Devvi 247

wszystko co postuje to zart, kocham ludzi i nie chce nikomu robic krzywdy

[Sharbel @sharbel]

> you pay $20 a month for Claude
> you type questions and read answers
> you've used maybe 10% of it
> the other 90% doesn't look like a chatbot
> it looks like a sparring partner, an interviewer, a red team
> Claude will argue against your own decisions
> build the strongest case for why you're wrong
> ask you 10 questions before writing a single word
> most people use it to confirm what they already think
> you're paying for a mirror when you bought a scalpel
> here's what the other 90% actually does:

[🅿️ @the_P_God]

Marketing girlies watching their entire career evolve before their eyes

[Archive @ArchiveExplorer]

"Claude usage limit reached. Your limit will reset at 7pm"

every. fucking. day.

was about to pay $200 for Max. then I read this article

98.5% of tokens - wasted

you're not paying for answers. you're paying for Claude to re-read its own homework 30 times

spent months blaming Anthropic for being greedy. turns out the problem was how I write prompts

5 minutes of reading

basic plan now handles more than my old Max

[Om Patel @om_patel5]

I taught Claude to talk like a caveman to use 75% less tokens.

normal claude: ~180 tokens for a web search task

caveman claude: ~45 tokens for the same task

"I executed the web search tool" = 8 tokens
caveman version: "Tool work" = 2 tokens

every single grunt swap saves 6-10 tokens. across a FULL task that's 50-100 tokens saved

why does it work? caveman claude doesn't explain itself. it does its task first. gives the result. then stops.

no "I'd be happy to help you with that." no "Let me search the web for you" no more unnecessary filler words

"result. done. me stop."

50-75% burn reduction

with usage limits getting tighter every week this might be the most practical hack out there right now

[Operator Taczki @operator_taczki]

Przecież ten spiker właśnie przychodzi z tą nutą do historii niczym ten z Lublina z 1.09.2007 czy ten z Hali Oliwia z 19.01.2007
#BetonowyTwitter
#MotorowyTwitter

[AdiiX @adiix_official]

> Baron Trump
> 2006: ~ $5
> 2026: ~$150 million

> Claude Bot
> $300 → $2.4M

> me after reading the guide and staying up all night
> $5 → $25

[Jason Luongo @JasonL_Capital]

You could buy 100 shares of $AMZN right now for $20,700.

Or you could buy the $200 call LEAP expiring January 2028 for $5,200. Same 100 shares of exposure. 75% less capital. Nearly two years of runway.

The trade:
Strike: $200
Expiration: January 21, 2028
Premium: ~$52.00 per contract
Breakeven: $252

If $AMZN hits $280, this LEAP returns ~54%
If $AMZN hits $300, this LEAP returns ~92%
If $AMZN hits $350, this LEAP returns ~188%

Buying 100 shares at $207 and watching it hit $350 is a 69% return. The LEAP nearly triples that.

Why I like the setup:
- AWS powering both OpenAI ($138B cloud commitment) and Anthropic ($8B investment)
- $200B capex in 2026, the majority going to AI infrastructure
- Analyst consensus target: $280. Barclays at $300. Wells Fargo at $304.
- Stock is down 20% from its November highs
- 668 days to expiration gives the thesis time to play out

The most I can lose is the $5,200 premium. The upside is multiples of that.

Important: I also own shares of $AMZN. LEAPs are one tool inside my system, not the whole strategy. The core is long-term equity holdings and selling options for income. LEAPs are for selective, high-conviction moments when conditions align.

NFA DYOR

[Antonio Linares @alc2022]

I went long $AMD at $4.2 a decade ago. Chiplets were going to be the foundation of modern compute.

I was right.

$IBRX feels the same way now but in biotech.

$IBRX Anktiva is not just a fusion protein complex. It is an OS for the human immune system.

[Robert Ditrych @rditrych]

🚨 #BenefitSystems właśnie odwołał Cele wynikowe na 2027 rok...

... by wskazać jeszcze lepsze!

Grupa po przejęciu w Turcji w jeszcze lepszej formie.
💪🏃‍♀️🏋️‍♂️ Nie da się nie lubić takiej firmy.

Przeliczając szybko:
• środek przedziału docelowego EBIT'2027 został podniesiony właśnie o ponad 320 mln PLN (do 1.37 mld PLN) tj. o ponad 30%(!).
• to ok. 6% powyżej aktualnych estymacji rynku.
• realizacja takich założeń zbliżyłaby wynik EBITDA Benefit do granicy 2 mld PLN.

[Couch @papa_couch]

M1 - you read news. You trade on gut feeling. Win rate 44%. Slow bleed.

M2 - three formulas. EV. Kelly. Base rate. Win rate 58%. You stop losing.

