
building @NHIDClinical ๐ซ
ILโ
Joined November 2022
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B. Baynard-Malone, AIGP retweeted
Potentially the biggest AI breakthrough in many years!?
๐
We asked GPT-6 Astra to edit Qwen3.5-0.8B weights to improve math.
It directly changed only 0.016% of weights, fixing 0.8B's reasoning loops & improving math up to 6x and even instruction following 3x, without gradients or training.
We call this Weight-Space Programming: frontier LLMs can now natively read/write neural network weights! ๐งต
Blog: rikiyat.github.io/blog/weighโฆ
B. Baynard-Malone, AIGP retweeted
Itโs a crime to be this damn fine๐ฎ๐พ๐จ
#HappyHalloween2026
B. Baynard-Malone, AIGP retweeted
tonnerre so adorable in his paw patrol costume ๐ฅน chase his favorite one he picked his costume out a month in advance lol
B. Baynard-Malone, AIGP retweeted
A DIVINE REMINDER:
You are not the same person you were a year ago.
Your energy has evolved.
Your awareness has expanded.
Your dreams have grown bigger.
And perhaps the most beautiful part of your journey hasn't even started yet.
Don't underestimate how much can change in a single unexpected moment.
YOUR NEXT LEVEL IS WAITING.โจ๏ธ
ARE YOU READY? ๐
B. Baynard-Malone, AIGP retweeted
The harshest truth everyone must learn in their lives is that hard work never guarantees success, and that merit can be left entirely unrewarded. And that occurs when you're optimizing for the wrong variables. The antidote to your insignificance is positioning. Ruthless positioning. Remember to own the things you work for and advertise them accordingly. Because hard work without visibility remains entirely invisible.
Replying to @baynardmalone
who sent it is the one thing nobody records
B. Baynard-Malone, AIGP retweeted
Day054 of #100Dayschallenge
Today we discussed about A SWITCH: Which is a networking device that work on layer 2 (Data link), it connects multiple devices within the same network, allowing them to communicate and transfer data. It uses MAC address.
@AltSchoolAfrica
Day053 of #100Dayschallenge
Network devices are those physical or virtual hardware components that aid or mediate data transmission ,manage traffic flow, and secure connections across endpoint network and facilitating communication between devices on a network
@AltSchoolAfrica
B. Baynard-Malone, AIGP retweeted
Happy Halloween. ๐
Three real monsters hiding in your environment.
Swipe ๐
#NonHumanIdentity #Halloween
sounding legitimate was never the hard part... the hard part was figuring out who sent the caller and what it was allowed to hear, so that's the part i built for ๐ซ
Voice is not identity.
This week NewsNation ran several stories that show why. In one, a cloned voice convinced a mother her daughter had been kidnapped. In another, a deepfake doctor sold supplements through paid ads on legitimate sites. A fake officer nearly collected a jury-duty "fine." And an 86-year-old moved almost $500,000 while three institutions watched transactions she had never made before.
In every case, the attacker borrowed trust that should have been verified.
Healthcare phone lines face the same problem, with AI agents calling payers and claiming to act for providers. A cloned voice, a spoofed number, or a fabricated NPI can each sound legitimate. None of them proves who authorized the call or what the caller is allowed to see.
NHID-Clinical doesn't try to out-detect voice cloning. Its controls apply before protected data moves: has the caller disclosed it's non-human, can it show delegated authority, and does the request fall within that authority.
The better the fakes get, the more these decisions matter. Which of them does your intake process actually make?
#AIGovernance #VoiceAI #HealthcareSecurity #NonHumanIdentity





































