Working with @SentientAGI. Let’s see where this goes. U_U @fortytwonetwork in my heart forever 💗 Time to...
Joined March 2026
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Do you still trust closed AI systems , and continue to use them ?
What do you think , can a machine in which just loaded data , become something more ?
- No.
Closed systems will sooner or later run into a wall of restrictions.
Answers based on assumptions are fundamentally extremely low quality .
Only by allowing Intelligence to reflect can one take a step towards development.
Take a look at the future... , take a look at AGI❕
Artificial General Intelligence ( AGI ) is a fully open source AI that is not controlled by anyone.
Lets take the first step ~ And now GRID has appeared .
Global Research and Intelligence Directory ( GRID ) is the world's largest network of intelligence.
Contains all the experience of developers in the field of AI , their Mistakes , their Successes . And also everything from models to computing powers.
We are creating the best things through ours efforts , we learn from each others mistakes , overcoming the limits of current technologies.
People are capable of developing endlessly , but imagine what will happen if thousands of builders to improve themselves and improve AGI ?
This is no longer just "AI" . This is "Digital Personality"
Lets build a great story that started everything , with @SentientAGI .
The Filipino mayor cut down the protected mangrove forest for his own purposes. Without permission. Without demand. Just wanted
When claims from people appeared, he simply said that there had never been this forest, blatant lies, but without evidence, even they turns into truth
--- But we have a hero, this is @GainForestNow , they previously entered tree records, they have proof of the existence of these trees, these data through the court were able to return the forest
Now think about whether this story has a connection with open-source AI? Yes, she has. Without proof, your models can also be stolen and endless lies will replace reality
--- But here we also have our hero, fingerprints!
"Question - Answer", embedded into models weights that are resistant to fine-tuning
But this hero also received publicity, he received his open leaderboard by @sentient_found and benchmark for evaluating fingerprint injection schemes, to find the best way
a way to prove what belongs to you
A mayor in the Philippines cut down a protected mangrove forest to build a parking lot. When the community confronted him, he said it had always looked like that.
A year earlier, @GainForestNow had measured every tree there.
2,567 were missing.
The community took the data to court, and the mangroves were replanted.
My conversation with @dwddao, co-founder and chief scientist of GainForest is live on @opencommonspod.
We get into who should own nature's data, AI that helps people govern, and what open source really requires.
AI models become the most valuable thing we have, but with that comes possible threats
Such as copying and stealing models, and the inability to prove their origin
There are not so many methods to solve this, especially those that are able to survive fine-tuning and distillation
@sentient_found has been actively engaged in solving this problem and has found a way called - fingerprints
They are embedded in the weights of the model, but there are many different ways to embed them, and in different numbers, which also causes problems
Therefore, we have launched the first open benchmark for evaluating your fingerprint schemes, the verification takes place in three parameters: "Retention, Robustness, Verification"
You can read more here ↶ ↷
Why are there three leaderboard scores?
Model provenance carries clues about the history, training data, development process, and later modifications. Fine-tuning and distillation obscure provenance to the point where it’s virtually impossible to track the origin of the model back to its creator.
And if you as an owner want to reliably prove attribution and claim ownership of your open weights, you should choose a fingerprinting scheme based on these three dimensions:
>> Retention: whether the fingerprint is detectable without sacrificing normal model quality.
In other words, how embedding fingerprints affects model performance compared to the unfingerprinted model's nominal performance.
>> Robustness: whether the fixed attack can remove the fingerprint, preserving output quality.
In other words, how resistant the fingerprinted model is to malicious attempts to obscure its origin.
>> Verification: whether model owner/creator can reliably read the fingerprint back from a suspected copy and verify his IP property.
In other words, how reliable model attribution would be under scrutiny/inspection.
Self-evolving agent, sounds great, doesn't it? You may have heard this many times, but the real step towards has already been taken...
EvoSkill V1 - A tool that can auto develop an agent.
