[Skip to main content](/content/blog#main-content/index.html) BlogNebius welcomes Clarifai's core team and licenses inference IP to strengthen Nebius Token Factory. [Read now](/content/blog/the-next-chapter-clarifai-compute-orchestration-and-reasoning-engine-joins-nebius/index.html) [Home](/content/site-root.html) [About](/content/company/about/index.html) [Blog](/content/blog/index.html) [Docs](https://docs.clarifai.com/) [Login](/content/login/index.html) [Contact us](mailto:support@clarifai.com) - \\ \\ Agentic AI **The Next Chapter: Clarifai Compute Orchestration and Reasoning Engine Joins Nebius** \\ \\ Today, we are thrilled to announce a monumental milestone in Clarifai’s journey: we have entered into an agreement for Nebius (NASDAQ: NBIS), the AI cloud company, to license our core engineering a...\\ \\ May 19, 2026Matthew Zeiler, Ph.D. Founder and CEO, Clarifai](/content/blog/the-next-chapter-clarifai-compute-orchestration-and-reasoning-engine-joins-nebius/index.html) - \\ \\ Documentation **NVIDIA Nemotron 3 Nano Omni on Clarifai Reasoning Engine: Zero Day Support at 400 Tokens Per Second** \\ \\ We’re excited to announce day-0 support for NVIDIA Nemotron 3 Nano Omni on Clarifai. Available now on \[Clarifai Reasoning Engine\](/content/nvidia/chat-completion/models/nemotron-nano-v3...\\ \\ April 28, 2026Clarifai](https://clarifai.com/blog/nvidia-nemotron-3-nano-omni-on-clarifai-reasoning-engine-zero-day-support-at-400-tokens-per-second/index.html) - \\ \\ Documentation **Clarifai 12.3: Introducing KV Cache-Aware Routing** \\ \\ _This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes._\\ \\ April 9, 2026Clarifai](/content/blog/clarifai-12.3-introducing-kv-cache-aware-routing/index.html) - \\ \\ Clarifai API **run gemma 4 locally deploy frontier ai on your hardware with public api access** \\ \\ When you want to run frontier models locally, you hit the same constraints repeatedly.\\ \\ April 7, 2026Clarifai](/content/blog/run-gemma-4-locally-deploy-frontier-ai-on-your-hardware-with-public-api-access/index.html) - \\ \\ Documentation **what is kimi k2.5 architecture benchmarks ai infra guide** \\ \\ Open‑weight models are rapidly narrowing the gap with closed commercial systems. **As of early 2026**, Moonshot AI’s **Kimi K2.5** is the flagship of this trend: a \*\*one‑trillion parameter Mixture‑...\\ \\ March 18, 2026Clarifai](/content/blog/what-is-kimi-k2.5-architecture-benchmarks-ai-infra-guide/index.html) - \\ \\ Documentation **ilama.cpp** \\ \\ Local large‑language‑model (LLM) inference has become one of the most exciting frontiers in AI. As of 2026, powerful consumer GPUs such as NVIDIA’s RTX 5090 and Apple’s M4 Ultra enable \*\*state‑of‑t...\\ \\ March 17, 2026Clarifai](/content/blog/ilama.cpp) - \\ \\ Documentation **Clarifai Reasoning Engine Achieves 414 Tokens Per Second on Kimi K2.5** \\ \\ Using custom CUDA kernels and speculative decoding optimized for reasoning workloads, we achieved 414 tokens per second throughput on Kimi K2.5 running on Nvidia B200 GPUs, making us one of the fir...\\ \\ March 16, 2026Clarifai](/content/blog/clarifai-reasoning-engine-achieves-414-tokens-per-second-on-kimi-k2.5) - \\ \\ Documentation **flash attention 2** \\ \\ The transformer revolution is now deep into its long‑context era. **Models like GPT‑4 (32 k tokens), MosaicML’s MPT (65 k), and Claude (100 k)** can process entire chapters or codebases. Yet as con...\\ \\ March 16, 2026Clarifai](/content/blog/flash-attention-2/index.html) - \\ \\ Documentation **Clarifai 12.2: Three-Command CLI Workflow for Model Deployment** \\ \\ _This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes._\\ \\ March 12, 2026Clarifai](/content/blog/clarifai-12.2-three-command-cli-workflow-for-model-deployment/index.html) - \\ \\ Documentation **clarifai vs other inference providers** \\ \\ The AI landscape of **2026** is defined less by model training and more by how effectively we serve those models. The industry has learned that inference—the act of deploying a pre‑trained model—is...\\ \\ March 10, 2026Clarifai](/content/blog/clarifai-vs-other-inference-providers/index.html) - \\ \\ **model serving framework** \\ \\ The large‑language‑model (LLM) boom has shifted the bottleneck from training to **efficient inference**. By 2026, companies are running chatbots, code assistants and retrieval‑augmented search engi...\\ \\ March 10, 2026Clarifai](/content/blog/model-serving-framework/index.html) - \\ \\ Documentation **what is lpu** \\ \\ The AI hardware landscape is shifting rapidly. Five years ago, GPUs dominated every conversation about AI acceleration. Today, agentic AI, real‑time chatbots and massively scaled reasoning systems ...\\ \\ March 10, 2026Clarifai](/content/blog/what-is-lpu/index.html) - \\ \\ **minimax m2.5 vs gpt 5.2 vs claude opus 4.6 vs gemini 3.1 pro** \\ \\ Since **late 2025**, the generative AI landscape has exploded with new releases. OpenAI’s **GPT‑5.2**, Anthropic’s **Claude Opus 4.6**, Google’s **Gemini 3.1 Pro** and MiniMax’s **M2.5** signal a t...\\ \\ March 6, 2026Clarifai](/content/blog/minimax-m2.5-vs-gpt-5.2-vs-claude-opus-4.6-vs-gemini-3.1-pro/index.html) - \\ \\ **what is openclaw** \\ \\ Developer tools rarely cause as much excitement—and fear—as **OpenClaw**. 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Gigantic language models once dominated, but the past two years have seen a surge of **small language models (SLMs)**—systems with tens of mill...\\ \\ March 5, 2026Clarifai](/content/blog/top-cost-efficient-small-models/index.html) - \\ \\ Agentic AI **MCP Architecture Explained for Infra Teams: A 2026 Guide** \\ \\ In 2026 AI is no longer a lab novelty; companies deploy models to automate customer service, document analysis and coding. Yet connecting models to tools and data remains messy. The Model Context P...\\ \\ March 4, 2026Clarifai](/content/blog/mcp-architecture-explained/index.html) - \\ \\ Agentic AI **switching inference providers without downtime** \\ \\ In 2026, enterprises are no longer experimenting with large language models – they are deploying AI at the heart of products and workflows. 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Many report strong results across benchmarks for reasoning, coding, and document understanding.\\ \\ February 24, 2026Clarifai](/content/blog/how-to-choose-the-right-open-source-llm-for-production/index.html) - \\ \\ Agentic AI **How to Deploy MCP Servers as an API Endpoint** \\ \\ MCP servers connect LLMs to external tools and data sources through a standardized protocol. Public MCP servers provide capabilities such as web search, GitHub access, database queries, and browser...\\ \\ February 24, 2026Clarifai](/content/blog/how-to-deploy-mcp-servers-as-an-api-endpoint/index.html) - \\ \\ AI Infrastructure **ai cost controls** \\ \\ Generative AI is no longer just a playground experiment—it’s the backbone of customer support agents, content generation tools, and industrial analytics. By early **2026**, enterprise AI budgets mo...\\ \\ February 18, 2026Clarifai](/content/blog/ai-cost-controls/index.html) - \\ \\ AI Infrastructure **deploying mcp across saas vpc on prem** \\ \\ The **Model Context Protocol (MCP)** has emerged as a powerful way for AI agents to call context‑aware tools and models through a consistent interface. Rapid adoption of large language models (LLMs...\\ \\ February 18, 2026Clarifai](/content/blog/deploying-mcp-across-saas-vpc-on-prem/index.html) - \\ \\ gpu **Multi‑GPU vs Single‑GPU Scaling Economics: The 2026 Guide for AI Teams** \\ \\ The modern AI boom is powered by one thing: compute. Whether you’re fine‑tuning a vision model for edge deployment or running a large language model (LLM) in the cloud, your ability to deliver valu...\\ \\ February 18, 2026Clarifai](/content/blog/multi-vs-single-gpu/index.html) - \\ \\ **best private cloud hosting platforms** \\ \\ **What is private cloud hosting and why is it important?** Private cloud hosting provides cloud‑like computing resources within a dedicated, **enterprise‑controlled environment**. It combines the e...\\ \\ February 16, 2026Clarifai](/content/blog/best-private-cloud-hosting-platforms/index.html) - \\ \\ AI Infrastructure **dpo vs ppo** \\ \\ Large Language Models (LLMs) like ChatGPT, Gemini and Qwen are powerful generative engines, yet they need careful **alignment** to reliably follow human intent. 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How to Optimize Cloud Usage** \\ \| **Question** \| **Answer** \|\\ \\ December 23, 2025Clarifai](/content/blog/cloud-optimization/index.html) - \\ \\ **Quick Summary:** _What is medallion architecture?_ **Medallion architecture is a** layered data engineering pattern **that progressively transforms raw data into** highly trusted, business‑ready ...