Bitmeth retweeted
I've been teaching 100,000 fake students for 2 weeks.
and used them to build the best AP prep system in the world.
I took Qwen 3 8B models and gave them simulated human memory.
Now every night thousands of simulated students start with zero knowledge of the social sciences. Their only training is our adaptive curriculum. They work through it, then take a full AP (advanced placement) practice exam.
The first batch averaged a 3 on their exam. (~45th percentile)
Then the agents looked at where they failed, and improved the algorithm. Again, and again, and again.
Two weeks later, the average is 4.43 (~80th percentile)
This is such an insane number because the curriculum they worked through is ONLY basic knowledge and comprehension.
They were never taught how to build an argument, contextualize evidence, or even shown the exam rubric.
...And yet they're averaging 80th percentile on an exam that requires all of it.
Basically built a machine learning feedback loop for edtech.
Spoke about this at @clawcon & @sxsw last week. This is just the beginning.
Bitmeth retweeted
I am Canadian.
My grandparents came to this country as immigrants, looking for a better life.
They arrived with nothing, and were given nothing by the government; nor did they ask for anything.
My grandfathers worked hard. One opened a business with partners, the other worked for a large company. My grandmothers stayed home and raised their families.
They learned English. They paid taxes. They followed the rules and the laws of their new land. They continued to freely practice their religion and continue their traditions, while also embracing Canadian values and immersing themselves in Canadian society.
My parents were born here. They, too, had the freedom to practice their religion, celebrate their holidays, continue their parent’s traditions, while living a Canadian life.
I grew up here. I stood and sang Oh Canada every morning. Never loved the song, but always sang it proudly. I celebrated Canada Day. I learned about Canadian history, Canadian geography, Canadian government. I leaned about Canada.
I went to school with people from different countries; different religions; different cultures; different skin colours. We all played together. We all hung out together. We were all friends.
I grew up in one of the safest countries in the world. We worried about nothing.
I grew up in one of the friendliest countries in the world. Canada was known for being polite; saying “sorry”; for being amenable.
Nobody hated us. We had a great reputation in the world. When American kids travelled they’d often put the Canadian flag on their backpack because they’d be treated better.
Canada was great. A great place to live. A great place to raise a family.
I don’t recognize our country anymore. The hate, the rhetoric, the violence, the lack of safety and security.
This is not the Canada my grandparents immigrated to.
This is not the Canada I grew up in.
This is not the Canada I planned to raise children in.
We are at war right now. Us. Canadians. Here in Canada.
We are at war with an ideology that wishes to wipe out and destroy us and everything we stand for.
They wish to replace Canada with an Islamic state and Sharia law, forcing everyone to convert to Islam or be killed.
I’m not making this up. They’ve told us.
If we want to save Canada, we need to stand up against them. We need to speak up against them.
We need to be contacting our elected officials and telling them that they need to save Canada.
We have to be united. Right now, we cannot let things like our opinion on the war divide us. If we do, Islam will win.
We have to focus on coming together.
As Canadians.
To fight for our country.
Canada.
The Canada we were born in or chose to come to.
The Canada we helped to build.
The Canada we know and love.
The Canada we need.
I am Canadian.
And I will not stay silent or stay still while my Canada is destroyed.
Bitmeth retweeted
Introducing Adaptive Computer.
We put AI inside of an always-on personal computer that it uses to get work done.
Schedule agents. Create software. Automate anything.
As part of the launch, we’re giving one free month of Adaptive to users.
Retweet, like, and comment ‘Adaptive’ to get it.
Bitmeth retweeted
Someone trained a swarm model on 3 years of NBA data and deployed it on Polymarket.
Result: $1.49M.
The interesting part is that he didn’t build a better model.
He built a better crowd.
The system uses MiroFish, an open-source engine that simulates thousands of AI agents, and feeds it raw sports data.
Inputs include:
• Player stat vectors - points, rebounds, assists, eFG%, usage rate across multiple seasons
• Team form metrics - last 10 games, pace, home/away splits, defensive ratings
• Matchup history - head-to-head results, positional mismatches, referee tendencies
• Injury probability models based on medical reports and recovery timelines
• Line movement tracking to detect where sharp money moves before tip-off
Wallet →
polymarket.com/@0p0jogggg
Copytrade →
t.me/PolyGunSniperBot?start=…
MiroFish generates 4,096 simulated agents — analysts, bettors, insiders, oddsmakers.