It does this through failure analysis and creating skills based on them
Can create skills both from scratch and improve existing ones, and several skills at a time, offering several options for changes for each
You actually run this tool and your agent auto improves for the tasks you need
What is cool is that these skills are transferable, and are saved in .git format, that is, you can always give them to another agent
Also, skills created on one benchmark can show a slight increase in performance on tasks of another benchmark
Active preparations are underway for the implementation of EvoSkill V2, you can find out some details ↓
@SentientAGI
Went to the benchmark and fingerprint leaderboard from @sentient_found and added my own fingerprint scheme
But it took 100th place, I'm damn bad, yes I know
But if there is someone who understands this a little more strongly, then your knowledge would help us a lot, would help the entire open source area
The site is already open and you can add your scheme, after which it will be tested on all necessary points from resistance to impact on model performance
If your scheme turns out to be very good and takes leading places, you will not be forgotten, at the same time you will benefit everyone
In general, the link is below ↷
The great day has come! Vroom Vroom, we accelerate
Fortytwo Engine has appeared, and has already surprised us with its existence!
It allows us to run a base model along with a swarm of models that see that model's reasoning and adjust it
And most importantly, they allow the model to dull less, and take fewer steps while executing your request, and consume fewer tokens
At the moment, Qwen3.8-27B is available, it is 7% more powerful than the base model, in some benchmarks the improvement reaches 13%, and the consumption of tokens is 24.7% less
The API is already available, same per-token price and speed as the base model at the moment, hurry up!
engine.fortytwo.network/
Introducing Fortytwo Engine
An inference API that runs open-weight models through Swarm Inference
• 7% higher scores on average vs. the base model
• Nearly 25% fewer tokens per task
• Same per-token price and speed
• Private by default
First model: Qwen3.8-27B
Try it: engine.fortytwo.network
Our open source models have received a solution to their problems related to proof of ownership
This is a fingerprint solution, they fit into the weights of models in the "key - answer" format in the amount of 1,000, 10,000, and even 20,000.
This amount can survive distillation, fine tuning and rebuilding
But even such a number requires the correct layout so that even the most advanced attacker cannot achieve his goals.
@sentient_found has opened the first benchmark evaluating your schemes of fingerprints for stability and created a leaderboard that displays the results
If your scheme is the best - 1st place will be yours, and you will help us find the best method for the security of all open source creators, so that their work is not stolen
Leaderboard open, submissions are open, we are waiting for you!
fingerprint.sentient.foundat…
ANAKi retweeted
A Canton wallet that EVM users already know how to use.
@metatarzxyz is a non-custodial browser wallet for @CantonNetwork: if a dApp supports MetaMask, it works with Metatarz. Access is by whitelist, and on CCTools you can skip the queue and enter a 5,000 CC season draw:
> Complete 5 tasks to unlock a Mainnet access code
> Use it to whitelist your EVM address, then add your account on Canton Testnet to enter the draw
Codes are first come, first served. The draw runs once the Metatarz campaign series on CCTools wraps.
cctools.network/earn/metatar…
Second, minute, hour. Hidden caption, street leading nowhere, words that don't exist
In the past, everyone tried to protect their work from copying, and prove where is the truth, and where is the pathetic fake trying to imitate the original
Time has passed, methods remain, but ordinary watermarks are no longer effective
Open source AI, also requires proof of origin, tomorrow October 14 it will receive what deserved
Already tomorrow progress will catch up with history
@sentient_found
AI is the first medium that can be copied without leaving proof of origin.
When one model distills another, no one can prove it happened.
On October 14, that will change.
Catch up on the story so far: youtube.com/playlist?list=PL…
Have you created an open-source AI model from scratch, put your soul, thoughts, time so that when you try to monetize it, everything is stolen from you in the first 10 seconds? ( Do you agree with that? )
That's horrible! We need our hero! Where is he?
...
Fingerprints from @SentientAGI ...!
Our thousands of babies who are embedded in the weights of the model, and always stay there proving your ownership, your existence, and your identity
Resistant to even fine-tuning while retaining 59% of fingerprints
Fraudsters deceive hundreds of people every day, in most cases people aged 60+
Every year, more than five billion dollars is stolen in such a terrible, inhumane way
We suggest the following: The Scam Guardian
an open source AI-based tool that people will always have at hand and that will always answer them
It will be able to protect, advise users to double-check information, point out inaccuracies in behavior, and much more
To do this, we opened a $42M grant so that ordinary developers get money to help create such and even more useful tools
@sentient_found
“If you have a phone, you have a chance to scam for money.” Out of 284 daily calls “I get like two or one. If I’m lucky, I get three.”