\\ \\ December 23, 2025Clarifai](/content/blog/medallion-architecture/index.html) - \\ \\ **kimi k2 api** \\ \\ Have you ever wanted to work with a trillion-parameter language model but hesitated because of infrastructure complexity, unclear deployment options, or unpredictable costs? You are not alone. As l...\\ \\ December 22, 2025Clarifai](/content/blog/kimi-k2-api/index.html) - \\ \\ **A Simpler, More Predictable Way to Pay: Pay-As-You-Go Credits** \\ \\ Building AI is hard enough. 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Chinese labs such as _Zhipu AI_ and the _Qwen team_ have released open‑source large language models (LLMs) that \*\*rival We...\\ \\ December 11, 2025Clarifai](/content/blog/glm-4.5-vs-qwen-3/index.html) - \\ \\ **machine learning concepts** \\ \\ **Quick Summary:** _What is the difference between AI, machine learning, deep learning and large language models?_ **AI** is the broad pursuit of machines that can perform tasks requiring intellige...\\ \\ December 11, 2025Clarifai](/content/blog/machine-learning-concepts/index.html) - \\ \\ **serverless vs dedicated gpu** \\ \\ **What’s the fastest way to choose between serverless and dedicated GPUs?**\*\* **The choice comes down to** your traffic pattern **,** latency tolerance **,** budget **, and** regulatory requirements\*\*....\\ \\ December 11, 2025Clarifai](/content/blog/serverless-vs-dedicated-gpu/index.html) - \\ \\ **t4 vs l4** \\ \\ Choosing a **graphics processing unit (GPU)** for deploying **small or medium‑sized AI models** isn’t trivial. A wrong decision can drain budgets or throttle performance. \* _NVIDIA’s T4 and L4 GPUs_...\\ \\ December 11, 2025Clarifai](/content/blog/t4-vs-l4/index.html) - .png)\\ \\ **cloud infrastructure** \\ \\ The cloud is no longer a mysterious place somewhere “out there.” It is a **living ecosystem of servers, storage, networks and virtual machines** that powers almost every digital experience we enjoy...\\ \\ December 5, 2025Clarifai](/content/blog/cloud-infrastructure/index.html) - .png)\\ \\ **Gemini 3 Pro** is Google’s latest multi‑modal model and a big leap forward in large‑scale generative AI. It uses a _mixture‑of‑experts_ architecture, supports \*context windows up to one million t...\\ \\ December 5, 2025Clarifai](/content/blog/deploying-gemini-3-pro/index.html) - .png)\\ \\ **a10 vs a100** \\ \\ NVIDIA’s Ampere generation rewrote the playbook for data‑center GPUs. 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In this new era of generative...\\ \\ November 25, 2025Clarifai](/content/blog/mi300x-vs-h100/index.html) - .png)\\ \\ AI Infrastructure **nvidia a100 vs v100** \\ \\ **Question:** _Should I use the NVIDIA A100 or the older V100 for my next AI project?_\\ \\ November 25, 2025Clarifai](/content/blog/nvidia-a100-vs-v100/index.html) - .png)\\ \\ **aws vs azure vs google cloud** \\ \\ The cloud landscape in **2025** is more competitive than ever, and choosing the right platform requires more than picking the leader. **AWS, Azure and Google Cloud** all offer cutting‑edge services...\\ \\ November 21, 2025Clarifai](/content/blog/aws-vs-azure-vs-google-cloud/index.html) - -png.png)\\ \\ Inference **run glm 4.6 with an api** \\ \\ Zhipu AI released GLM-4.6, the newest model in its General Language Model (GLM) series. Unlike many proprietary frontier systems, the GLM family remains open-weight and is licensed under permissive...\\ \\ November 20, 2025Clarifai](/content/blog/run-glm-4.6-with-an-api/index.html) - .png)\\ \\ Inference **kimi k2 vs qwen 3 vs glm 4.5** \\ \\ **Answer:** These three Chinese‑built large language models all leverage **Mixture‑of‑Experts architectures**, but they target different strengths. **Kimi K2** focuses on **coding excellence** and ...\\ \\ November 18, 2025Clarifai](/content/blog/kimi-k2-vs-qwen-3-vs-glm-4.5) - .png)\\ \\ Inference **gemini 2.5 pro vs gpt 5**\\ \- **What’s the difference between GPT‑5 and Gemini 2.5 Pro?**\\*\\*\\*GPT‑5\* delivers deeper reasoning and safer completions, with a large but finite context window (272k tokens for the Pro tier) and ...\\ \\ November 17, 2025Clarifai](/content/blog/gemini-2.5-pro-vs-gpt-5/index.html) - \\ \\ Platform **Clarifai 11.10: Deploy Models Faster with Single Click** \\ \\ This blog post focuses on new features and improvements. 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This guide distills \*\*expert insights, practical steps an...\\ \\ November 12, 2025Clarifai](/content/blog/learn-ai-from-scratch/index.html) - \\ \\ MLOps **ml pipeline** \\ \\ **ML pipelines are the orchestrated series of automated steps that transform raw data into deployed AI models.** They cover data collection, preprocessing, training, evaluation, deployment and cont...\\ \\ November 12, 2025Clarifai](/content/blog/ml-pipeline/index.html) - \\ \\ AI Infrastructure **Ways to Cut GPU Costs in Production – A Clarifai Guide** \\ \\ **GPU acceleration has become the engine of modern AI.** Training and deploying large models demands powerful graphics processors with terabytes of bandwidth and billions of transistors. Unfortunat...\\ \\ November 11, 2025Clarifai](/content/blog/cut-gpu-cost-in-production/index.html) - \\ \\ Applied AI **generative ai use cases** \\ \\ Generative AI refers to algorithms and models that can **create new content, designs, or predictions** by recognising patterns from large amounts of data. At their core, these models are trained by...\\ \\ November 11, 2025Clarifai](/content/blog/generative-ai-use-cases/index.html) - \\ \\ AI Fundamentals **llms and ai trends** \\ \\ Artificial intelligence (AI) is no longer a sci‑fi fantasy—it’s a **foundational technology reshaping every sector**. As we approach 2026, large language models (LLMs) are evolving rapidly with \*\*l...\\ \\ November 11, 2025Clarifai](/content/blog/llms-and-ai-trends/index.html) - \\ \\ AI Infrastructure **ai infra cost optimization tools** \\ \\ Artificial intelligence has rocketed into every industry, bringing huge competitive advantages—but also runaway infrastructure bills. In 2025, organisations will spend more on AI than ever before: ...\\ \\ October 29, 2025Clarifai](/content/blog/ai-infra-cost-optimization-tools/index.html) - \\ \\ AI Infrastructure **ai model deployment strategies** \\ \\ Artificial intelligence has moved beyond experimentation — it’s **powering search engines, recommender systems, financial models, and autonomous vehicles**. Yet one of the biggest hurdles standing ...\\ \\ October 29, 2025Clarifai](/content/blog/ai-model-deployment-strategies/index.html) - .png)\\ \\ AI Fundamentals **Potential Problems/Issues with AI (2026 Outlook)** \\ \\ Artificial intelligence (AI) has moved from laboratory demonstrations to everyday infrastructure. In **2026**, algorithms drive digital assistants, predictive healthcare, logistics, autonomous vehi...\\ \\ October 29, 2025Clarifai](/content/blog/ai-risks/index.html) - .png)\\ \\ **edge vs cloud ai** \\ \\ Artificial intelligence isn’t just about _what_ models can do—it's about _where_ they run and _how_ they deliver insights. In the age of connected devices, \*\*Edge AI and Cloud AI represent two powe...\\ \\ October 29, 2025Clarifai](/content/blog/edge-vs-cloud-ai/index.html) - .png)\\ \\ Inference **how to use the deepseek api** \\ \\ DeepSeek models, including **DeepSeek‑R1** and **DeepSeek‑V3.1**, are accessible directly through the Clarifai platform. You can get started without needing a separate ...\\ \\ October 24, 2025Clarifai](/content/blog/how-to-use-the-deepseek-api/index.html) - \\ \\ Inference **run lm studio models locally** \\ \\ LM Studio makes it incredibly easy to run and experiment with open-source large language models (LLMs) entirely on your local machine, with no internet connection or cloud d...\\ \\ October 24, 2025Clarifai](/content/blog/run-lm-studio-models-locally/index.html) - \\ \\ Inference **Run vLLM Models Locally with a Secure Public API** \\ \\ vLLM is a high-throughput, open-source inference and serving engine for large language models (LLMs). It provides fast, memory-efficient inference using GPU ...\\ \\ October 24, 2025Clarifai](/content/blog/run-vllm-models-locally-with-a-secure-public-api/index.html) - \\ \\ **Top Reasoning Model APIs: Comprehensive Guide to Choosing the Right Chain‑of‑Thought Engine** \\ \\ Choosing the right reasoning model API is **no small decision**. While general‑purpose LLMs excel at pattern recognition, **reasoning models** are designed to generate \*\*step‑by‑step chains of thou...\\ \\ October 23, 2025Clarifai](/content/blog/best-reasoning-model-apis/index.html) - \\ \\ Inference **Run Hugging Face Models Locally on your Machine** \\ \\ Most AI development begins locally. You experiment with model architectures, fine-tune them on small datasets, and iterate until the results look promising. But when it’s time to test the model in ...\\ \\ October 23, 2025Clarifai](/content/blog/run-hugging-face-models-locally-on-your-machine/index.html) - \\ \\ **top gpu cloud platforms** \\ \\ GPU compute is the fuel of the generative AI era, powering **large language models**, **diffusion models**, and high‑performance computing applications. With demand growing exponentially, hundreds ...