#llm

32 məqalə

Mixture of Experts Won: Why Every Frontier Model Uses MoE (And What It Means for Self-Hosting)

Every major open-source frontier model in 2026 uses MoE. A 120B model now fits on one H100. The self-hosting economics changed forever.

4 aprel 202616 dəq.6

#ai #llm #open-source

Qwen 3.5 Is Quietly Beating Every Western Open-Source Model — And Nobody Noticed

Alibaba's Qwen hit 1B+ downloads, beats GPT-5.2 on instruction following, and costs 13x less than Claude. The open-source AI race is over.

4 aprel 202616 dəq.6

#ai #python #llm

Build a RAG Chatbot in 30 Minutes with LangChain and Neon PostgreSQL

Build a RAG chatbot with LangChain, OpenAI embeddings, and Neon PostgreSQL. pgvector, no Pinecone, full Python code, 30 minutes.

28 mart 202614 dəq.6

#ai #llm #opinion

Why I Stopped Trusting LLM Benchmarks

Benchmarks measure what model creators optimize for, not what matters in production. Here is what I measure instead.

25 mart 202615 dəq.6

#ai #llm #infrastructure

vLLM vs TGI vs Ollama: Self-Hosting LLMs Without Burning Money or Losing Sleep

Ollama peaks at 41 tok/s. vLLM hits 793. TGI is in maintenance mode. Here's the self-hosting guide I wish existed before I started.

16 aprel 202615 dəq.5

#ai #llm #architecture

AI Agents in Production: 94% Fail Before Week Two

88% of AI agents never reach production. $547B in failed AI investments. The five gaps that kill agents and the architecture that actually survives.

9 aprel 202615 dəq.5

#ai #llm #opinion

The Distillation Wars: Anthropic and OpenAI Accuse Chinese Labs of Stealing Models at Scale

24,000+ fake accounts. 16M+ exchanges. DeepSeek, MiniMax, Moonshot accused of industrial-scale model theft. The ethics, the hypocrisy, and the national security framing.

25 mart 202616 dəq.5

#ai #career #llm

AI Engineer Roadmap 2026: From Software Developer to $206K in 6 Months

A phase-by-phase roadmap to become an AI engineer: LLMs, RAG, agents, and what interviews actually ask.

15 fevral 202614 dəq.5

#ai #llm #python

LLM Evals Are Broken — How to Actually Test Your AI App Before Users Do

65% of companies use generative AI. Almost none test it properly. Here's the eval framework that caught our $47K hallucination disaster.

13 aprel 202616 dəq.4

#ai #economics #infrastructure

The 10M-Token Context Window vs the $1M/Day Inference Bill: AI's Fundamental Economics Problem

Sora cost $15M/day to run. Lifetime revenue: $2.1M. Context windows keep growing. The economics that decide which AI products survive.

4 aprel 202616 dəq.4

#ai #llm #startup

Microsoft Built Its Own AI Models (MAI) — And That Changes Everything for OpenAI

Microsoft launched MAI models built by 10-person teams that beat OpenAI's Whisper. The $13B partnership is fraying.

4 aprel 202611 dəq.4

#ai #open-source #ethics

The Rakuten AI Scandal: They Deleted DeepSeek's License File and Called It Their Own

Rakuten launched 'Japan's largest AI model' with government backing. It was a fine-tuned DeepSeek V3 with the MIT license deleted. The community caught it in four hours.

1 aprel 202616 dəq.4