med is

Quant Trading Systems Developer • Web Automation & Scraping • AI & LLM Systems • Offensive Security • Developing local LLMs

[med is @medismera]

@dark_coderz go

[Karoline Gosling @KarolineGosling]

Andrew Tate was absolutely right.

All women are prostitutes in a way, some just have only one customer and call it marriage

[med is @medismera]

@WikiLeaksQ هل هذا فيديو حقيقي ام مزيف @grok

[World of Statistics @stats_feed]

🚗 Volkswagen factory in Germany vs China

Labor cost per hour
🇩🇪 Emden: €74
🇨🇳 Tianjin: €12

Annual working hours per worker
🇩🇪 Emden: 1,282
🇨🇳 Tianjin: 2,065

Sick leave rate
🇩🇪 Emden: 10.5%
🇨🇳 Tianjin: 1.0%

Cars built per employee per year
🇩🇪 Emden: 29
🇨🇳 Tianjin: 51.3

Factory cost per vehicle
🇩🇪 Emden: €4,850
🇨🇳 Tianjin: €1,078

Electricity cost per kWh
🇩🇪 Emden: €0.15–0.23
🇨🇳 Tianjin: €0.06–0.10

Source: BILD, Deutsche Welle (September 2026)

[med is @medismera]

@Kishan_Devani_ CachyOS is the absolute best. I've tried all the Linux distributions.

[med is @medismera]

@DenisCerednice1 Posting is better than just lurking

[med is @medismera]

Why does a company like Starlink need permission from every country before it can operate there?
And why is Elon Musk currently in a public fight with India over this exact issue?
Satellites orbit the Earth and can technically beam signals over almost any territory. But selling and operating a service inside a country is a different matter. The main reasons are technical and regulatory, not just political:
Spectrum: Satellites use specific radio frequencies. Each country controls how those frequencies are used within its borders to prevent interference with other networks. Even when frequencies are coordinated internationally through the ITU, commercial use still requires approval from the local regulator.
Sovereignty and security: Most governments treat communications infrastructure as a matter of national sovereignty. They typically require security clearances, lawful interception capabilities, and sometimes data localization or the ability to restrict the service.
Service license and landing rights: Offering internet inside a country is regulated as a telecommunications service. Without an official license, the company cannot legally sell hardware or activate service. Terminals are usually geofenced so they won’t work in unlicensed countries.
This framework applies to any satellite operator, not just Starlink.
The India case shows how this process can turn into a public dispute.
Starlink has been trying to enter India since 2021. It received a GMPCS license from the Department of Telecommunications in June 2025 and authorization from the space regulator IN-SPACe in July 2025. However, those two approvals are not enough to start commercial service. Two things are still missing:
Security clearance from the Ministry of Home Affairs.
Spectrum assignment, which only comes after the security review is completed.
Importantly, Starlink is not the only company in this situation. Two other operators that received the same type of license are also waiting for security clearance and spectrum: Jio Satellite (part of Ambani’s Reliance group) and Eutelsat OneWeb (backed by Bharti).
In October 2026, Elon Musk publicly expressed frustration. He accused “oligarchs” of blocking Starlink to protect their monopoly, then specifically named Mukesh Ambani and asked, “Is Ambani the real boss of India?” He later posted a sarcastic message addressing him as “Prime Minister Ambani.”
The Indian government responded that its framework is fair and non-discriminatory, that all three licensed companies are at roughly the same stage, and that commercial launch will happen once security conditions are met and spectrum is assigned.
In short: the need for a license is not a formality. It is tied to spectrum use, national sovereignty, and security requirements. In India’s case, the basic license exists, but security clearance and spectrum remain pending for everyone—including local competitors. Musk sees the delay as obstruction; the government sees it as an unfinished regulatory process that applies equally to all three players

[med is @medismera]

@lulanzeashirafu Lying is haram

[med is @medismera]

@NousResearch The best

[med is @medismera]

Bitcoin isn't merely a speculative asset as legacy financial media portrays it; it is the single most sensitive, forward-looking global liquidity barometer of modern markets.

Central banks are inherently reactive, lagging behind economic reality by relying on backward-looking data (trailing CPI and lagging labor figures). Bitcoin, by contrast, discounts and prices the future trajectory of monetary liquidity months in advance.

Here is the empirical evidence, backed by exact dates and data:

1. The 2020 Liquidity Injection vs. Lagging Inflation:
• $BTC bottomed at $3,850 in March 2020, rocketing upward the moment the Fed unleashed emergency quantitative easing (QE).
• Official CPI didn't cross 5.4% until June 2021!
⬅️ Bitcoin front-ran official reported inflation by 15 months (451 days).