\\ \\ October 22, 2025Clarifai](/content/blog/top-gpu-cloud-platforms/index.html) - \\ \\ Platform **Clarifai 11.9: Introducing Clarifai Reasoning Engine Optimized for Agentic AI Inference** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ October 16, 2025Clarifai](/content/blog/clarifai-11.9-introducing-clarifai-reasoning-engine-optimized-for-agentic-ai-inference/index.html) - \\ \\ AI Fundamentals **create ai in python** \\ \\ **What are the key steps to build an AI in Python?**\\ \\ October 15, 2025Clarifai](/content/blog/create-ai-in-python/index.html) - \\ \\ MLOps **end to end mlops** \\ \\ Machine‑learning projects often get stuck in experimentation and rarely make it to production. **MLOps provides the missing framework** that helps teams collaborate, automate, and deploy models res...\\ \\ October 15, 2025Clarifai](/content/blog/end-to-end-mlops/index.html) - .png)\\ \\ **top ai platforms** \\ \\ Artificial intelligence is no longer a futuristic dream—it is a **foundational technology** underpinning businesses, research and creative work. In 2025, organisations are doubling down on AI becau...\\ \\ October 15, 2025Clarifai](/content/blog/top-ai-platforms/index.html) - .png)\\ \\ Inference **Top LLM Inference Providers Compared - GPT-OSS-120B** \\ \\ In this post, we explore how leading inference providers perform on the GPT-OSS-120B model using benchmarks from Artificial Analysis. You will learn what matters most when evaluating inference plat...\\ \\ October 10, 2025Sumanth P](/content/blog/top-llm-inference-providers-compared/index.html) - .png)\\ \\ **What is a Reasoning Engine in AI? Definition, Components, Types and Future Trends** \\ \\ Artificial intelligence (AI) has reached a point where **conversations with machines are no longer novel**—systems can translate languages, recommend movies and even generate poetry. Yet beneath th...\\ \\ October 8, 2025Sumanth P](/content/blog/ai-reasoning-engine/index.html) - .png)\\ \\ **gpus for gpt oss** \\ \\ Building and scaling **open‑source reasoning models** like GPT‑OSS isn’t just about having access to powerful code—it’s about making strategic hardware choices, optimizing software stacks, and bala...\\ \\ October 8, 2025Sumanth P](/content/blog/gpus-for-gpt-oss/index.html) - .png)\\ \\ **What Is AIaaS? Complete Guide to AI as a Service for Businesses in 2025** \\ \\ **Artificial intelligence as a service (AIaaS) is revolutionizing how companies access powerful AI tools**. It bridges the gap between expensive in‑house development and the growing demand for \*\*fa...\\ \\ October 8, 2025Sumanth P](/content/blog/what-is-aiaas/index.html) - \\ \\ **build an ai model** \\ \\ Artificial intelligence has moved from being a **buzzword** to a **critical driver** of business innovation, personal productivity, and societal transformation. **Companies across sectors** are eag...\\ \\ October 5, 2025Sumanth P](/content/blog/build-an-ai-model/index.html) - \\ \\ **types of ai**\\ \- **Answer**: There are three capability‑based categories of artificial intelligence: **Artificial Narrow Intelligence (ANI)** designed for specialised tasks; \*\*Artificial General Intelligence (AGI...\\ \\ October 3, 2025Sumanth P](/content/blog/types-of-ai/index.html) - \\ \\ **what is agentic ai** \\ \\ Agentic AI is the **next frontier** in artificial intelligence. It’s the evolution of AI into **autonomous decision‑makers** that can plan, act and adapt without continuous human oversight. For tec...\\ \\ October 3, 2025Sumanth P](/content/blog/what-is-agentic-ai/index.html) - \\ \\ Agentic AI **Building AI Agents with Agno and GPT-OSS 120B** \\ \\ Modern AI applications increasingly rely on **intelligent agents** that do more than chat; they reason, search, and collaborate. By using **Agno**, a lightweight framework, and \*\*Clarifai’s GPT-OSS...\\ \\ September 29, 2025Sumanth P](/content/blog/building-ai-agents-with-agno-and-gpt-oss-120b/index.html) - .png)\\ \\ **llm inference optimization** \\ \\ Large language models (LLMs) have revolutionized how machines understand and generate text, but their inference workloads come with substantial computational and memory costs. Whether you’re scalin...\\ \\ September 26, 2025Sumanth P](/content/blog/llm-inference-optimization/index.html) - .png)\\ \\ **ML Lifecycle Management Guide – Mastering the End‑to‑End Journey of Machine Learning** \\ \\ Machine‑learning models are living organisms—they **grow, adapt, and eventually degrade**. Managing their lifecycle is the difference between a proof‑of‑concept and a sustainable AI product. This g...\\ \\ September 26, 2025Sumanth P](/content/blog/ml-lifecycle-management/index.html) - .png)\\ \\ **what is orchestration** \\ \\ Orchestration has become a foundational concept in the **digital era**, allowing businesses to stitch together everything from **container deployments** to **business processes** into a seamless fl...\\ \\ September 26, 2025Sumanth P](/content/blog/what-is-orchestration/index.html) - %20(1).png)\\ \\ Inference **model quantization** \\ \\ In the age of **ever‑growing deep neural networks**, models like large language models (LLMs) and vision–language models (VLMs) are scaling to **billions of parameters**, making them incredibly pow...\\ \\ September 19, 2025Sumanth P](/content/blog/model-quantization/index.html) - \\ \\ **horizontal vs vertical scaling** \\ \\ **Scaling AI workloads is no longer optional—it's a necessity in a world where user expectations and data volumes are accelerating.** Whether you are deploying a computer vision model at the edge o...\\ \\ September 18, 2025Sumanth P](/content/blog/horizontal-vs-vertical-scaling/index.html) - \\ \\ **Top AI Infrastructure Companies \| Comprehensive Comparison Guide** \\ \\ Artificial intelligence (AI) is no longer just a buzzword; **many businesses are struggling to scale models** because they lack the right infrastructure. \* _AI infrastructure comprises technologies_...\\ \\ September 18, 2025Sumanth P](/content/blog/top-ai-infrastructure-companies/index.html) - \\ \\ **top data orchestration tools** \\ \\ Quick Summary: Why is data orchestration so important in 2025?\\ \\ September 17, 2025Sumanth P](/content/blog/top-data-orchestration-tools/index.html) - .png)\\ \\ Inference **Artificial Analysis Benchmarks on GPT-OSS-120B: Clarifai Ranks at the Top for Performance and Cost-Efficiency** \\ \\ Artificial Analysis, an independent benchmarking platform, evaluated providers serving **GPT-OSS-120B** across latency, throughput, and price. In these tests, **Clarifai’s Compute Orchestration** d...\\ \\ September 16, 2025Clarifai](/content/blog/artificial-analysis-benchmarks-on-gpt-oss-120b-clarifai-ranks-at-the-top-for-performance-and-cost-efficiency/index.html) - \\ \\ Platform **Clarifai 11.8: GPT-OSS-120B: Benchmarking Speed, Scale, and Cost Efficiency** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ September 11, 2025Clarifai](/content/blog/clarifai-11.8-gpt-oss-120b-benchmarking-speed-scale-and-cost-efficiency/index.html) - .png)\\ \\ Inference **how to run ai models locally 2025 tools setup tips** \\ \\ Running AI models on your machine unlocks **privacy, customization, and independence**. In this in‑depth guide, you’ll learn why local AI is important, the tools and models you need, how to overcom...\\ \\ September 11, 2025Sumanth P](/content/blog/how-to-run-ai-models-locally-2025-tools-setup-tips/index.html) - \\ \\ **What Is API Orchestration & How Does It Work?** \\ \\ Modern software isn’t built from a single block; it’s assembled from a constellation of services. Each login, payment, or data fetch involves multiple calls to disparate systems. \*\*API orchestratio...\\ \\ September 10, 2025Sumanth P](/content/blog/api-orchestration/index.html) - \\ \\ **cloud orchestration** \\ \\ **Cloud orchestration is the most important part of modern DevOps and AI pipelines.** It does more than just **automate things**; it also \*\*organizes the provisioning, configuration, and sequencing...\\ \\ September 9, 2025Sumanth P](/content/blog/cloud-orchestration/index.html) - .png)\\ \\ **What Is Model Deployment? Comprehensive Strategies for Taking Models Live** \\ \\ Machine learning models often need a helping hand to **truly thrive**. Creating a **top-tier model in a notebook** is certainly a noteworthy accomplishment. However, it only truly \*\*adds value to t...\\ \\ September 4, 2025Sumanth P](/content/blog/model-deployment/index.html) - .png)\\ \\ **What Is AI Model Training & Why Is It Important?** \\ \\ **Grasping the way artificial intelligence (AI) learns is essential** for creating trustworthy and responsible systems. When a **chatbot responds to your inquiry** or a \*\*recommendation engine poin...