Max Aptilon 🇺🇦

quant trading % defense tech {}

[Clément Molin @clement_molin]

Comment suivre la guerre en Ukraine 🇺🇦🇷🇺 soit-même ?

Oubliez Liveuamap, oubliez l'ISW, oubliez les médias traditionnel, il est ici question des véritables outils accessibles gratuitement !

Les outils en sources ouvertes pour suivre la guerre en Ukraine :

🧵THREAD🧵1/22 ⬇️

[Smart Arbitrage @smart_arb_]

We’ve just launched live tracking on our platform

You can now monitor our trading setup and each strategy separately in real time - including performance, activity, and ongoing execution directly from the dashboard

If you’d like to get access, feel free to contact us via DM

[Smart Arbitrage @smart_arb_]

We applied a Martingale strategy to Polymarket's BTC 15-min candle markets. Here's how it works, what the data shows, and whether it's actually profitable. 🧵 [1/12]

[Smart Money Crypto @Smart_Money]

🇩🇪 20 Jahre null Steuern für Ausländer - die Türkei klaut Berlin und Brüssel gerade die Zukunft weg.

Gestern hat Ankara das wohl aggressivste Steuer-Paket der Welt vorgestellt. Wer in den letzten drei Jahren nicht in der Türkei steuerlich gemeldet war, kann sich jetzt niederlassen und zwei Jahrzehnte lang null Steuern auf ausländische Einkommen und Kapitalgewinne zahlen. Nur was du IN der Türkei verdienst, wird besteuert. Alles andere - dein Trading-Konto in Singapur, deine US-Aktien, dein Bitcoin-Stack, dein Mieteinkommen aus Spanien - bleibt unangetastet.

Erbschaft auf 1% gedrückt. Asset-Rückführung mit Ultra-Niedrig-Steuern. Exporteure zahlen runter auf 9% Unternehmenssteuer. Multinationale Konzerne kriegen rote Teppiche für regionale Sitze.

Das Paket heißt "Türkiye Century Strong Center for Investment". Erdogan will die goldene Kundschaft, die gerade aus Dubai abwandert, weil der Nahe Osten zu instabil wird. Und er will europäische Talente, die langsam aber sicher die Schnauze voll haben von Detuschland-Bürokratie und Berliner Finanzämtern.

Auf X läuft schon der Begriff "Sovereign Individual thesis". Eines der aggressivsten Investor-Relocation-Pakete der Welt. Kapital hat keinen Pass. Es geht dahin, wo es willkommen ist. Andere fassen es trockener zusammen: EU würgt Unternehmer ab, Millionäre fliehen aus dem Golf, Türkei sagt: Halt mal mein Raki.

Schau jetzt nach Deutschland.

Ich rede seit Monaten über das strukturelle Problem dieser Generation. Der 26-Jährige, der heute Software schreibt. Die 31-Jährige, die ihre Agentur nach drei Jahren Wachstum auflöst, weil das Finanzamt mehr nimmt, als sie selbst zum Leben braucht. Der Trader, der 26% Abgeltungsteuer auf jeden Cent Gewinn rechnet und sich fragt, wofür er morgens aufsteht.

Diese Leute sind nicht mehr ortsgebunden. Sie sind digital. Mobil. Sie können in 48 Stunden ihren Schreibtisch von München nach Istanbul, von Frankfurt nach Lissabon, von Hamburg nach Dubai verschieben.

Und Deutschland tut so, als wären das Verräter. Dabei sind das die Leistungsträger von morgen. Steuerzahler, die keine sein wollen, wenn der Staat nicht liefert.

Du baust hier ein Unternehmen auf? Wir nehmen die Hälfte von deinem Gewinn weg.
Du verdienst gut als Angestellter? Über 50% Grenzbelastung inklusive Soli und Sozialabgaben.
Du erbst was von deinen Eltern? Bitte zahl Erbschaftsteuer in voller Höhe.
Du willst dein Geld investieren? 26,375% auf jeden Cent Gewinn.

Ankara antwortet: Komm her. Wir nehmen für 20 Jahre null Cent von deinem ausländischen Einkommen. Erbschaft? 1%. Wenn du Exporteur bist, kürzen wir deine Unternehmenssteuer auf 9%.