2. The 2021 Cycle Peak vs. Delayed Rate Hikes:
• Bitcoin printed its cycle all-time high ($69,000) on November 10, 2021, and immediately began correcting.
• When did the Fed deliver its first rate hike? March 16, 2022 (+25 bps)!
⬅️ Bitcoin led the Fed by 4.2 months (126 days). The market was already well into a macro downtrend before Powell raised rates by a single quarter point.

3. The 2022 Capitulation Bottom vs. The Terminal Rate Pause:
• Bitcoin carved out its generational bottom ($15,500) on November 21, 2022 (FTX collapse).
• When did the Fed finally halt rate hikes? July 26, 2023 (at 5.50%)!
⬅️ Bitcoin front-ran the Fed's pause by 8.2 months (247 days). Price doubled (+100%, from $15k to $31k) while Powell was still actively hiking and sounding aggressively hawkish.

4. The 2024 All-Time High vs. First Rate Cut:
• Bitcoin shattered its previous ATH, hitting $73,700 on March 14, 2024.
• When did the Fed deliver its first 50 bps rate cut? September 18, 2024!
⬅️ Bitcoin front-ran the monetary easing cycle by 6.2 months (188 days).

The Bottom Line:
Markets lead central banks, not the other way around.
Don't decipher Fed press conferences to predict Bitcoin. Watch Bitcoin's reaction to global liquidity to see where the Federal Reserve is heading next.

$BTC #Bitcoin #Macro #Liquidity #FederalReserve #Trading

[med is @medismera]

Most developers feel overwhelmed, assuming AI is advancing at a pace impossible to keep up with. But the engineering reality tells a completely different story:

The industry is stuck in an "architectural plateau" dictated by hardware capital, and what we see daily is mostly marketing noise.

Since 2017, we have essentially been orbiting the exact same architecture: the Transformer. Genuine architectural breakthroughs remain confined to research papers, while frontier labs simply scale trillions of tokens and parameters to game benchmark leaderboards. The reason? Multi-billion-dollar commitments to NVIDIA’s CUDA ecosystem lock them out of any radical architectural shift.

On the open-source production front, the bottleneck is purely engineering-driven:
Default reference code (such as Hugging Face’s model.generate()) is meant for quick prototyping, completely unfit for production due to high latency and massive VRAM overhead. Furthermore, new model releases introduce fragmented quantization formats and non-standard MoE layouts, delaying optimized runtime support for weeks.

If you are building Autonomous Agents, your real competitive edge isn't the model's name on a leaderboard—it's your Inference Engine:
• Modern engines like SGLang redefine throughput via RadixAttention: automatic KV Cache reuse (Prefix Caching) across multi-turn tool interactions cuts Time-to-First-Token (TTFT) down to near-zero.
• Strict constrained decoding (grammar-guided JSON schema enforcement) eliminates malformed payloads and tool-calling failures.

Stop burning out chasing weekly model drops. Focus on inference infrastructure, memory management, and runtime orchestration. That is where enduring engineering value is built.

#AI #LLM #MachineLearning #Inference #OpenSource #SoftwareEngineering

[med is @medismera]

@elonmusk https://t.co/LpHeBZC8rY

[med is @medismera]

@elonmusk Hey Elon. Does the donkey smell the flowers? 😂

[med is @medismera]

@Rothmus https://t.co/LpHeBZBACq

[med is @medismera]

@elonmusk Hey Elon. Does the donkey smell the flowers? 😂

[med is @medismera]

@elonmusk https://t.co/LpHeBZBACq

[med is @medismera]

@elonmusk Hey Elon. Does the donkey smell the flowers? 😂

[med is @medismera]

@elonmusk https://t.co/LpHeBZC8rY

[med is @medismera]

@elonmusk Hey Elon. Does the donkey smell the flowers? 😂

[med is @medismera]

@elonmusk https://t.co/LpHeBZC8rY

[med is @medismera]

@elonmusk Hey Elon. Does the donkey smell the flowers? 😂

[med is @medismera]

@elonmusk Hey Elon. Does the donkey smell the flowers? 😂

[The Data of Everything @TheDataHubX]

Only 21 Countries Have Crossed the $1 Trillion GDP Mark

[med is @medismera]

@Skhattaf هذا ممكن و العم سام يعرف كيف يصنع ثروة احيانا اشك في ان مجاملة ترامب لبوتين فقط لحلب اوروبا بالبعبع روسي و جعلهم خاضعين للعم سام