\\ \\ September 4, 2025Sumanth P](/content/blog/model-training/index.html) - \\ \\ **Difference Between AI Inference and Training, and Why Does It Matter?** \\ \\ Artificial intelligence (AI) projects always hinge on **two very different activities:** **training** and **inference**. **Training** is the period when data scientists feed labeled examples into a...\\ \\ September 4, 2025Sumanth P](/content/blog/training-vs-inference/index.html) - \\ \\ **best gpus** \\ \\ **Summary** – Deep‑learning models have exploded in size and complexity, and 2025 marks a turning point in GPU technology. Nvidia’s Hopper and Blackwell architectures bring memory bandwidth into th...\\ \\ September 1, 2025Clarifai](/content/blog/best-gpus/index.html) - \\ \\ **Comparing SGLANG, vLLM, and TensorRT-LLM with GPT-OSS-120B** \\ \\ The ecosystem of LLM inference frameworks has been growing rapidly. As models become larger and more capable, the frameworks that power them are forced to keep pace, optimizing for everything from ...\\ \\ August 29, 2025Clarifai](/content/blog/comparing-sglang-vllm-and-tensorrt-llm-with-gpt-oss-120b/index.html) - \\ \\ **What Is the NVIDIA A100 GPU and Why Is It Important for AI?** \\ \\ **The NVIDIA A100 is a powerful computer unit made for advanced AI and data analysis tasks.** Pricing, Specifications, and AI Infrastructure Guide\\ \\ August 29, 2025Clarifai](/content/blog/nvidia-a100/index.html) - \\ \\ **What is NVIDIA H100? Price, Specs and Decision Guide** \\ \\ **Summary:** The NVIDIA H100 Tensor Core GPU is the workhorse powering today’s generative‑AI boom. Built on th¯e Hopper architecture, it packs unprecedented compute density, bandwidth, and memory to...\\ \\ August 28, 2025Clarifai](/content/blog/nvidia-h100/index.html) - \\ \\ AI Fundamentals **Top 30 AI Governance Tools** \\ \\ Artificial intelligence is rapidly permeating every aspect of business, yet without proper oversight, AI can amplify bias, leak sensitive information, or make decisions that clash with human values...\\ \\ August 27, 2025Clarifai](/content/blog/ai-governance-tools/index.html) - \\ \\ MLOps **MLOps Best Practices: Building Robust ML Pipelines for Real‑World Impact** \\ \\ Machine learning projects often start with a proof‑of‑concept, a single model deployed by a data scientist on her laptop. \*\*Scaling that model into a robust, repeatable production pipeline requires...\\ \\ August 26, 2025Clarifai](/content/blog/mlops-best-practices/index.html) - \\ \\ Applied AI **Top Business Process Orchestration Tools** \\ \\ Orchestrating business processes isn’t just about linking tasks—it’s about conducting a symphony of people, systems and data. If automation is like a robot performing a single task, process orchest...\\ \\ August 26, 2025Clarifai](/content/blog/top-business-process-automation-tools/index.html) - .png)\\ \\ Applied AI **GPT-5 Applications – Enterprise Workflows & Business Use Cases** \\ \\ Generative AI has become a common tool in boardrooms and back offices since OpenAI's GPT-4 came out. But the fact that GPT-5 will come out in August 2025 is more than just a small update. This mean...\\ \\ August 18, 2025Clarifai](/content/blog/gpt-5-applications/index.html) - \\ \\ **gpt 5 vs other models** \\ \\ The release of **GPT-5 on August 7, 2025**, was a major step forward in the progress of large-language models. A lot of people want to know how this new model stacks up against older ones and other...\\ \\ August 18, 2025Clarifai](/content/blog/gpt-5-vs-other-models/index.html) - -1.png)\\ \\ Agentic AI\\ \\ The emergence of large language models has changed the way organizations **search, summarize, code, and communicate**. Even the most advanced models have a limitation: they produce responses that r...\\ \\ August 18, 2025Clarifai](/content/blog/rag-with-gpt-5/index.html) - \\ \\ Platform **Clarifai 11.7: Benchmarking GPT-OSS Across H100s and B200s** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ August 14, 2025Clarifai](/content/blog/benchmarking-gpt-oss-across-h100s-and-b200s/index.html) - \\ \\ **NVIDIA B200 Vs. H100: Choosing The Right GPU For Your AI Workloads** \\ \\ The AI landscape continues to evolve at breakneck speed, demanding increasingly powerful hardware to support massive language models, complex simulations, and real-time inference workloads. NVIDIA ...\\ \\ August 14, 2025Clarifai](/content/blog/nvidia-b200-vs-h100/index.html) - \\ \\ Agentic AI **Run Your Own AI Coding Agent Locally with GPT-OSS and OpenHands** \\ \\ Whether you're refactoring legacy code, implementing new features, or debugging complex issues, AI coding assistants can accelerate your development workflow and reduce time-to-delivery. OpenHands ...\\ \\ August 12, 2025Clarifai](/content/blog/run-your-own-ai-coding-agent-locally-with-gpt-oss-openhands/index.html) - \\ \\ **OpenAI GPT‑OSS Benchmarks: How It Compares to GLM‑4.5, Qwen3, DeepSeek, and Kimi K2** \\ \\ OpenAI has released **gpt‑oss‑120b** and **gpt‑oss‑20b**, a new series of open‑weight reasoning models. 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They move beyond simple automation by making decisions, adapting to changing information, and coordi...\\ \\ July 25, 2025Clarifai](/content/blog/build-an-ai-agent-from-scratch-with-crewai-and-clarifai/index.html) - \\ \\ **Run Ollama Models Locally and make them Accessible via Public API** \\ \\ Running Large Language Models (LLMs) and other open-source models locally offers significant advantages for developers. This is where **Ollama** shines. Ollama simplifies the process of downloading...\\ \\ July 24, 2025Sumanth P](/content/blog/run-ollama-models-locally-and-make-them-accessible-via-public-api/index.html) - \\ \\ **nvidia a10 vs a100 choosing the right gpu for ai workloads** \\ \\ AI systems are compute-intensive. Tasks like large-scale inference, model training, and real-time decision-making require powerful hardware. GPUs are central to this, accelerating workloads across ...\\ \\ July 18, 2025Sumanth P](/content/blog/nvidia-a10-vs-a100-choosing-the-right-gpu-for-ai-workloads/index.html) - \\ \\ Platform **Clarifai 11.6: Introducing Local Runners — Ngrok for AI Models** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ July 10, 2025Sumanth P](/content/blog/clarifai-11.6-introducing-local-runners-ngrok-for-ai-models/index.html) - \\ \\ Agentic AI **Build and Deploy a Custom MCP Server from Scratch** \\ \\ You can think of **MCP** like the USB-C port on a laptop. One port gives you access to multiple functions such as charging, data transfer, display output, and more, without needing separate connect...\\ \\ July 4, 2025Sumanth P](/content/blog/build-and-deploy-a-custom-mcp-server-from-scratch/index.html) - .png)\\ \\ Agentic AI **agentic prompt engineering** \\ \\ Large Language Models (LLMs) have transformed how we interact with machines by making conversations feel intuitive, responsive, and increasingly intelligent. They now power everything from basic ch...\\ \\ July 1, 2025Sumanth P](/content/blog/agentic-prompt-engineering/index.html) - .png)\\ \\ Platform **Clarifai 11.5: Introducing Support for AI Agents and Model Context Protocol (MCP)** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ June 12, 2025Sumanth P](/content/blog/clarifai-11.5-introducing-support-for-ai-agents-and-model-context-protocol/index.html) - \\ \\ Platform **Clarifai 11.4: Faster Model Deployment & Inference with Python SDK** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ May 15, 2025Sumanth P](/content/blog/clarifai-11.4-faster-model-deployment-inference-with-python-sdk/index.html) - \\ \\ **What Are GPU Clusters and How They Accelerate AI Workloads** \\ \\ AI is growing rapidly, driven by advancements in generative and agentic AI. This growth has created a significant demand for computational power that traditional infrastructure cannot meet. GPUs, o...\\ \\ May 9, 2025Sumanth P](/content/blog/what-are-gpu-clusters-and-how-they-accelerate-ai-workloads/index.html) - %20vs%20A2A%20(Agent-to-Agent)%20Clearly%20Explained_blog_hero.png)\\ \\ Agentic AI **MCP (Model Context Protocol) vs A2A (Agent-to-Agent Protocol) Clearly Explained** \\ \\ AI is getting incredibly smart. We're moving past single, giant AI models towards teams of specialized **AI agents** working together. Think of them like expert helpers, each tackling a specific ta...\\ \\ May 5, 2025Sumanth P](/content/blog/mcp-vs-a2a-clearly-explained/index.html) - \\ \\ Platform **Complete Guide to Audit Logging with Clarifai** \\ \\ Fast-moving AI teams work in environments where models evolve, data shifts, and user activity never stops. Without robust audit logging, tracking down bugs, investigating suspicious behavior, or pr...\\ \\ April 17, 2025Clarifai](/content/blog/complete-guide-to-audit-logging-with-clarifai/index.html) - \\ \\ MLOps **How to Monitor and Control AI Workloads with Control Center** \\ \\ Managing AI infrastructure across an organization isn’t just complex — it can be chaotic. As teams scale their AI efforts, they’re often met with a fragmented mess of tools, dashboards, and spreads...