Satvik Mishra

[Satvik Mishra @ImFerrousMan]

Every image below is a real reasoning trace — not a mockup, not written by me. I pointed KNOT at its own design principles and let it fight itself out.

Early prototype. Not open source yet.

Building reasoning systems or evals? DMs open.

#LLM #Claude #Groq #OpenAI

[Satvik Mishra @ImFerrousMan]

He's a knot made of thread. I made him argue with himself for a month straight.

That's KNOT, not a chatbot. A reasoning engine: contradiction detection, adversarial synthesis, persistent reasoning traces. Local inference via Ollama.

Prototype thread ���👇

[Satvik Mishra @ImFerrousMan]

@JorgeMvrfil https://t.co/mD5q9DHjGi

[Satvik Mishra @ImFerrousMan]

A Double Pendulum.
A Lorenz Attractor.
A Reaction-Diffusion system.

KAIROS turns their chaos into cryptographic entropy using SHA3-256, with ML models monitoring predictability and entropy health.

@Cloudflare used lava lamps.

I used mathematics.
#Cybersecurity #MachineLearning

[Satvik Mishra @ImFerrousMan]

@aiutku @X https://t.co/mD5q9DHjGi

[Satvik Mishra @ImFerrousMan]

A Double Pendulum.
A Lorenz Attractor.
A Reaction-Diffusion system.

KAIROS turns their chaos into cryptographic entropy using SHA3-256, with ML models monitoring predictability and entropy health.

@Cloudflare used lava lamps.

I used mathematics.
#Cybersecurity #MachineLearning

[Satvik Mishra @ImFerrousMan]

@DurgaprasadDP Building KAIROS.

A chaos-driven entropy engine that turns a Double Pendulum, Lorenz Attractor, and Reaction-Diffusion system into cryptographic randomness using SHA3-256.

Inspired by @Cloudflare's lava lamps, except mine runs on mathematics.

[Satvik Mishra @ImFerrousMan]

Built entirely as a research and engineering experiment.

GitHub:
https://t.co/LPrrUuxszi

Technical write-up:
https://t.co/wbP67fiWtQ

Would love feedback from people working in cryptography, security, chaos theory, complex systems, or randomness testing.

[Satvik Mishra @ImFerrousMan]

A Double Pendulum.
A Lorenz Attractor.
A Reaction-Diffusion system.

KAIROS turns their chaos into cryptographic entropy using SHA3-256, with ML models monitoring predictability and entropy health.

@Cloudflare used lava lamps.

I used mathematics.
#Cybersecurity #MachineLearning

[Rjey @RjeyTech]

OnePlus had it all…

- a loyal fan base
- great customer service
- fast and frequent updates
- great hardware, decent cameras

Now all that’s left is ColorOS 🤦🏾‍♂️

What could have been

[Adhvaidh Sunny @adhvaidhsunny]

NEW VIDEO! - iPhone 13 Pro (Sierra Blue) Early Review.

Retweets Appreciated! - https://t.co/D2eXFLz8HG

[Venkatesh Parik @VenkyParik]

It's time to add some "Glow" in your life, Here you go with New Wallpapers🥳😍
.
Please Show support by Like and RT😅
.
#Wallpapers

[Satvik Mishra @ImFerrousMan]

@GetlaPrasad Actually i have Pixel experience on my secondary phone with email logged in... But i dont know will i receive this Pixel plan on my primary phone with OOS 11 or not? 🙄

BTW I am okay with 15GB space 😅

[Satvik Mishra @ImFerrousMan]

@Utsav_raj22 @TechnoAnkit1 @passionategeekz @HFVUnbox @IshanWankhade @SanthoshSR_ @techworld005 @IndianTech_1 @GetlaPrasad @TrendingTechin @TTechinical

[Souvik Mandal @souvik8589]

Hospital bed needed in tangra, Kolkata...if anyone has any information regarding that plz comment down ...
plz amplify the msg @IndiCoder18 @HFVUnbox @stufflistings @TackyTechie @utsavtechie

[Nikhil Taneja @tanejamainhoon]

Twitter lead collations:
https://t.co/QEZ9duHrKZ
https://t.co/Dam7zn2hvB
https://t.co/JbAPD5b11n
https://t.co/VHOc9qE44B

(Try here first else search with hashtags on Twitter and see 'latest' leads)

[Nikhil Taneja @tanejamainhoon]

City/State wise resources:
West Bengal: https://t.co/Diy1pff14d
Ahmedabad: https://t.co/zBfENzJ3P5
Gujarat: https://t.co/V766vv0SzI
Delhi: https://t.co/BnFYJUISJi
Delhi: https://t.co/pPBkoyXMtN
Hyderabad: https://t.co/nqJB5HTPbk
Pune: https://t.co/poPhOZ2u7C

[Dhananjay_Tech @Dhananjay_Tech]

COVID-19 online resources!
#COVID #COVID19

[Satvik Mishra @ImFerrousMan]

@GyanTherapy Well, I think I was not wrong.... But Sanchit ne galat kiya he should not have used that tag. Unhe simply answer de dena chahiye tha yeh ek BUG hai, Matter solve hi ho jaata... https://t.co/QYO8qd7T92

[Playfuldroid! @playfuldroid]

Xiaomi not just launches smartphones, but also adopts elephant in Singapore. Introducing Chawang, a newly adopted elephant by Xiaomi Singapore!

#XiaomiSG #XiaomiMi11 #ShotOnMi11 #Mi11atNightSafari

[Satvik Mishra @ImFerrousMan]

@GyanTherapy @ShokeenSanchit I am not a hater of anyone, personally I am a small tech Youtuber too, and I respect every creator. And for that 'Transition' part I think it's not an edit, it's Vivo's customisation, by which user can set the opening and closing animation of screen like the one shown in video.

[Satvik Mishra @ImFerrousMan]

@AmreliaRuhez I know it's a PORT ROM and Actual Stable ROM differs buttt.... The point is when I switched to MIUI 12.5 (EU version) even on Beta it was Too Good, heating issue was solved, which totally confirms it was not a hardware problem. I am Not a Oxygen OS hater.