

m4nu
1.9K posts

@snyper30
Hackthebox Player | security enthousiast












Why rust haters love to lie so much? - Rust was mostly never used to REWRITE parts of Linux kernel. There were only a few drivers did that and they should’ve not do that - This is a race condition. It’s a parallel programming data race. Do you think race conditions never happened in C world? This is such a dumb claim because at the level of unsafe rust becomes C what are you blaming it for?





As an AI engineer. Please learn: Foundation: - Vector Databases (Pinecone, Weaviate, Qdrant) - Embedding models & similarity search - Prompt Engineering & Chain-of-Thought - LLM Evaluation metrics - Token optimization & cost management Architecture: - RAG patterns (naive, advanced, hybrid) - Agentic AI (ReAct, tool use, planning) - Multi-agent orchestration - MCP & standardized protocols - Memory persistence (vector + conversational) - Streaming & async patterns Production: - Model Fine-tuning (LoRA, QLoRA) - Function calling & structured outputs - Guardrails & safety systems - Production monitoring & observability - Cost optimization at scale Frameworks: - Agent frameworks (LangChain, LlamaIndex, CrewAI) - OpenAI Assistants API / Claude Computer Use Stop jumping from OpenAI to Claude to Gemini to Llama. Bookmark this for AI Learning roadmap. Pick one API. Build something real. The prompt patterns are 90% the same. The job market wants people who can ship production AI systems, not switch models.