\\ \\ April 17, 2025Clarifai](/content/blog/how-to-monitor-and-control-ai-workloads-with-control-center/index.html) - .png)\\ \\ AI Fundamentals **GPU Fractioning Explained: How to Run Multiple AI Workloads on a Single GPU** \\ \\ GPUs are in extremely high demand right now, especially with the rapid growth of AI workloads across industries. Efficient resource utilization is more important than ever, and GPU fractioning is o...\\ \\ April 11, 2025Clarifai](/content/blog/gpu-fractioning-explained-how-to-run-multiple-ai-workloads-on-a-single-gpu/index.html) - \\ \\ Platform **Clarifai 11.3: Introducing AI Playground — LLM Battleground to Test Powerful AI Models** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ April 10, 2025Clarifai](/content/blog/clarifai-11.3-ai-playground-your-llm-battleground-to-test-powerful-ai-models/index.html) - \\ \\ **NVIDIA A10 vs L40S GPUs for AI Workloads** \\ \\ Choosing the right GPU is a critical decision when running machine learning and LLM workloads. You need enough compute to run your models efficiently without overspending on unnecessary power. In t...\\ \\ March 21, 2025Clarifai](/content/blog/nvidia-a10-vs-l40s-gpus-for-ai-workloads/index.html) - \\ \\ **How Scaling to Zero Optimizes AI Infrastructure Costs** \\ \\ In today’s AI-driven world, businesses and developers need scalable, cost-efficient computing solutions. Scaling to zero is a critical strategy for optimizing cloud resource usage, especially for A...\\ \\ March 6, 2025Clarifai](/content/blog/how-scaling-to-zero-optimizes-ai-infrastructure-costs/index.html) - \\ \\ **Clarifai 11.1: Control Center (Public Preview): One Dashboard, Total Control Over Your AI Operations** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ February 12, 2025Clarifai](/content/blog/clarifai-11.1-control-center-public-preview-one-dashboard-total-control-over-your-ai-operations/index.html) - \\ \\ **Optimizing LLMs: Comparing vLLM, LMDeploy, and SGLang** \\ \\ Large Language Models (LLMs) are at the forefront of AI innovation, offering remarkable capabilities in natural language processing tasks. However, their impressive performance comes with a signifi...\\ \\ February 6, 2025Phat Vo](/content/blog/comparing-vllm-lmdeploy-and-sglang/index.html) - \\ \\ Compute Orchestration **optimized inference in the age of open source innovation** \\ \\ The recent release of DeepSeek's R1 model, a groundbreaking open-source model from the Chinese AI startup, has sparked a wave of excitement in the AI community. What ma...\\ \\ January 27, 2025Clarifai](/content/blog/optimized-inference-in-the-age-of-open-source-innovation/index.html) - \\ \\ **Clarifai 11.0: Streamline AI Insights with the Unified Clarifai Control Center** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ January 15, 2025Sumanth P](/content/blog/clarifai-11.0-clarifais-control-center/index.html) - [![Clarifai 10.11: Compute Orchestration [Public-Preview]](https://samples.clarifai.com/blog/wwwclarifaicom/hubfs/10.11_blog_thumb.png)\\ \\ **Clarifai 10.11: Compute Orchestration \[Public-Preview\]** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ December 6, 2024Sumanth P](/content/blog/clarifai-10.10-compute-orchestration-public-preview/index.html) - [![Clarifai 10.10: Compute Orchestration [Private-Preview]](https://samples.clarifai.com/blog/wwwclarifaicom/hubfs/10.10_blog_thumb.png)\\ \\ **Clarifai 10.10: Compute Orchestration \[Private-Preview\]** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the \[release notes.\](https://docs.clarifai.com/product-updates/changelog/release10...\\ \\ November 14, 2024Sumanth P](/content/blog/clarifai-10.10-compute-orchestration-private-preview/index.html) - \\ \\ **Clarifai 10.9: Control Center: Your Unified AI Dashboard** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ October 9, 2024Sumanth P](/content/blog/clarifai-10.9-control-center/index.html) - \\ \\ **Clarifai 10.8: Supercharge AI Models with Advanced Concept Mapping** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ September 11, 2024Sumanth P](/content/blog/clarifai-10.8-supercharge-ai-models-with-clarifais-advanced-concept-mapping/index.html) - \\ \\ **Clarifai 10.7: Your Data, Your AI: Fine-Tune Llama 3.1** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ August 13, 2024Sumanth P](/content/blog/clarifai-10.7-finetune-llama-3.1) - \\ \\ MLOps **Supercharge your LLM via Retrieval Augmented Fine-tuning** \\ \\ Large Language Models (LLMs) have become increasingly valuable for answering questions in specialized domains, such as medical or legal documents. To enhance their performance, it’s common to injec...\\ \\ August 13, 2024Phat Vo and Isaac Chung](/content/blog/supercharge-your-llm-via-retrieval-augmented-fine-tuning/index.html) - .png)\\ \\ AI Fundamentals **Do LLMs Reign Supreme in Few-Shot NER? Part III**\\ \\ .png?width=1000&height=556&name=Do%20LLMs%20Reign%20Supreme%20in%20Few-Shot%20NER\_%20(1).png)\\ \\ June 21, 2024Elizaveta Korotkova and Isaac Chung](/content/blog/do-llms-reign-supreme-in-few-shot-ner-part-iii/index.html) - \\ \\ **Clarifai 10.5: Gear Up Your AI: Fine-Tuning LLMs** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ June 12, 2024Sumanth P](/content/blog/clarifai-10.5-gear-up-your-ai-fine-tuning-llms/index.html) - .png)\\ \\ **Clarifai 10.4: From Zero to App in 5 minutes** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ May 14, 2024Sumanth P](/content/blog/clarifai-10.4) - -1.png)\\ \\ **Clarifai 10.3: Template Wizardry: Build Apps with a Click** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ April 9, 2024Sumanth P](/content/blog/clarifai-10.3-template-wizardry-craft-apps-with-a-click/index.html) - \\ \\ AI in 5 **Nvidia's Breakthrough and Hybrid AI with Clarifai** \\ \\ In the ever-evolving landscape of technology, there are moments that redefine our expectations and propel us toward new horizons. This week at NVIDIA’s Keynote at their GTC conference we stand at a...\\ \\ March 19, 2024Chris Kent](/content/blog/nvidias-breakthrough-and-hybrid-ai-with-clarifai/index.html) - \\ \\ **Clarifai 10.2: Report card for your LLMs**\\ \\ .png?width=1000&height=556&name=Blog%20header%20(1).png)\\ \\ March 12, 2024Sumanth P](/content/blog/clarifai-10.2-report-card-for-your-llms/index.html) - \\ \\ **Build a Retrieval-Augmented Generation (RAG) system in 4 lines of code** \\ \\ Large Language Models are not up-to-date, and they also lack domain-specific knowledge, as they are trained for generalized tasks and cannot be used to ask questions about your own data.\\ \\ February 28, 2024Sumanth P](/content/blog/retrieval-augmented-generation-rag-in-4-lines-of-code/index.html) - \\ \\ **Clarifai 10.1: RAG in 4 lines of code** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list, including bug fixes, please see the release notes.\\ \\ February 13, 2024Sumanth P](/content/blog/clarifai-release-10.1) - \\ \\ **NextGen GPT AI Hackathon with Clarifai - Winners Announcement** \\ \\ To kick off 2024, we have partnered with Lablab.ai to host the **NextGen GPT AI Hackathon with Clarifai**. The purpose of the Hackathon is to nurture creativity in the development of AI-first produ...\\ \\ February 6, 2024Sumanth P](/content/blog/nextgen-gpt-ai-hackathon-with-clarifai-winners-announcement/index.html) - \\ \\ Product Releases **New Published Models** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list including bug fixes, please see the release notes.\\ \\ January 11, 2024Ian Kelk](/content/blog/clarifai-release-10.0) - \\ \\ Agentic AI **What is RAG? (Retrieval Augmented Generation)** \\ \\ Generative AI continues to astound users with fluent language and creative outputs, yet large language models (LLMs) still make mistakes. Traditional models are trained on data up to a cutoff date ...\\ \\ December 20, 2023Ian Kelk](/content/blog/what-is-rag-retrieval-augmented-generation/index.html) - \\ \\ **AI in 5: Retrieval-Augmented Generation (RAG) with PDFs** \\ \\ _We've created a module for this tutorial. You can follow these directions to create your own module using the Clarifai template, or just use this module itself on Clarifai Portal._\\ \\ December 18, 2023Ian Kelk](/content/blog/ai-in-5-rag-with-pdfs/index.html) - \\ \\ Product Releases **Clarifai 9.11: B.Y.O.K (Bring Your Own Key)** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list including bug fixes, please see the release notes.\\ \\ December 12, 2023Ian Kelk](/content/blog/clarifai-release-9.11) - \\ \\ AI Fundamentals **Do LLMs Reign Supreme in Few-Shot NER? Part II** \\ \\ Large Language Models (LLMs) have gained a lot of attention recently and achieved impressive results in various NLP tasks. Building on this momentum, it’s crucial to dive deeper into specific appli...