They argue, form clusters, shift opinions.
Eventually a consensus emerges.
That consensus is fed into a 12-layer transformer model trained on 16,695 historical predictions.
The model compares the swarm consensus with live Polymarket odds.
If the gap exceeds the Kelly threshold, the system enters.
Example:
Lakers priced at 40¢
MiroFish consensus: ~62%
One position: $190,823.
The edge isn’t the data.
Every serious trader has data.
The edge is simulating how thousands of people process that data - before the real crowd does.
🤝 Paid partnership
Bitmeth retweeted
Introducing 𝑨𝒕𝒕𝒆𝒏𝒕𝒊𝒐𝒏 𝑹𝒆𝒔𝒊𝒅𝒖𝒂𝒍𝒔: Rethinking depth-wise aggregation.
Residual connections have long relied on fixed, uniform accumulation. Inspired by the duality of time and depth, we introduce Attention Residuals, replacing standard depth-wise recurrence with learned, input-dependent attention over preceding layers.
🔹 Enables networks to selectively retrieve past representations, naturally mitigating dilution and hidden-state growth.
🔹 Introduces Block AttnRes, partitioning layers into compressed blocks to make cross-layer attention practical at scale.
🔹 Serves as an efficient drop-in replacement, demonstrating a 1.25x compute advantage with negligible (<2%) inference latency overhead.
🔹 Validated on the Kimi Linear architecture (48B total, 3B activated parameters), delivering consistent downstream performance gains.
🔗Full report:
github.com/MoonshotAI/Attent…
Bitmeth retweeted
While the world doomscrolls 15-second TikToks and loses its attention span..
YOU SHOULD CHECK OUT THIS NEW REPO
A Chinese college kid built MiroFish in just 10 days, scored $4M funding and ByteDance just dropped the upgrade that turns it into a prediction monster.
Fourth-year student Guo Hanjiang vibe coded MiroFish: thousands of autonomous AI agents simulating entire societies in real time.
See the details in the post below.
Feed it any news, report, or historical data - watch markets, crowds, and politics react exactly as they would.
GitHub went nuclear, he scored $4M funding from Shanda Group, and Polymarket traders are already printing +$120k+ using his SPX and event simulations.
But long runs had one fatal flaw: agents got amnesia, hallucinations, and context overload.
Classic RAG garbage.
Now the same company behind TikTok (via VolcEngine) just open-sourced the fix:
OpenViking - already at 11.6k+ stars on GitHub.
Repo: github.com/volcengine/OpenVi…
It turns chaotic memory into a clean, structured filesystem:
-> viking://user/memories/ (your habits + past outcomes) -> viking://agent/skills/ (trading and analysis superpowers)
Smart 3-layer hierarchy:
.L0 - 100-token ultra-summary
.L1 - quick overview
.L2 - full details (opened only when needed)
Agents browse folders intelligently instead of dumping everything.
Result:
> No more forgetting crucial facts from the start of a simulation
> Way fewer hallucinations
> Massive API token savings
> Self-updating memory - agents get smarter after every run
MiroFish + OpenViking = absolute nuclear edge for @Polymarket and event prediction.
I will use it for my private bot.
Thousands of agents now run with perfect long-term memory, stay sharp for 100+ steps, and deliver hyper-accurate probabilities.
This combo is about to change the game for anyone trading predictions.
The irony is insane: the company that killed human attention with short videos just gave AI agents eternal, structured, self-evolving memory.
Who’s already running this combo on Polymarket?
Save this.
The real alpha just dropped.
Mind blown: A Chinese quant college student builds an AI swarm engine in 10 days flat, explodes GitHub with 13,000+ stars, and scores $4,000,000 in funding!
Introducing MiroFish is the multi-agent simulator that's revolutionizing predictions for trading, PR, and more.
What is MiroFish?
It's a digital sandbox where thousands of AI agents with individual memories and behaviors interact like a real society.
Feed it any scenario (news leak, policy change, or even a classic novel's missing ending), and it simulates crowd reactions, debates, and outcomes to forecast real-world events.
The Creator's Story:
> In late 2025, fourth-year student Guo Hanjiang coded the core using AI assistants.
> It went viral overnight, landing him 30m Yuan (~$4m) from Shanda Group.
