# Blog

## Nebius Welcomes Clarifai

Nebius welcomes Clarifai's core team and licenses inference IP to strengthen Nebius Token Factory.  
[Read more](/content/blog/the-next-chapter-clarifai-compute-orchestration-and-reasoning-engine-joins-nebius/index.html)

## Recent Articles

### [Top 10 Code Generation Model APIs](/content/blog/top-10-code-generation-model-apis/index.html)  
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**Quick summary** – What are code‑generation model APIs and which ones should developers use in 2026?

### [Top LLM Inference Providers Compared - GPT-OSS-120B](/content/blog/top-llm-inference-providers-compared/index.html)  
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In this post, we explore how leading inference providers perform on the GPT-OSS-120B model using benchmarks from Artificial Analysis.

### [What is a Reasoning Engine in AI?](/content/blog/ai-reasoning-engine/index.html)  
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Artificial intelligence (AI) has reached a point where **conversations with machines are no longer novel.**

### [GPUs for GPT OSS](/content/blog/gpus-for-gpt-oss/index.html)  
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Building and scaling **open‑source reasoning models** like GPT‑OSS isn’t just about having access to powerful code.

### [What Is AIaaS? Complete Guide to AI as a Service for Businesses in 2025](/content/blog/what-is-aiaas/index.html)  
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Artificial intelligence as a service (AIaaS) is revolutionizing how companies access powerful AI tools.

### [Build an AI Model](/content/blog/build-an-ai-model/index.html)  
  
Artificial intelligence has moved from being a buzzword to a critical driver of business innovation.

### [Types of AI Explained](/content/blog/types-of-ai/index.html)  
  
**Answer**: There are three capability‑based categories of artificial intelligence: **Artificial Narrow Intelligence (ANI)**, **Artificial General Intelligence (AGI)**, and **Artificial Superintelligence (ASI)**.

### [What is Agentic AI](/content/blog/what-is-agentic-ai/index.html)  
  
Agentic AI is the **next frontier** in artificial intelligence.

### [Building AI Agents with Agno and GPT-OSS 120B](/content/blog/building-ai-agents-with-agno-and-gpt-oss-120b/index.html)  
  
Modern AI applications rely on **intelligent agents** that do more than chat; they reason, search, and collaborate.

### [LLM Inference Optimization](/content/blog/llm-inference-optimization/index.html)  
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Large language models (LLMs) revolutionize how machines understand and generate text.

### [ML Lifecycle Management Guide](/content/blog/ml-lifecycle-management/index.html)  
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Machine‑learning models are *living organisms*.

### [What is Orchestration](/content/blog/what-is-orchestration/index.html)  
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Orchestration has become a foundational concept in the **digital era**.

### [What is Model Quantization](/content/blog/model-quantization/index.html)  
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In the age of **ever‑growing deep neural networks**, models are scaling to billions of parameters.

### [Horizontal vs Vertical Scaling](/content/blog/horizontal-vs-vertical-scaling/index.html)  
  
**Scaling AI workloads is no longer optional**.

### [Top AI Infrastructure Companies](/content/blog/top-ai-infrastructure-companies/index.html)  
  
AI infrastructure comprises technologies that allow organizations to scale AI applications.

### [Top Data Orchestration Tools](/content/blog/top-data-orchestration-tools/index.html)  
  
**Quick Summary**: Why is data orchestration so important in 2025?

### [How to Run AI Models Locally - 2025 Tools Setup Tips](/content/blog/how-to-run-ai-models-locally-2025-tools-setup-tips/index.html)  
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Running AI models on your machine unlocks privacy, customization, and independence.

### [What Is API Orchestration & How Does It Work?](/content/blog/api-orchestration/index.html)  
  
Modern software isn’t built from a single block; it’s assembled from a constellation of services.

### [Cloud Orchestration](/content/blog/cloud-orchestration/index.html)  
  
Cloud orchestration is the most important part of modern DevOps and AI pipelines.