\\ \\ November 29, 2023Elizaveta Korotkova and Isaac Chung](/content/blog/do-llms-reign-supreme-in-few-shot-ner-part-ii/index.html) - \\ \\ **Model Demo:** \\ \\ Claude 2.1 is the latest iteration of the anthropic language model. This model introduces significant enhancements over its predecessor, C...\\ \\ November 23, 2023Luv Bansal](/content/blog/run-claude-2.1-with-an-api/index.html) - \\ \\ **10 innovations in our 10th year** \\ \\ In January 2023, few people understood the impact on AI and the world when OpenAI released an early demo of ChatGPT on November 30, 2022, or the speed of the technology adoption that would follow. ...\\ \\ November 20, 2023Matthew Zeiler, Ph.D.](/content/blog/10-innovations-in-our-10th-year/index.html) - \\ \\ Product Releases **Clarifai 9.10: Elevate, Integrate, Innovate** \\ \\ This blog post focuses on new features and improvements. For a comprehensive list including bug fixes, please see the release notes.\\ \\ November 20, 2023Ian Kelk](/content/blog/clarifai-release-9.10) - \\ \\ **Pioneering the AI stack - My Personal Story** \\ \\ Today marks the tenth anniversary of the founding of Clarifai, something I'm pretty proud of. In a year when generative AI has disrupted and surprised the industry, it's a year when I've become eve...\\ \\ November 20, 2023Matthew Zeiler, Ph.D.](/content/blog/pioneering-the-ai-stack-my-personal-story/index.html) - \\ \\ **Introducing AI in 5** \\ \\ 2013 heralded a new era in artificial intelligence with the emergence of Clarifai. Founded by the visionary Matt Zeiler, who notably triumphed at the esteemed ImageNet contest, Clarifai was envisio...\\ \\ November 16, 2023Ian Kelk](/content/blog/introducing-ai-in-5/index.html) - \\ \\ AI Fundamentals **Use cases and Benefits of Vector Databases** \\ \\ With the rapid adoption of AI and the innovation that is happening around us, we need the ability to take large amounts of data, contextualize it, and enable it to be searched with meaning.\\ \\ November 16, 2023Sumanth P and Isaac Chung](/content/blog/use-cases-and-benefits-of-vector-databases/index.html) - \\ \\ MLOps **Fine-Tuning LLMs: A Complete Guide** \\ \\ **Fine‑tuning** a large language model (LLM) involves continuing the training of a pre‑trained model on domain‑specific data to adapt its behavior to a particular task or organization. While \*\*pre‑...\\ \\ November 10, 2023Sumanth P](/content/blog/8-tips-to-train-and-fine-tune-machine-learning-models/index.html) - \\ \\ **Meet the Clarifai Winners of the AI DevWorld Hackathon** \\ \\ In October 2023, Clarifai was excited to participate in the API + AI DevWorld Hackathon, which was in-person in San Francisco and virtual. T...\\ \\ November 10, 2023Sumanth P](/content/blog/meet-the-winners-of-the-ai-devworld-hackathon/index.html) - \\ \\ **Building an AI App with Clarifai-Python SDK** \\ \\ To get started with any project using the Clarifai platform, you'll need to create an application. An application is literally what it sounds like: an application of AI to an existing challenge. It...\\ \\ November 6, 2023Sai Nivedh and Sriram Subramanian](/content/blog/building-an-ai-app-with-clarifai-python-sdk/index.html) - .png)\\ \\ **top open source llms** \\ \\ The **generative‑AI boom** of the early 2020s has reshaped how businesses, developers and researchers build intelligent applications. From chatbots and summarization tools to creative writing assis...\\ \\ November 2, 2023Sumanth P](/content/blog/top-open-source-llms/index.html) - \\ \\ AI Fundamentals **What is Transfer Learning?** \\ \\ Transfer learning has been influencing the AI and ML (machine learning) landscape for decades.\\ \\ October 27, 2023Ian Kelk](/content/blog/what-is-transfer-learning/index.html) - \\ \\ **Assemble Clarifai Workflows now with Python SDK using YAML** \\ \\ The ability to process and understand different types of data is very useful. Think about it: what if you could take a picture of a sign and immediately have its text translated into another langua...\\ \\ October 21, 2023Sai Nivedh and Sriram Subramanian](/content/blog/assemble-clarifai-workflows-now-with-python-sdk-using-yaml/index.html) - \\ \\ **Run Zephyr 7B with an API** \\ \\ Zephyr-7B-alpha is a new open-source language model from HuggingFace and is based on Mistral-7B. This model surpasses Llama 2...\\ \\ October 18, 2023Luv Bansal & Sumanth P](/content/blog/run-zephyr-7b-with-an-api/index.html) - \\ \\ **Using Clarifai's native Vector Database** \\ \\ Data is a critical component of businesses and organizations, but storing and retrieving it can be challenging. With the unprecedented growth in unstructured data, i.e. images, texts, audio, a new ...\\ \\ October 16, 2023Isaac Chung](/content/blog/using-clarifais-native-vector-database/index.html) - \\ \\ Product Releases **Clarifai 9.9: Score! AI with the Assist**\\ \- Compared with existing \[Smart Search\](https://docs.clarifai.com/portal-guide/psearch/?\_\_hstc=26175983.9ccf8f63650fcfc25bd981b8c7609732.1691070972331.1697463280972.1697467579627.82&\_\_hssc=26175983...\\ \\ October 14, 2023Ian Kelk](/content/blog/clarifai-release-9.9) - \\ \\ **How to run Nougat with an API** \\ \\ Nougat is a visual transformer model from Meta AI that converts document images, including complex math equations, into structured text, offering advancements in academic paper parsing.\\ \\ October 12, 2023Luv Bansal & Sumanth P](/content/blog/how-to-run-nougat-with-an-api/index.html) - .png)\\ \\ **Meet the Clarifai Champs of the Streamlit LLM Hackathon** \\ \\ In September, Clarifai was excited to be part of an **LLM Hackathon** hosted by Streamlit. The Hackathon was intended to nurture creativity in the development of AI-first products using powerful LLMs.\\ \\ October 9, 2023Sumanth P](/content/blog/streamlit-llm-hackathon-best-projects-built-with-clarifai/index.html) - \\ \\ **Transfer Learning in Manufacturing: A Complete Guide to Efficiency** \\ \\ Transfer learning is a powerful technique. By leveraging a pre-trained model as a foundational building block for a new task, it accelerates the modeling process, especially when the domains of the...\\ \\ October 9, 2023Clarifai](/content/blog/transfer-learning-in-manufacturing-guide-to-efficiency/index.html) - \\ \\ **AI in 5: How to Train a Classifier using an LLM** \\ \\ Welcome to the first AI in 5 post, where we teach you how you can create amazing things in just 5 minutes! This tutorial is based on this video, ...\\ \\ October 5, 2023Sumanth P](/content/blog/how-to-train-a-classifier-using-an-llm/index.html) - \\ \\ **Label Faster with AI-Assist** \\ \\ Data labeling is an indispensable element in the machine-learning ecosystem. For models to be trained effectively, they require clean, labeled data. Over the years, data labeling has undergone a si...\\ \\ October 3, 2023Trey Pierce and Ian Kelk](/content/blog/label-faster-with-ai-assist/index.html) - \\ \\ **50 Llama apps in 72 hours with Clarifai** \\ \\ What an exciting time to be a part of the LLM world! Last month, we partnered with Lablab.ai to host the \[ **Llama 2 Hackathon with Clarifai**\](https://lablab.ai/event/llama-2-...\\ \\ September 29, 2023Douglas Shapiro](/content/blog/50-llama-apps-in-72-hours-with-clarifai/index.html) - \\ \\ **Doc Q&A: Revolutionizing Document Analysis** \\ \\ In the ever-evolving landscape of information management and retrieval, the need for efficient tools to parse, analyze, and make sense of vast amounts of text data is more critical than ever. Clari...\\ \\ September 29, 2023Mansi Khamkar](/content/blog/doc-qa-revolutionizing-document-analysis/index.html) - \\ \\ **Evaluate the best Speech To Text Models** \\ \\ Speech-to-Text, often referred to as Automatic Speech Recognition (ASR), is a technology that uses machine learning to convert human speech into text. It's a common technology that many of us encou...\\ \\ September 28, 2023Luv Bansal](/content/blog/evaluate-the-best-speech-to-text-models/index.html) - \\ \\ **Run Mistral 7B Instruct with an API** \\ \\ Mistral 7B is a 7.3B parameter model from Mistral AI that outperformed Llama 2 13B on all Benchmarks and Llama 34B on many benchmarks and approaches CodeLlama 7B performance on code.\\ \\ September 28, 2023Sumanth P](/content/blog/run-mistral-7b-with-an-api/index.html) - \\ \\ **Linking Up: Clarifai with LangChain Integration** \\ \\ Large Language Models (LLMs) substantially gained their recognition following OpenAI's GPT-3's launch back in 2020, and since then, they have been firmly on a trajectory of popularity and technolog...\\ \\ September 27, 2023Ian Kelk](/content/blog/linking-up-clarifai-with-langchain-integration/index.html) - \\ \\ **GPT-3.5 Turbo Instruct model from OpenAI** \\ \\ **GPT-3.5 Turbo Instruct: An AI Instruction Model from** **OpenAI**\\ \\ September 25, 2023Sumanth P](/content/blog/gpt-3.5-turbo-instruct-model-from-openai/index.html) - \\ \\ **WizardCoder: Large Language Model for Code** \\ \\ WizardCoder is a Code Large Language Model (LLM) that has been fine-tuned on **Llama2** and has demonstrated superior performance compared to other open-source and closed LLMs on prominent code gen...