M3 - Random Forest. 100 trees. 38 features. Win rate 72%. First real edge.

M4 - 10,000 simulations. CI [87.3%, 91.8%]. Not luck. Proven edge.

M5 - XGBoost. 330 trees. Loss 0.891 → 0.094. Win rate 89.6%. Verified on 1,870 real trades.

M6 - RL agent. 50,000 iterations. Trades 24/7. Learns from every move.

You're no longer in the equation...

[Nav Toor @heynavtoor]

🚨Someone just open sourced a computer that works when the entire internet goes down.

It's called Project N.O.M.A.D.

A self-contained offline survival server with AI, Wikipedia, maps, medical references, and full education courses.

No internet. No cloud. No subscription. It just works.

Here's what's packed inside:

→ A local AI assistant powered by Ollama (works fully offline)
→ All of Wikipedia, downloadable and searchable
→ Offline maps of any region you choose
→ Medical references and survival guides
→ Full Khan Academy courses with progress tracking
→ Encryption and data analysis tools via CyberChef
→ Document upload with semantic search (local RAG)

Here's the wildest part:

A solar panel, a battery, a mini PC, and a WiFi access point. That's it. That's your entire off-grid knowledge station. 15 to 65 watts of power. Works from a cabin, an RV, a sailboat, or a bunker.

Companies sell "prepper drives" with static PDFs for $185. This gives you a full AI brain, an entire encyclopedia, and real courses for free.

One command to install.

100% Open Source. Apache 2.0 License.

[Horusaur 🇵🇱 @kryptodinozaur]

Mijają 2 miesiące od kiedy pisałem o złocie. Zjechaliście mnie jak burą sukę. Tymczasem widzę coraz więcej podobnych założeń. Mineły tylko 2 miesiące

[PolyArbiter @PolyArbiter]

34,000 people bookmarked a thread on how to build a Polymarket bot.

Less than 1% will actually get one running.

Not because the strategy is hard. Kirill explained it perfectly. Buy both sides.
Scalp the spread. Hold to resolution.

Because the infrastructure to execute it 200+ times per day without a single failed transaction is something you don’t learn from a thread.

Private RPC nodes. Custom transaction routing. Sub-400ms execution on every candle. 24/7.

We already automated all of this and it’s free to use. Set your parameters and run.

[Rony @Ronycoder]

Instead of watching Netflix for 2 hours, watch this guy explain why some people become successful while others stay average.

[Xivy @xivy0k]

Bro this guy is printing money selling a free diabetes ebook

found a store called "diabetes notes" 130 ads running, been seeing them for 6 months straight, 50k visitors a month on their site.

completely faceless. grabs recipes from tiktok, films his physical book, but it's actually a digital ebook. sells it for $0 upfront then stacks upsells and shipping fees behind it.

now here's where it gets interesting.

i think this is the same person running the photography store and the risen art store. found around 10 stores with the exact same design, same funnel structure, same offer just dropped into a different niche each time. all of them running hundreds of ads for 6+ months.

if it's one guy the strategy is just: pick a niche, build an ebook, set up the funnel, repeat. that's it.
or people are just copying the model and jumping into new niches. either way someone is eating.

the product almost doesn't matter. digital products work in every niche right now. health, art, photography, fitness same playbook, different audience.

if you're sleeping on this you already know what to do.

[Chris Ray @itschrisray]

When uplisting? 🤔 $KRKNF

[Yiannis Zourmpanos @yianisz]

Let me explain why I believe $AEHR is one of the most underappreciated choke points in the entire AI infrastructure stack..

As silicon photonics scales into CPO and 1.6T, power density is exploding. These chips run so hot and so hard that even a single failure can take down an entire GPU rack.

That’s not acceptable at hyperscale.. So before any of these optical ICs ship, they must go through extreme stress testing, basically pushed to their limits for hours to eliminate early failures..

This is where AEHR comes in. Their FOX-XP system can deliver up to 3,500 watts/wafer, which is exactly what these next-gen photonics chips require during burn-in. Without that level of testing, manufacturers simply can’t guarantee reliability at scale. And without reliability, there is NO deployment.

What’s interesting is that AEHR doesn’t compete with $COHR, $LITE, $AAOI, or even $TSEM it sits underneath all of them. Every CPO system, every optical engine, every high-power SiPho chip ultimately needs to pass through this qualification step.

That makes AEHR less visible but structurally tied to the entire ecosystem.

[0xMarioNawfal @RoundtableSpace]

STEP BY STEP TUTORIAL ON HOW TO BUILD A CLAUDE POLYMARKET BOT

[Kirill @kirillk_web3]

Claude Bot on Polymarket — Full Guide

The same setup turned $1,000 into $1.5M.

2 hours.
Nothing complicated.

Bookmark this so you don’t lose it.