### [Model Deployment - Strategies & Best Practices](/content/blog/model-deployment/index.html)  
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Creating a top-tier model in a notebook is certainly an accomplishment.

### [What Is AI Model Training & Why Is It Important?](/content/blog/model-training/index.html)  
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Grasping the way artificial intelligence (AI) learns is essential.

### [Difference Between AI Inference and Training, and Why Does It Matter?](/content/blog/training-vs-inference/index.html)  
  
Artificial intelligence (AI) projects always hinge on training and inference.

### [Run Ollama Models Locally and make them Accessible via Public API](/content/blog/run-ollama-models-locally-and-make-them-accessible-via-public-api/index.html)  
  
Running Large Language Models (LLMs) locally offers significant advantages.

### [NVIDIA A10 vs A100 - Choosing the Right GPU for AI Workloads](/content/blog/nvidia-a10-vs-a100-choosing-the-right-gpu-for-ai-workloads/index.html)  
  
AI systems are compute-intensive, requiring powerful hardware.

### [Clarifai 11.6: Introducing Local Runners — Ngrok for AI Models](/content/blog/clarifai-11.6-introducing-local-runners-ngrok-for-ai-models/index.html)  
  
This blog post focuses on new features and improvements.

### [Build and Deploy a Custom MCP Server from Scratch](/content/blog/build-and-deploy-a-custom-mcp-server-from-scratch/index.html)  
  
You can think of **MCP** like the USB-C port on a laptop.

### [Agentic Prompt Engineering](/content/blog/agentic-prompt-engineering/index.html)  
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Large Language Models (LLMs) have transformed how we interact with machines.

### [Clarifai 11.5: Introducing Support for AI Agents and Model Context Protocol (MCP)](/content/blog/clarifai-11.5-introducing-support-for-ai-agents-and-model-context-protocol/index.html)  
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This blog post focuses on new features and improvements.

### [Clarifai 11.4: Faster Model Deployment & Inference with Python SDK](/content/blog/clarifai-11.4-faster-model-deployment-inference-with-python-sdk/index.html)  
  
This blog post focuses on new features and improvements.

### [What Are GPU Clusters and How They Accelerate AI Workloads](/content/blog/what-are-gpu-clusters-and-how-they-accelerate-ai-workloads/index.html)  
  
AI is growing rapidly, driven by advancements in generative and agentic AI.

### [MCP (Model Context Protocol) vs A2A (Agent-to-Agent Protocol) Clearly Explained](/content/blog/mcp-vs-a2a-clearly-explained/index.html)  
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AI is getting increasingly smart with the move towards teams of specialized **AI agents**.

### [Clarifai 11.0: Streamline AI Insights with the Unified Clarifai Control Center](/content/blog/clarifai-11.0-clarifais-control-center/index.html)  
  
This blog post focuses on new features and improvements.

### [Clarifai 10.11: Compute Orchestration [Public-Preview]](/content/blog/clarifai-10.10-compute-orchestration-public-preview/index.html)  
  
This blog post focuses on new features and improvements.

### [Clarifai 10.10: Compute Orchestration [Private-Preview]](/content/blog/clarifai-10.10-compute-orchestration-private-preview/index.html)  
  
This blog post focuses on new features and improvements.

### [Clarifai 10.9: Control Center: Your Unified AI Dashboard](/content/blog/clarifai-10.9-control-center/index.html)  
  
This blog post focuses on new features and improvements.

### [Clarifai 10.8: Supercharge AI Models with Advanced Concept Mapping](/content/blog/clarifai-10.8-supercharge-ai-models-with-clarifais-advanced-concept-mapping/index.html)  
  
This blog post focuses on new features and improvements.

### [Clarifai 10.7: Your Data, Your AI: Fine-Tune Llama 3.1](/content/blog/clarifai-10.7-finetune-llama-3.1)  
  
This blog post focuses on new features and improvements.