\\ \\ September 25, 2023Sumanth P](/content/blog/wizardcoder-large-language-model-for-code/index.html) - \\ \\ **Compare Top LLMs with LLM Battleground** \\ \\ In the realm of Large Language Models (LLMs), we've recently seen a surge of novel models - ChatGPT, Llama, Claude among others - demonstrating remarkable capacity for human-like text generation. E...\\ \\ September 19, 2023Mansi Khamkar and Ian Kelk](/content/blog/compare-top-llms-with-llm-battleground/index.html) - \\ \\ Product Releases **Clarifai 9.8: Hot! New Talking Models**\\ \- We released the first open source version (for developer preview) of a Python SDK designed to offer you a simple, fast, and efficient way to experience the power of Clarifai’s AI platform—all wit...\\ \\ September 14, 2023Ian Kelk](/content/blog/clarifai-release-9.8) - \\ \\ **Developer Preview: Clarifai Python SDK** \\ \\ We’re excited to announce our **new Python SDK**\- https://github.com/Clarifai/clarifai-python for Clarifai, launching in developer preview.\\ \\ September 14, 2023Sanjay Chelliah](/content/blog/developer-preview-clarifai-python-sdk/index.html) - \\ \\ Tutorials **Introduction to Clarifai** \\ \\ Welcome to Clarifai! Glad to see you on this AI journey with us. In this simple blog, let us take the first step towards learning about us and how Clarifai can help you ace the AI game!\\ \\ September 14, 2023Claudia Ziegler](/content/blog/introduction-to-clarifai/index.html) - \\ \\ **Llama 2 Hackathon with Clarifai - Winners Announcement** \\ \\ Last month, we partnered with Lablab.ai to host the **Llama 2 Hackathon with Clarifai**. The Hackathon aimed to nurture creativity in the development of AI-first products using the powerful Llama 2...\\ \\ September 14, 2023Sumanth P](/content/blog/llama-2-hackathon-with-clarifai-winners-announcement/index.html) - \\ \\ Tutorials **Using Generative Models with Clarifai** \\ \\ Generative AI is a great tool to have in any developer’s toolkit! Generative AI has endless use cases and has the ability to create new content based on the data they were trained on.Read this blog...\\ \\ September 14, 2023Claudia Ziegler](/content/blog/using-generative-models-with-clarifai/index.html) - \\ \\ Tutorials **Workflows in Clarifai: A Tutorial** \\ \\ One of the most powerful features of Clarifai is the ability to combine machine learning models like they are nodes in a graph. This is done through workflows. With workflows, you can chain to...\\ \\ September 14, 2023Claudia Ziegler](/content/blog/workflows-in-clarifai-a-tutorial/index.html) - \\ \\ **Run Stable Diffusion XL with an API** \\ \\ Stable Diffusion XL 1.0 is the latest state-of-the-art latent diffusion model from Stability AI for high-resolution image synthesis. SDXL is open-source, designed to improve the visual quality of g...\\ \\ September 12, 2023Sumanth P](/content/blog/run-stable-diffusion-xl-with-an-api/index.html) - \\ \\ **Easily Create a Variety of LLM Apps with Streamlit and Clarifai** \\ \\ Author: Ian Kelk, Product Marketing Manager, Clarifai\\ \\ September 4, 2023Ian Kelk](/content/blog/easily-create-a-variety-of-llm-apps-with-streamlit-and-clarifai/index.html) - \\ \\ **Run Code Llama with an API** \\ \\ Introducing Code Llama, a large language model (LLM) from Meta AI that can generate and discuss code using text prompts.\\ \\ August 29, 2023Sumanth P](/content/blog/run-code-llama-with-an-api-1/index.html) - \\ \\ Product Releases **Clarifai 9.7: Fine-tune LLMs**\\ \- SDH is now enabled for all users. This is a **critical, breaking change**. If you are an API user, follow the \[guide here\](https://docs.clarifai.com/product-updates/upcoming-api-changes/secure-da...\\ \\ August 15, 2023Ian Kelk](/content/blog/clarifai-release-9.7) - \\ \\ **Fine-Tuning GPT-Neo for Text Classification** \\ \\ This tutorial is based on this video, in which we aim to guide you step-by-step in fine-tuning a text-to-text generative model for a classification ta...\\ \\ August 15, 2023Ian Kelk](/content/blog/fine-tuning-gpt-neo-for-text-classification/index.html) - \\ \\ **The Importance of LLaMA and Open Source Foundation Models** \\ \\ In the rapidly evolving landscape of artificial intelligence (AI), open source foundation models are emerging as a driving force for innovation and democratization. While tech giants once held the ...\\ \\ August 10, 2023Ian Kelk](/content/blog/the-importance-of-llama-and-open-source-foundation-models/index.html) - \\ \\ **Run MPT-7B-Instruct Model with an API** \\ \\ MPT-7B-Instruct is a short-form instruction following model from MosaicML. The Model is built by fine-tuning the original MPT-7B.\\ \\ August 9, 2023Sumanth Papareddy](/content/blog/run-mpt-7b-instruct-model-with-an-api/index.html) - \\ \\ **Clarifai is now a Meta Llama 2 launch partner!** \\ \\ Llama-2 is the new open-source language model from Meta AI that outperforms other open-source language models on many benchmarks. Llama-2 builds upon the success of Llama-1 and incorporates several...\\ \\ August 8, 2023Sumanth Papareddy](/content/blog/clarifai-is-a-meta-llama-2-launch-partner/index.html) - \\ \\ **Do LLMs Reign Supreme in Few-Shot NER?** \\ \\ Named Entity Recognition (NER) is a task in natural language processing (NLP) that involves identifying and classifying named entities in text into predefined categories such as names of people, or...\\ \\ July 25, 2023Elizaveta Korotkova and Isaac Chung](/content/blog/do-llms-reign-supreme-in-few-shot-ner/index.html) - \\ \\ **Introducing Our Game-Changing Modules Feature** \\ \\ Welcome to a new era of Clarifai development as we proudly introduce the 9.6 release, featuring our game-changing Modules. Clarifai is privileged to sit on the cutting edge in a technological world...\\ \\ July 19, 2023Matthew Zeiler](/content/blog/introducing-our-game-changing-modules-feature/index.html) - \\ \\ Product Releases **Clarifai 9.6: Modules**\\ \- The old portal is no longer publicly accessible. You can contact our support department if you still need to access the unmaintained old portal (at your own risk).\\ \\ July 18, 2023Ian Kelk](/content/blog/clarifai-release-9.6) - \\ \\ AI Fundamentals **AI Foundation Models: Choosing the Best Model for Your Use Case** \\ \\ Artificial Intelligence (AI) is evolving at an unprecedented pace, paving the way for transformative advancements across numerous sectors. At the heart of this rapid evolution is an exceptional cla...\\ \\ July 7, 2023Ian Kelk and Minh Hoque](/content/blog/choosing-best-foundation-model-for-your-use-case/index.html) - \\ \\ Product Releases **Clarifai 9.5: Now with the leading LLMs, open source & 3rd party**\\ \- We've wrapped several LLM models from various vendors into our platform. You can use them to perform a wide range of tasks, including text summarization, text generation, text embedding, text lan...\\ \\ June 13, 2023Ian Kelk](/content/blog/clarifai-release-9.5) - \\ \\ Tutorials **Answering Questions on Your PDF's data with LLMs** \\ \\ Large language models have emerged as powerful tools capable of generating human-like text and answering a wide range of questions. These models, such as GPT-4, LLaMA, and PaLM, have been trained o...\\ \\ June 1, 2023Sumanth P](/content/blog/answering-questions-on-your-pdfs-data-with-llms/index.html) - \\ \\ **Generative AI and Large Language Models** \\ \\ In Artificial Intelligence, Generative AI is a subset that is making headlines every day. It specializes in the creation of new, original content. Whether generating real...\\ \\ May 25, 2023Ian Kelk](/content/blog/generative-ai-and-large-language-models/index.html) - \\ \\ **Using the evaluations module to improve model performance** \\ \\ Navigating the intricate world of machine learning is no small feat, and measuring model performance is undoubtedly one of the most crucial aspects. As we embark on this journey together through th...\\ \\ May 19, 2023Yuchen Fama, Alfrick Opidi, and Ian Kelk](/content/blog/using-the-evaluations-module-to-improve-model-performance/index.html) - \\ \\ **New Portal Public Preview** \\ \\ We are happy to announce that our fully revamped Portal UI is entering **Public Preview**. We’re inviting you to test, utilize, and provide your feedback so that we can keep improving.\\ \\ May 11, 2023Ian Kelk](/content/blog/new-portal-release/index.html) - \\ \\ **Finding What You Need: A Comprehensive Guide to Vector Search** \\ \\ How often have you looked for something, but you're not sure what it’s called? You may know what it does or have a description. But without the keywords, you're left searching. That's where vector ...\\ \\ April 12, 2023Isaac Chung](/content/blog/finding-what-you-need-a-comprehensive-guide-to-vector-search/index.html) - \\ \\ Product Releases **Clarifai Release 9.3**\\ \- Introduced a new design with easy edit options.