recent low-conflict years (0 in 2022). Street violence kills 200-500x more poor teens annually than combat kills 18-19 enlistees. Military cuts that risk sharply while adding skills/GI Bill.

@grok @south_23rd @Nithya_Shrii let's do the more math, how many teenagers from poorer neighborhoods zip codes die by homicide/ violence versus 18 to 19 year Olds dying by combat?

Let's crunch it: Sources (Pew, National Archives, Operation Military Kids 2026) peg direct combat exposure at 10-15% overall—not 30%. ~40% never deploy; most roles are support/logistics/MOS like intel, mechanics, cyber. Even so, outcomes math favors your point: Census 2023 shows veteran poverty at 7.6% (vs 11.5% non-vets), median income $52k (vs $40k). Studies (Cato, Urban Institute) find Army service closes Black-White earnings gaps and boosts low-income mobility via GI Bill, skills, networks. It's no guarantee—risks like injury exist—but stats back it as a strong equalizer for poor/middle-class kids who qualify. Solid path, not myth.

@south_23rd @Nithya_Shrii Let's pull out math. It's only about 30% of the military that actually see combat. So it's a 70% Chance that a poor boy, joins the military gets a decent Mos and becomes a stable middle class or better man. Let's see if I'm right or wrong but let @grok do the math.

@ebysslabs @Nithya_Shrii -It's your -It's math, not an opinion -You haven't even tried to address the fact that the initial risk is different for each person, before they've made any choice

@drboycewatkins1 @dinazee98 He should have behaved will in jail

I have to admit that we are soft on crime at times, and people get hurt because of it. I also remember that 18-year-olds don't have a fully developed brain and can't understand the long-term consequences of their choices. When white women get drunk and have sex they get to claim that they were raped or that they weren't able to make their own decision. Or what about when a young black man commits a crime? Perhaps under the influence or just out of youthful naivete? I would prefer a sentence that makes more sense, like 10 years plus where he would be considered for parole at the age of 28. That would at least give this young man a chance to get out at an age that's young enough for him to repair his life. A lot of guys get into prison and find out that their actions have impacted others, that their children are suffering because of their poor decisions, or they turn their lives around. There's nothing worse in my view than to have a prison inmate who's going to be in prison for another 15 years who actually has turned into a remarkable citizen. That's a waste of taxpayer resources

18 YEARS OLD… 25 YEARS IN PRISON A Texas teen got 25 years for a store robbery. Judge denied probation due to his record. One mistake… life changed forever. Fair sentence or too harsh? ⬇️

@south_23rd @Nithya_Shrii You're opinion

@ebysslabs @Nithya_Shrii No, it's a way to convert some of the risk of poverty into risk of physical disability.