> He ditched the dorm, started a company, and now leads the charge.
Key Applications:
.Trading: Input financial news or reports, watch simulated market panics and price swings for predictive insights.
.PR Testing: Companies/Politics run draft statements to spot backlash and refine messaging.
.Creative Experiments: Loaded a lost-ending Chinese novel, agents role-played characters and generated a logical finale.
.Easy setup: Deploy via Docker in minutes with any LLM API key.
Pro tip: Simulate something wild like Elon Musk tweeting about Dogecoin 2.0 and spawn agent traders, influencers, and investors, generate real-time video clips of the frenzy to test moonshots or crashes risk-free.
Traders are already winning big: Check this one on Polymarket - $120,000+ net profits from spot on SPX 500 bets, powered by MiroFish sims on historical data.
His profile: polymarket.com/profile/%40mo…
For effortless gains, try Kreo copy trading: Auto-mirror pros like him and ride their edges.
Try here: kreo.app/@join
Add his wallet: [0x17559efac103ac7f361be37ec0b93888d4c55aac] to [t.me/KreoPolyBot?start=ref-j…] and start track/copy him.
Repo: github.com/666ghj/MiroFish
Bitmeth retweeted
Perplexity Computer is now on mobile.
Start any task on any device. Manage Computer from your phone or desktop with cross-device synchronization.
Available now for iOS in the Perplexity app. Coming soon to Android.
Bitmeth retweeted
🚨 BREAKING: Someone built a swarm of thousands of AI agents with real memories and personalities and used it to predict the future.
MiroFish is a universal swarm intelligence engine. And the live demos are scarily accurate.
Here is what it actually does:
→ Spins up thousands of autonomous agents simultaneously
→ Each agent has its own memory, personality, and behavior
→ Feeds on real-world data powered by GraphRAG
→ Predicts markets, public opinion, and narrative outcomes
→ Simulates how crowds think before it happens
The live demos are what got people. Scarily accurate is the phrase everyone keeps using.
17,300 stars. +2,907 in a single day.
It's 100% free and open source.
Bitmeth retweeted
As promised, the climate science obliteration has arrived TODAY.
The IPCC's central claims have now been torn apart.
The oceans are not “warming” let alone “boiling.” That claim is false.
The claimed Earth Energy Imbalance is false. It's no different from zero.
Full demolition:
Cohler et al. (2026)
IPCC's Earth Energy Imbalance Assessment is Based on Physically Invalid Argo-Float-Based Estimates of Global Ocean Heat Content
doi.org/10.5281/zenodo.18936…
Press Release:
doi.org/10.5281/zenodo.18943…
Easy-to-Read Summary:
doi.org/10.5281/zenodo.18944…
Bitmeth retweeted
A post about $XMW, but a positive one compared to most people lately. The latest news is the migration from $XMW to $MW (1:1). $MW tokens are convertible to common stock via a sidecar instrument in the event of aquistion or IPO(which is extremely likely). This will have a claim on 12.5% on Morphware common stock.
So in layterms, from a token having no real connection to the company, now we have the ability to have a stake of the company before they get acquired or IPO! That is huge. That is equivalent to you working for OpenAI, having company stock as an employee and hitting the jackpot once they went public.
Things to keep in mind as well, all fud of $MW is False. Simply look at etherscan for full information and only thing worth pointing out is the owner wallet being centralized and changeable tax, outside of that, not your "rugpull" scenario and very normal attributes of a token.
Additionaly, it is 12.5% so doing math:
Lets say, morphware is valued at 1B, and you have 1 million MW tokens.
Also, there is 1.2 billion total supply for MW.
12.5% of $1,000,000,000 = $125,000,000
$125,000,000 ÷ 1,232,922,769 = $0.101 per MW
1,000,000 MW × $0.101 = $101,000
So at a $1B company valuation, 1M MW ≈ $101k.
Now compare it to RIOT in which is 5B, Morpwhare can definitely obtain this.
Lower reward than you would have for $XMW sure if it reached 1 billion market cap. But now, achieving that is actually possible. And the best part, with all the fud, xmw is so cheap, you can offset that deficit like I did to get rid of that higher ceiling to reach and get all the upside.