### [Clarifai 10.5: Gear Up Your AI: Fine-Tuning LLMs](/content/blog/clarifai-10.5-gear-up-your-ai-fine-tuning-llms/index.html)  
  
This blog post focuses on new features and improvements.

### [Clarifai 10.4: From Zero to App in 5 minutes](/content/blog/clarifai-10.4)  
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This blog post focuses on new features and improvements.

### [Clarifai 10.3: Template Wizardry: Build Apps with a Click](/content/blog/clarifai-10.3-template-wizardry-craft-apps-with-a-click/index.html)  
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This blog post focuses on new features and improvements.

### [Clarifai 10.2: Report Card for Your LLMs](/content/blog/clarifai-10.2-report-card-for-your-llms/index.html)  
  
This blog post focuses on new features and improvements.

### [Build a Retrieval-Augmented Generation (RAG) System in 4 Lines of Code](/content/blog/retrieval-augmented-generation-rag-in-4-lines-of-code/index.html)  
  
Large Language Models are not up-to-date with domain-specific knowledge.

### [Clarifai 10.1: RAG in 4 lines of code](/content/blog/clarifai-release-10.1)  
  
This blog post focuses on new features and improvements.

### [NextGen GPT AI Hackathon with Clarifai - Winners Announcement](/content/blog/nextgen-gpt-ai-hackathon-with-clarifai-winners-announcement/index.html)  
  
We have partnered with Lablab.ai to host the NextGen GPT AI Hackathon.

### [Fine-Tuning LLMs: A Complete Guide](/content/blog/8-tips-to-train-and-fine-tune-machine-learning-models/index.html)  
  
Fine‑tuning a large language model (LLM) involves continuing the training of a pre‑trained model.

### [Meet the Clarifai Winners of the AI DevWorld Hackathon](/content/blog/meet-the-winners-of-the-ai-devworld-hackathon/index.html)  
  
In October 2023, Clarifai participated in the API + AI DevWorld Hackathon.

### [Top 10 Open Source LLMs](/content/blog/top-open-source-llms/index.html)  
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The generative‑AI boom of the early 2020s has reshaped intelligent applications.

### [Meet the Clarifai Champs of the Streamlit LLM Hackathon](/content/blog/streamlit-llm-hackathon-best-projects-built-with-clarifai/index.html)  
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This Hackathon was intended to nurture creativity in AI-first products.

### [AI in 5: How to Train a Classifier using an LLM](/content/blog/how-to-train-a-classifier-using-an-llm/index.html)  
  
This tutorial is based on video content on training classifiers quickly.

### [Run Mistral 7B Instruct with an API](/content/blog/run-mistral-7b-with-an-api/index.html)  
  
Mistral 7B is a 7.3B parameter model from Mistral AI that outperformed other models.

### [GPT-3.5 Turbo Instruct model from OpenAI](/content/blog/gpt-3.5-turbo-instruct-model-from-openai/index.html)  
  
An AI Instruction Model from OpenAI.

### [WizardCoder: Large Language Model for Code](/content/blog/wizardcoder-large-language-model-for-code/index.html)  
  
WizardCoder is a Code LLM that has been fine-tuned on **Llama2**.

### [Llama 2 Hackathon with Clarifai - Winners Announcement](/content/blog/llama-2-hackathon-with-clarifai-winners-announcement/index.html)  
  
We partnered with Lablab.ai to host the Llama 2 Hackathon.

### [Run Stable Diffusion XL with an API](/content/blog/run-stable-diffusion-xl-with-an-api/index.html)  
  
A state-of-the-art model for high-resolution image synthesis.

### [Run Code Llama with an API](/content/blog/run-code-llama-with-an-api-1/index.html)  
  
Introducing Code Llama from Meta AI for code generation.

### [Answering Questions on Your PDF's Data with LLMs](/content/blog/answering-questions-on-your-pdfs-data-with-llms/index.html)  
  
Large language models can generate text and answer various questions.