Wer heute studiert oder seine erste Million baut, hat eine Wahl, die seine Eltern nicht hatten. Der Pass entscheidet nicht mehr über das Leben. Die Steuerresidenz tut es. Und die kann man wechseln.

Dubai war zehn Jahre lang der Magnet. Jetzt wackelt der Nahe Osten, und Erdogan greift sich die nächste Welle. Istanbul hat den Bosporus, eine Tech-Szene, die seit Jahren wächst, Lebenshaltungskosten, die ein Bruchteil von London oder Zürich sind, und ab jetzt eben das aggressivste Steuer-Setup zwischen Singapur und der Karibik.

Die deutsche Politik wird sagen: Das ist Steuerdumping. Sie hat sogar recht. Aber Recht zu haben hilft dir nichts, wenn deine besten Köpfe gerade ihren Mietvertrag in Berlin kündigen.

Ich bin schon weg. Aber ich sehe jeden Monat, wie viele Leute aus meinem Umfeld ernsthaft anfangen, sich die Fragen zu stellen, die die Politik immer noch ignoriert.

Wo arbeite ich noch wirklich freiwillig? Wo will ich meine Kinder großziehen? Wo wird das Geld, das ich mir hart erarbeitet habe, nicht behandelt wie ein Selbstbedienungsladen für die Politik?

[Drone Wars @Drone_Wars_]

The new Ukrainian drone "Minotaur", which operates on LTE communication by connecting to the towers of mobile operators, has a claimed flight range of up to 25 km. It also has a target capture system on board.

[Nav Toor @heynavtoor]

🚨 Hedge fund managers are going to hate this. Someone just open sourced a system that does their entire job.

30.5% annualized returns. $0 in fees.

It's called TradingAgents.

Not one AI agent. An entire simulated trading firm. Analysts, researchers, traders, and risk managers. All AI. All arguing with each other before making a single trade.

No Bloomberg Terminal. No $50K data feeds. No MBA required.

Here's what's inside this thing:

→ 4 AI analysts scanning financials, news, social sentiment, and technicals
→ A Bull and Bear researcher that literally debate each other
→ A trader that synthesizes every argument into a final call
→ A risk management team that can veto any trade
→ A fund manager that approves or rejects execution

Here's the wildest part:

It beat every traditional trading strategy they benchmarked. Cumulative returns. Sharpe ratio. Max drawdown. All of them.

Hedge funds charge 2% management + 20% performance fees for this exact workflow. This is free.

100% Open Source.

[Aurelien @Aurelien_Gz]

vibe coders reading this:

[Ondo Finance @Ondo]

https://t.co/BLSoCBnddf

[Max Aptilon 🇺🇦 @max_aptilon]

@DefenseTrends @AmericanRobotic @masa_0083 I am curious to see how this would counter shahed with jet engine with flying 400kmh

[Max Aptilon 🇺🇦 @max_aptilon]

@neros_tech How many Russians your FPV killed ?
We have products in Ukraine that destroy batalion per day…. If your fpv is not battle tested it’s useless. I doubt your EW resistance , distance are even close to what we have in Ukraine…

[Max Aptilon 🇺🇦 @max_aptilon]

@neros_tech 😂😂😂 joke

[Max Aptilon 🇺🇦 @max_aptilon]

@USDai_Official Can’t wait to short this shit :))

[Tathvam-asi @tathvamasi6]

‼️ 🚨 NOT FOR THE WEAK HEARTED

What a view. Camera fitted to a Mountain Goat. Not AI.

[Ambar @Ambar_SIFF_MRA]

Modern marriages are simply not worth it for men

[tervelix @tervelix]

I don't want hyperliquid people to lose in the long term, so I'm going to explain what @Lighter_xyz actually enables.

"Ok it uses ZK proofs so what?"

When we hear "ZK proofs" we should question: What is actually being proved?

Please bear with me. 👇

Standard ZK-Rollups/Validiums usually prove only the settlement. EG:

>> Alice had 10 ETH, Bob had 0. Alice sent 1 ETH to Bob. Now Alice has 9, Bob has 1. The signatures are valid. <<

That's it. They DON'T prove what happened during the exchange.
--> How the trade happened?
--> Did the exchange match Alice with the best price?
--> Did they let a bot jump in front of her?
--> Did protocol counter traded her?