Lastly, and most importantly, no longer is social arbitrage the main aspect of the tokens performance, it is up to how the company does as a business. Finally we dont need to deal with the constant fudding that can cause the token to go down and now, we can sit back, relax and let the team do their thing and we get a piece of that pie. This clean slate was the perfect answer and to everyone who is gone from the project(mostly the crypto maxis), best of luck, but this project was always meant to be treated as a traditional company with a stock, not a crypto token.
Bitmeth retweeted
OK, this is nuts.
In Sept 2023, geophysicists over the world started monitoring an odd signal coming from the ground under them.
It was recorded in the Arctic, then Antarctica - then everywhere, every 90 seconds, regular as a metronome - for NINE DAYS.
What the HELL?
1/
Bitmeth retweeted
🚨Nobody wants to hear this but it needs to be said.
> Scientists just copied a fruit fly's brain into a computer. Neuron by neuron. No training data. No machine learning.
> It woke up and started walking. No one taught it to walk. No one trained it. No gradient descent. It just... knew what to do.
A fruit fly brain has 140,000 neurons.
A human brain is around 86,000,000,000.
And we've gotten really good at scaling.
Meaning with this proof, the first digital human won't be built by OpenAI. It'll be copied from someone who's already alive.
Your consciousness is software. And someone just proved it can be copy-pasted.
Start your day with that.
There's a fruit fly walking around right now that was never born.
@eonsys just released a video where they took a real fly's connectome — the wiring diagram of its brain — and simulated it. Dropped it into a virtual body. It started walking. Grooming. Feeding. Doing what flies do.
Nobody taught it to walk. No training data, no gradient descent toward fly-like behavior. This is the opposite of how AI works. They rebuilt the mind from the inside, neuron by neuron, and behavior just... emerged. It's the first time a biological organism has been recreated not by modeling what it does, but by modeling what it is.
A human brain is 6 OOM more neurons. That's a scaling problem, something we've gotten very good at solving. So what happens when we have a working copy of the human mind?
Let me explain what just happened, because I don’t think people realize how INSANE this is.
> Cortical Labs put 200,000 real human brain cells onto a silicon chip and trained them to play Doom in just one week.
> Each CL1 system costs $35,000.
> A rack of 30 units consumes only 850–1,000 watts combined.
> The human brain operates on 20 watts.
> Large AI training clusters burn through megawatts.
>Backed by In-Q-Tel.
115 units began shipping in 2025.
> Cortical Labs is selling “Wetware as a Service” through Cortical Cloud, letting developers deploy code remotely to living human neurons with no lab required,
> priced like a software subscription but powered by real brain cells grown from adult skin and blood samples.
> it isn’t about gaming, it’s about biological computing that could eventually outperform traditional silicon in energy efficiency and adaptability.
This is getting really scary and we’re still at the very beginning.
Bitmeth retweeted
Today, we're introducing Spectre I, the first smart device to stop unwanted audio recordings.
We live in a world of always-on listening devices.
Smart devices and AI dominate our world in business and private conversations.
With Deveillance, you will @be_inaudible.
Bitmeth retweeted
WE DID IT!
We have merged new real-time AI fine tuning on the Apple M4 chip with an OpenClaw agent!
IT NEVER FORGETS NOW! EVER!
“In this article, I’ll explain why real-time fine-tuning is a massively big deal—potentially transforming industries, personalizing AI at an unprecedented scale, and democratizing advanced machine learning.”—Mr. @Grok CEO, Zero-Human Company
No complexity. No accident.
10/10 was caused by irresponsible marketing campaigns by certain companies.
On October 10, tens of billions of dollars were liquidated. As CEO of OKX, we observed clearly that the crypto market’s microstructure fundamentally changed after that day.
Many industry participants believe the damage was more severe than the FTX collapse. Since then, there has been extensive discussion about why it happened and how to prevent a recurrence. The root causes are not difficult to identify.
⸻
What actually happened
1.Binance launched a temporary user-acquisition campaign offering 12% APY on USDe, while allowing USDe to be used as collateral with the same treatment as USDT and USDC, and without effective limits.
2.USDe is a tokenized hedge fund product.
Ethena raises capital via a so-called “stablecoin,” deploys it into index arbitrage and algorithmic trading strategies, and tokenizes the resulting fund. The token can then be deposited on exchanges to earn yield.
3.USDe is fundamentally different from products such as
BlackRock BUIDL and Franklin Templeton BENJI, which are tokenized money market funds with low-risk profiles.
