🐦 Researcher Lucio Arese is turning bird communication into structured visual data.
What we hear as random birdsong may actually follow hidden patterns — signals that repeat, cluster, and interact over time.
When sound becomes data, hidden communication starts to look readable.
This isn't just bird research. It's a glimpse at how AI could one day help decode non-human language.
#AI #BirdSong #MachineLearning #FutureTech
decent guide on prompts and automation if you ignore the marketing headline with the million dollars. the actual mechanics (connectors + memory + loop) are something you could realistically set up yourself
46% win rate is basically a coin flip lol. the $81k isn't from being right, it's from skimming spreads a few thousand times a day. this is arb, not alpha. still slaps as an engineering flex tho
🚨 Un Dev conectó Claude 5 a Polymarket y la IA generó +$81,000 USD en 54 días
Aqui te va la arquitectura detrás del bot QUANT con Claude fable 5 y la lógica es ridículamente eficiente:
▪️25,511 operaciones en menos de dos meses.
▪️+$1,500 USD de beneficio promedio diario.
▪️Tasa de acierto de solo el 46%.
¿Cómo ganas $81k fallando más de la mitad de las veces? Con un modelo de market-making enfocado únicamente en contratos cortos Up/Down de cripto
▪️Detecta cuando el precio de un lado del contrato se disloca respecto al mercado real
▪️Acumula el lado barato
▪️Completa la posición en cuanto la contraparte baja de precio
La curva de equidad del sistema se construye acumulando pequeños spreads miles de veces al día:
▪️Entrada de $1,277 ➔ Salida de $2,516 (+$1,239)
▪️Entrada de $1,059 ➔ Salida de $2,205 (+$1,146)
▪️Entrada de $1,372 ➔ Salida de $2,487 (+$1,115)
La IA monitorea las ventanas de arbitraje, rota el inventario sin sesgo emocional y cierra la brecha antes de que el mercado se equilibre
¿Creen que los métodos manuales en mercados de predicción tienen los días contados frente a estos agentes autónomos?
Los leo en los comentarios 👇
MADE $4K IN A MONTH FIXING CLASSMATES' THESES WITH CLAUDE 📚
Started when a guy in my program asked me to "just look over" his methodology section. Nothing wrong with it technically, it just read like garbage. Run-on sentences, no structure, said the same thing three different ways.
I ran it through Claude, asked it to flag where the argument fell apart and where the writing got repetitive. He rewrote every paragraph himself. I just kept pointing at the problems.
Charged him $15 for that one section. Week later I had 6 people waiting. A month in, 40+ students across three departments were paying for this.
I never wrote anything for anyone. Built a process instead: they send a draft, Claude flags the logic gaps and weak arguments, they fix it themselves, I check the final version reads clean.
Turns out nobody actually wanted "write this for me." What they wanted was someone to tell them why their advisor was going to reject it.
Went from $15/hr to $60/hr in two months because people could see it working in their defense.
The $4k wasn't some prompt hack. Most students genuinely can't structure their own arguments, and they're too scared to pay someone to "write it" but they'll happily pay for "tell me what's broken." Thats just insane!
@kv1nsiii Nobody factors in that subscriptions scale with usage while the box doesn't heavy users already pay way more than $20/mo, and that Mac mini hits $0 per query forever. The bet is that your usage stays flat. It never does bro
THEY FOUND A WAREHOUSE OF 40,000 OLD PHONES IN NORTHERN CHINA. THEY DON'T MAKE CALLS. THEY THINK.
Rows of shelving stacked with cheap, secondhand smartphones — bought for pennies off resale markets, cracked screens, dead SIM cards, models nobody's sold in years. Officially it's "a mobile app testing farm." In reality, every one of these near-worthless devices runs micro-fragments of a model's training 24/7 — a model that's registered nowhere.
Word is one guy built the whole thing by himself. Old hardware, disposable, easy to replace, easy to hide in plain sight. Each unit holds 0.0001% of a "brain." Together, they add up to something that already writes code, recognizes faces, and holds conversations better than half the chatbots on the market.
No one has ever seen the owner. The electricity bill is paid by a crypto wallet that receives transfers from three different countries every month.
The question isn't how much it cost. The question is - what this thing has already learned to do, and why nobody's talking about it.
Introducing new era of InfoFi - Mindo AI
Claim your scored Social Card, collect Points, and share the current $190,000 USDT prize pool
https://t.co/770dGl2Df2
More info below 👇