You have to trust the exchange's matching engine for this, which almost always runs off-chain like a black box.

However Lighter's ZK Circuit is designed to prove entire execution logic.

Circuit proves that the matching engine followed the exact rules of the order book. Proof says:
--> Alice's buy order arrived at xx:xx.
--> The best sell order was Bob's at $000.
-->The engine matched them correctly.
--> No other order existed that could have given Alice a better price.

If the Lighter sequencer tries to skip your order or give you a bad price, it becomes mathematically impossible to generate the proof.

On the other side:

- Hyperliquid's 24 validators have absolute power over the protocol. EG:
>> They literally forced a market rollback on the JELLY pair to save the insurance fund (I find it as a wise move btw). That is how "trusted setup" works.

- Because Hyperliquid is on its own chain, there is no "higher court" to appeal. If the Hyperliquid validators agree to censor a user or halt the chain, the user cannot escape to Ethereum because the assets are locked on the Hyperliquid chain itself, or the bridge which operated by same stack.

Lighter's "single sequencer" cannot steal funds or fake trades because Ethereum L1 verifies the ZK proof.

I liked this court explanation so i am gonna stick with it.

Ethereum doesn't run the exchange nor exchange is running on the Ethereum. It just acts as the Supreme Court Judge.

- Lighter executes thousands of trades (or cancelletion) off-chain, on their own fast servers, to give you instant speed. This is similar to other exchanges.

- Lighter's servers run this ZK math - circuit that basically summarizes all those trades into a tiny cryptographic receipt, the ZK proof. Let's call it just proof.

- Lighter sends this proof to a smart contract on Ethereum.
- This contract has a specific function which runs a mathematical check.
- It just can passes or fails. It's bianary, no abstain outcome or other outcome can come. Pure math. 2+2=4, yes or no?

- If the proof is valid, which is the happy scenario, Ethereum updates the balances which are written on the smart contract. EG:
>> Tervelix has 1234 $ABC

- If the proof is invalid (e.g., the sequencer tried to cheat you), which is the sad scenario, Ethereum rejects the transaction entirely.
- The Ethereum smart contract calculates 2+2=5 -> FALSE. The transaction is rejected entirely. The state of the exchange on Ethereum does not update. The hacker/sequencer cannot move the funds because the judge refused to sign off on the new balance. The chain effectively halts rather than accepting a lie.

What if the sequencer just stops processing your withdrawal or shuts down the website?

- Since the Lighter smart contracts live on Ethereum L1, you don't need the Lighter website.ü

- You can call a function directly on the Ethereum contract (Force Withdrawal).

- If the sequencer ignores this request for a set time (e.g., 24 hours), the contract enters "Exodus Mode."

- This allows users to withdraw their funds directly from the Ethereum bridge contract using the proof, which you can generate yourself because the data is public, directly on Ethereum, not any other DA layer.

You don't trust the Lighter team to be honest. You trust the code, which you can read, and Ethereum, which is the worlds most secure network.

Feel free to verify on @l2beat

[Polyfactual @polyfactual]

https://t.co/2k7cEq111J

[shaunda devens @shaundadevens]

https://t.co/73wOpcxGK6

[Matthias Schmidt @eurofounder]

Just found out my wife is dating someone else

I asked who is he

She said his name is Karl and he is a "freelance startup consultant"

I lightened up, took a sip of my cappuccino and looked directly into her eyes

"Is he registered with the German Chamber of Commerce?" I asked

She went quiet

I pulled his LinkedIn

No VAT number in the bio

I confronted him directly over text

He said "hey bro I just do small projects on the side"

I reported him to the tax authority that same night

I have no problem with my wife having multiple boyfriends

But I refuse to let my family be associated with someone operating outside the legal framework

I can tell my wife looks at me differently now

She knows who the real man of the house is

[Max Aptilon 🇺🇦 @max_aptilon]

@eurofounder Man you are a legend. Literally most sarcastic guy on X !:))))

[True market Leader @TmarketL]

Price action and volume