Erhan Gundogan erhangundogan

Ask, dont assume. If something's unclear, ask before writing a line and no silent guesses about intent, architecture, or requirements.
Simplest solution first and implement the minimum thing that works. No abstractions you didn't request.
Dont touch unrelated code and if a file isnt part of the current task, leave it.
Flag uncertainty explicitly or if you're not confident, say so before proceeding as confidence without certainty causes more damage than admitting a gap.

North America

East coast (NY, Washington)
Florida (Miami)
Midwest (Chicago, Mount Rushmore)
Nevada (Las Vegas)
Southeastern (New Orleans)
West coast (Los Angeles, San Francisco)

Latin America / Caribbean

Bahamas

LLM memory usage = model weights + optimizer/kv-cache + activations for max tokens.

With your 8B model (~16–18 GB for FP16), asking for 10,500 tokens will likely exceed 19.5 GB, especially with --gpu-memory-utilization=0.99.

Calculation example:

Your model: 8B (~16 GB FP16 weights)
Max tokens: 10,500
KV-cache VRAM ≈ 10,500 × 0.0007 GB ≈ 7.35 GB additional VRAM
Total VRAM needed ≈ 16 GB + 7.35 GB ≈ 23.35 GB → > 19.5 GB, hence the OOM

Option<T>

Represents “something or nothing”. Optional function arguments, nullable values.

fn maybe_double(x: Option<i32>) -> Option<i32> {
    x.map(|v| v * 2)
}
assert_eq!(maybe_double(Some(3)), Some(6));
assert_eq!(maybe_double(None), None);

The Rust “Rule‑Book” – 7 Fundamental Principles Everyone Should Know

Why?
Rust is built around a handful of core rules that make it safe, fast, and concurrency‑friendly.
Mastering these 7 principles is enough to write idiomatic, error‑free Rust and to understand why the compiler sometimes complains.

#	Principle	What it means (in plain English)
1	Ownership & Single‑Owner	Every value has exactly one owner. When that owner goes out of scope, the value is dropped (freed).
2	Borrowing & References	You can borrow a value instead of moving it. A borrow is either immutable (`&T`) or mutable (`&mut T`).

Germany vs. UK – Entrepreneur Decision Matrix

Decision Matrix Table

Factor	Germany	UK	Notes
Company Formation Speed	2	5	UK can be incorporated online in <24h; Germany often takes weeks.
Min. Capital Requirement	2	5	Germany GmbH: €25k (min €12.5k upfront); UK Ltd: £1.
Corporate Tax Burden	3	4	Germany ~30%, UK 25% (small profits 19%).
Stock Option Friendliness	2	5	UK EMI scheme very favorable; Germany improving but still complex.

AI Integrations – Company List

AI21 Labs: Israeli AI research firm built for enterprise NLP, creators of Jurassic‑1/2 models and the Wordtune writing assistant. https://www.ai21.com/
AionLabs: AI‑tooling startup (limited public data; possibly involved in developer integrations). Website not found.
Alibaba Cloud Intelligence: Alibaba Cloud’s AI‑driven cloud infrastructure and managed AI services. https://www.alibabacloud.com/
Amazon Bedrock: AWS-managed foundation model service offering models from Anthropic, AI21, Meta, and Stability AI, plus tools for fine‑tuning and deployment. https://aws.amazon.com/bedrock/
Anthropic: AI safety–focused LLM provider best known for Claude models. https://www.anthropic.com/
AtlasCloud: (No public company profile available.)
Atoma: (No official public profile found.)
Avian.io: (Insufficient public-facing documentation available.)

Incus

https://linuxcontainers.org/incus

Start

incus admin init

Some base lists

crond/crontabs

setup

# change root for other users
$ vi /etc/crontabs/root

	.editorconfig
	.env
	.lintstagedrc
	.nvmrc
	.yarnrc.yml
	.gitignore
	.prettierrc
	components.json
	eslint.config.mjs
	nodemon.config.json