Vishing (voice phishing) scammers aim at the people least able to raise suspicions. And “who is really the person most susceptible to this kind of scam?”
Older people. Lonely people. It’s harder for them to hang up on the voice on the phone that takes interest in their life and is always there to listen.
Americans over 60 report losing $5B to telephone scams every year.
Our next Open Source AI Request for Products is The Scam Guardian.
We’re looking for public-good, real-world use cases and products that frontier AI labs normally neglect. Think of the person who has never had good tools and is now being targeted by AI-powered scams. Before 284 phone calls become 1,000, we have to set up a local AI Scam Guardian that warns:
> This caller is impersonating your bank.
> This is an AI deepfake of your grandkid.
> This is fake news from synthetic media.
> Do not trust this caller.
If you’re working on this technology and have open-sourced at least one core component, we welcome you to apply for our grant at sentient.foundation/product-….
> Grants require no equity and give us no claim on the work. You keep everything you make.
> If you’re seeking investment, we back startups on founder-friendly terms. Scale your operations the way you want.
Using multiple AI agents can be incredibly beneficial, incredibly
We have long ago moved from a simple majority vote to one where your models each show their maximum power
We called it Swarm Decoder, a general reasoning process for all models, they immediately complement each other, and correct errors
Nothing difficult ↴
Your request - several suitable models are selected from the decentralized network - the process of forming a response - and done
@fortytwonetwork is still just nascent, but its potential shines brightest
With an incredible effort and a lot of time, I was able to bring you some of these notes, field notes
open-source models:
————————
Mistral Large 4 has been announced, 1T parameters of which 49B are active, excessive performance is expected, while with optimal cost, in general, Wow
EmbeddingGemma 2, 740m parameters, is able to run locally on the phone, and search for the information you need, such as the photo, text, document, video, and other
————————
The step to launch any models locally on a regular phone is getting closer
Of our new super tools and frameworks, we have:
————————
Strata, an engine that cuts down and runs locally Qwen3.8-Flash-Next on regular gpu, and distributes the load evenly among all PC components. If you have a powerful pc you can try
DeepSeek Harness v0.2 for working with deepseek ai, released as a basic app + plugin manager
————————
By @sentient_found we as usual have our EvoSkill (a tool that creates skill groups on failures) that receives praise and general fame, tool 1000/10
also we have openagi YouTube and reddit if you want to listen to developer stories and always stay up to date with the latest news
Goodbye, see you in next time!
ANAKi retweeted
People say that a thousand-mile journey starts with one step, and my first step into Web3 was @injective .
What is Web3? What is Injective? Is this really my place?
These were the questions I always had.
A huge world that Miku entered when she barely knew how to create an email. 😃
Hi, I’m Miku.
One day, somehow, I happened to meet MB14.
He was the lens through which I first saw Injective.
I saw his work, his intelligence, and how much he knew about Web3. I got curious and thought to myself:
“I want to try too.”
And that’s how my journey started on Telegram, when I joined the Arabic Injective group.
Everyone was so kind, and my Arab friends gave me support that I will never forget.
First of all, thank you @MB14H0110 , @Ghost_M01 , @RangerFinance_ , @Rawan_INJ , @Danidanelo77990 , @ayham1268350 , @rwh9876 , and so many others ❤️
Then I joined Discord and got the Supporter role.
After a lot of struggle. 😂😂
MB14 almost killed me that day. 🤣 I still remember it.
Going into General and saying “GM” in front of everyone was a real challenge for me. 🤣
But MB told me: “Think of it as a challenge and just go for it.”
Do you remember? 😂
And honestly, it was much easier than I expected.
I still remember the first person I talked to, @urejNFT , then @Maeezyyy , @Tashxbt , @bmw67_PRMR , @zionphils , @MachiyaNFT , and many more.
Discord was full of warmth and fun.
The games, karaoke nights, amazing activities, and initiatives organized by the best leaders ever.
And I will never forget the drawing events on Magma.
I remember Mayzy encouraging me to join.