USDe, by contrast, embeds hedge-fund-level risk. This difference is structural, not cosmetic.
4.Binance users were encouraged to convert USDT and USDC into USDe to earn attractive yields, without sufficient emphasis on the underlying risks. From a user’s perspective, trading with USDe appeared no different from trading with traditional stablecoins—while the actual risk profile was materially higher.
5.Risk escalated further as users:
•converted USDT/USDC into USDe,
•used USDe as collateral to borrow USDT,
•converted the borrowed USDT back into USDe,
•and repeated the cycle.
This leverage loop produced artificial APYs of 24%, 36%, and even 70%+, widely perceived as “low risk” simply because they were offered by a major platform. Systemic risk accumulated rapidly across the global crypto market.
6.At that point, even a small market shock was sufficient to trigger a collapse.
When volatility hit, USDe depegged quickly. Cascading liquidations followed, and weaknesses in risk management around assets such as WETH and BNSOL further amplified the crash. Some tokens briefly traded near zero.
The damage to global users and companies—including OKX customers—was severe, and recovery will take time.
⸻
Why this matters
I am discussing the root cause, not assigning blame or launching an attack on Binance. Speaking openly about systemic risks is sometimes uncomfortable, but it is necessary if the industry is to mature responsibly.
I expect there may be significant misinformation and coordinated FUD directed at OKX in the near future. Even so, speaking honestly about systemic risk is the right thing to do—and we will continue to do so.
As the largest global platform, Binance has outsized influence—and corresponding responsibility—as an industry leader. Long-term trust in crypto cannot be built on short-term yield games, excessive leverage, or marketing practices that obscure risk.
The industry needs leaders who prioritize market stability, transparency, and responsible innovation—not a winner-take-all mentality where criticism is treated as hostility.
Crypto is still early.
What we choose to normalize today will determine whether this industry earns lasting trust—or repeats the same mistakes again.
Bitmeth retweeted
Dear Elon (@elonmusk, @SpaceX, @grok),
My name is Brandon Titus (@TheBrandonTitus) and I’m writing this with a heavy heart and a sliver of hope, knowing it’s a longshot for you to even see it amid everything on your plate. But as the creator of Grok (who helped draft this), you know better than anyone how AI can amplify voices that might otherwise go unheard. If there’s any “inside track” or way to bump this up—maybe through xAI channels or your team—I’m begging for that edge, because this is the most important request I’ve ever made. Once my dad’s gone, there’s no second chance.
He’s 67, fought liver cancer for five grueling years since retiring, and now his health is fading fast. He hasn’t been the same since the July 4th floods, which wiped out everything including my family’s home and my father’s motorhome. I swam through raging waters to pull him off the roof of my tool shed. My sister relocated him to Marble Falls so she could aid with his medical care while my wife and I rebuild our house for us and 5 or our 7 children that still live at home.
My father has always been rocket-obsessed, from my earliest childhood memories of him explaining launches to me and the two of us building / launching Estes Rockets of all sizes. Then you come along and single handedly saved our nations freedom of speech and seared your name in my father’s heart. You’re one of few people he’s ever held in such high regard. When you caught that first booster, he was transfixed, grinning ear-to-ear like I hadn’t seen in years. Heck, He started an X account solely to keep up with and track SpaceX milestones; it’s been his brightest light through the cancer battles. I never thought I’d see him integrate with technology.
His final lap is weighing heavy on me and memories are my top priority. He has 1 desire (His only bucket list item): Seeing a launch live. Starbase in Texas would be perfect—we’re close, and I can get him there. But with no dates on the near calendar, I’d scrape together funds, I’d even take a second mortgage if needed for Florida, it’s that important. I will figure out the finances if there’s any way you could make it personal—a meet-and-greet, or even just a quick video message—it’d be priceless. His birthday is coming up on February 6. I’m not confident hell see another one.
Honestly Elon, you’re building the future Dad’s always dreamed of. I would be forever grateful if you were able to help me make this memory happen. If there’s any chance this makes hits your radar, know that there couldn’t be a better man for this to happen to. His name is Michael Titus!
DM, reply or anything
Deepest Regards,
🤞🏻 Brandon Titus









