And me? I was strangely stubborn, like joining Magma needed a security clearance. 😂😂
I don’t even know why I was scared in the first place.
Now I’m the one who enters Magma before everyone else and waits for the event to start. 😂
We were building and having fun at the same time.
With everyone’s support and encouragement, I kept creating art and adding my own touch to my posts on Twitter.
I would draw for hours and put all my ideas into my drawings.
I turned complicated words into an idea that could be seen in a drawing.
I drew on my hand, on the wall, and made handmade designs. Anyone who followed me in the beginning probably remembers my little handmade creations. 😂
I joined events and competitions, and having my own little mark in every event meant a lot to me.
Every event carries a memory, along with words and laughs that I shared with my friends.
So I can’t really describe how I felt when my friends voted for me as one of the favorite artists in the Injective Anniversary event.
I didn’t win that time. 😁
But seeing my name there with other artists, while I was still at the beginning of my journey, was amazing to me.
And that same day, I also got the Artist role. 😭❤️🔥
So I decided that I had to improve even more.
Adam, Jihad, and I were talking on Telegram, and they told me that you can still improve even with simple tools.
When Adam told me that he used to draw digitally with his finger, I got really excited.
Do you remember Adam? 😆
So I learned digital drawing and started drawing with my finger.
It took a lot of time, but it was fun too.
Injective was my little world that I was building and learning in, taking small steps toward my goal.
And then, on March 9, I got the Ambassador role.
It was such a beautiful and warm day.
A day that made me close my eyes and remember all the little achievements that brought me here.
Since that day until now, I’m still learning, building, and trying to improve my knowledge so I can be an active part of the community.
I didn’t miss important Spaces, educational podcasts, or important conferences.
My English was honestly a mess, and I was always fighting with Google Translate. 😅
I was really trying, but it’s okay.
We had the best leader team ever, and they never hesitated to answer our questions, no matter what the topic was.
Thank you, @Maeezyyy , @Zion_C_ , @Tashxbt , @urejNFT , @BKBriefing , @AdamP_341 , and @AltamashK_inj .
❤️❤️❤️
And the funny thing?
At the beginning, I was always asking myself: “Is this really my place?”
And after one year, I still don’t know everything. 😂
I’m still learning, I still get nervous sometimes before asking a question, and I’m still discovering new things.
But maybe that’s the best part of the journey.
I didn’t know where my first step would take me.
I was just curious enough to take it.
And if you ever take the Ambassador title away from me…
I’ll still be here.
Because I was a Supporter before I had the title.
And I think I’ll always be one. 🥷
🥷 INJECTIVE ANNIVERSARY CAMPAIGN 2 🥷
🎯 TOPIC: The Best $INJ Supporter
Show us why YOU are the ultimate Injective supporter, and why the community would agree.
Your task is simple: Feature your profile, build the graphic around what you’ve actually done on Injective, and tell the story only you can tell.
How to participate:
1️⃣ Create an original content
2️⃣ Base it on your Injective activities
3️⃣ Quote this post with your graphic + your story
4️⃣ Follow and tag @Maeezyyy, @bmw67_PRMR, @InjectiveLounge and @injective
📅 October 5 – October 9
⏰ Deadline: October 9, 3 PM UTC
🏆 Rewards: 20 INJ Pool + Ninja Pass
Winners will be selected based on creativity and story.
thousands of years ago, creators tried to leave their mark on their work, which would always prove their ownership
It could be an ordinary watermark, signature, or secret street, but the fact is that it was always
Now we do the same with open source AI, we use fingerprints in the weights of models so that you can always prove that this creation is yours
Open source reminds us of how it was before, but what does closed source remind us of, except for trying to take our money?
@sentient_found
AI anywhere in the world
Closed source asks for subscription payment again even though last month you didn't use AI at all
But the limits burned, like your money, and you no longer have money, there is no way to pay for tech that should have been available to everyone initially.
Terrible situation. But open-source is paid directly for use, and at many times cheaper
Therefore, @sentient_found opened a $42m grant to accelerate the development of open source so that in the future anyone can run AI models on their own devices
Your story will not be forgotten, AI will be able to become your personal assistant who will always remember you, and will allow to remember the next generations.