\\ \\ April 11, 2023Ian Kelk](/content/blog/clarifai-release-9.3) - \\ \\ **The Future of Content: How Multimodal Moderation is Changing the Game** \\ \\ Content moderation is an essential aspect of many online platforms, from social media to e-commerce sites. However, as the volume and variety of user-generated content continues to grow, traditiona...\\ \\ March 22, 2023Isaac Chung](/content/blog/the-future-of-content-how-multimodal-moderation-is-changing-the-game/index.html) - \\ \\ Product Releases **Clarifai Release 9.2** \\ \\ You can now use the SSO feature to sign up on the Clarifai platform using your Google account.\\ \\ March 15, 2023Ian Kelk](/content/blog/clarifai-release-9.2) - \\ \\ **Using AI To Create Applications - Downloading Images Easily** \\ \\ Artificial Intelligence (AI) has become an integral part of many industries, and the use of AI to create applications has seen a drastic rise in recent times. But what if you don't know how to go a...\\ \\ March 9, 2023Ian Kelk](/content/blog/using-ai-to-create-applications-downloading-images-easily/index.html) - \\ \\ Product Releases **Clarifai Release 9.1** \\ \\ You can now use the powerful feature to consolidate multiple Clarifai accounts into an organization and make the most out of your teams.It enhances collaboration, allows you to centralize the manag...\\ \\ February 15, 2023Ian Kelk](/content/blog/clarifai-release-9.1) - \\ \\ **Image Predictions Quick Start** \\ \\ This post is a detailed walkthrough of how to perform a simple image prediction using Clarifai's python API. Everything contained here is in the accompanying Jupyter notebook hosted on Github at th...\\ \\ February 8, 2023Ian Kelk](/content/blog/image-predictions-quick-start/index.html) - \\ \\ **Clarifai Release 9.0** \\ \\ The HuggingFace text classification template is now available to users. You can use the pre-configured text classifier model template to train with your data and improve the accuracy of your results.\\ \\ January 9, 2023Ian Kelk](/content/blog/clarifai-release-9.0) - \\ \\ **Top 5 AI Trends in Retail For 2023** \\ \\ Artificial intelligence (AI) is having a major impact on the retail industry. AI technology is being used to improve many aspects of retail shopping, from product recommendation engines to personal...\\ \\ January 5, 2023Ian Kelk](/content/blog/top-5-trends-in-retail-where-ai-can-help/index.html) - \\ \\ Applied AI **How AI can assist with Predictive Pricing in Retail** \\ \\ Predictive pricing is a pricing strategy that uses artificial intelligence (AI) to optimize product pricing based on market demand and competition. It involves using data analytics and machine lear...\\ \\ January 4, 2023Ian Kelk](/content/blog/how-ai-can-assist-with-predictive-pricing-in-retail/index.html) - \\ \\ **Product Catalog Management and AI** \\ \\ Artificial intelligence (AI) has the potential to revolutionize the way that retail companies manage their product catalogs. Product catalog management is the process of organizing, maintaining, an...\\ \\ December 23, 2022Ian Kelk](/content/blog/product-catalog-management-and-ai/index.html) - \\ \\ **Clarifai Release 8.11** \\ \\ You can now use the BlazeFace face detection model to detect faces in images.\\ \\ December 6, 2022Ian Kelk](/content/blog/clarifai-release-8.11) - \\ \\ **How does ChatGPT work?** \\ \\ Everywhere you turn for the past week, there are screenshots and shocked YouTubers discussing how incredible OpenAI's newly unveiled ChatGPT model is. As more and more people are turning to chatbot...\\ \\ December 6, 2022Ian Kelk](/content/blog/how-does-chatgpt-work/index.html) - \\ \\ **Clarifai Release 8.10** \\ \\ Get measurable insights into your utilization of the Clarifai Community platform. Read more about how to use it here.\\ \\ November 1, 2022Ian Kelk](/content/blog/clarifai-release-8.10) - \\ \\ Digital Asset Management **Computer Vision APIs: Improving Digital Asset Management With CV APIs** \\ \\ Digital asset management (DAM) is one of the most critical business processes for organizations today. Digitized content is everywhere, \[90% percent of the world’s data\](https://www.domo.com/learn/...\\ \\ October 6, 2022Ian Kelk](/content/blog/computer-vision-api-improving-digital-asset-management-with-cv-apis/index.html) - \\ \\ Digital Asset Management **5 Ways to Make Digital Asset Management Easier With AI** \\ \\ You need rich media to engage prospects and customers, and the good news is the global supply of digital content continues to grow. By some estimates, there are \[1.72 trillion photos\](https://photu...\\ \\ October 5, 2022Jeff Toffoli](/content/blog/5-ways-to-make-dam-easier-with-ai/index.html) - \\ \\ **Clarifai Release 8.9** \\ \\ Alongside the _Overview_ and _Versions_ tabs, each model page now has a _Concepts_ tab that lists the concepts it contains. The tab also allows you to search for concepts and sort them by ascending...\\ \\ October 4, 2022Ian Kelk](/content/blog/clarifai-release-8.9) - \\ \\ Automated Visual Inspection **5 No-code Ideas to Leverage AI using Clarifai and Zapier** \\ \\ Writing integration code is certainly a great way to harness the full power of the Clarifai platform, however, you will be surprised how much you can do without code! Connecting tools that you alre...\\ \\ September 6, 2022Taras Kushnir](/content/blog/5-no-code-ideas-to-leverage-ai-using-clarifai-and-zapier/index.html) - \\ \\ **Clarifai Release 8.8** \\ \\ Image segmentation is the process of partitioning an image into various segments. This is an important process as it separates various objects in complex visual environments. Powerful segmentation ...\\ \\ September 6, 2022Ian Kelk](/content/blog/clarifai-release-8.8) - \\ \\ Business News **Top 5 AI Models for the Enterprise** \\ \\ AI is helping businesses of all kinds to increase revenue, reduce costs and reduce risk. AI solutions currently power critical business processes in media and entertainment, retail and e-commerce, ...\\ \\ July 29, 2022Jeff Toffoli](/content/blog/top-5-ai-models-for-the-enterprise/index.html) - \\ \\ Content Moderation **Common Frameworks for Content Moderation** \\ \\ Digital media is an essential source of content, communications, and commerce in the modern world, but harmful content has traumatized users, incited violent acts, and negatively impacted already m...\\ \\ July 22, 2022Jeff Toffoli](/content/blog/meeting-the-challenge-of-global-content-moderation/index.html) - \\ \\ **Neural Style Transfer Survey of Machine Learning Architectures** \\ \\ In computer vision, neural style transfer (NST) is a captivating technology that generates an image by imprinting the unique stylistic of one image onto the content of another image (Elgendy, 2020)...\\ \\ July 9, 2022David Cardona](/content/blog/neural-style-transfer-survey-of-machine-learning-architectures/index.html) - \\ \\ Public Sector **What is Intelligence, Surveillance, and Reconnaissance (ISR)?** \\ \\ The great power competition has returned, with Russia and China simultaneously advancing warfighting capabilities with increased lethality, range, and speed. The potential for lost military advanta...\\ \\ June 29, 2022Jeff Toffoli](/content/blog/what-is-intelligence-surveillance-and-reconnaissance-isr-and-why-is-ai-critical-to-military-advantage/index.html) - \\ \\ **Clarifai Release 8.5** \\ \\ You can now publish workflows on Clarifai Community. Workflows make it easy to connect models of different kinds so that you can perform complex operations on your data and build solutions that tar...\\ \\ June 10, 2022Jeff Toffoli](/content/blog/clarifai-release-8.5) - \\ \\ Content Moderation **What is content moderation, and why is AI the answer?** \\ \\ There's an astounding 2.5 quintillion bytes of data uploaded to the Internet every day. Even though your company only produces a tiny fraction of this total, it is easy to get overwhelmed with mana...\\ \\ June 8, 2022Jeff Toffoli](/content/blog/what-is-content-moderation-ai/index.html) - \\ \\ **Clarifai Release 8.4** \\ \\ This month we've added new models for caption generation, printed OCR, grammar correction, and logo detection!\\ \\ May 3, 2022Ian Kelk](/content/blog/clarifai-release-8.4) - \\ \\ **Clarifai Release 8.3** \\ \\ The Clarifai platform has now been updated to **Release 8.3**! We've added 3 more NLP models for financial text classification and summarization.\\ \\ April 5, 2022Ian Kelk](/content/blog/clarifai-release-8.3) - \\ \\ Industry **Retail Solutions: AI Solutions for Smart Shelves** \\ \\ I'm old enough to remember a time when stores had little price tags stuck on all their products, and they were often the deciding factor in what people would pay for them. You'd bring the item you ...\\ \\ April 4, 2022Ian Kelk](/content/blog/retail-solutions-smart-shelves/index.html) - \\ \\ **AI Solutions for Property and Casualty (P&C) Insurance** \\ \\ Dave was excited - it was finally time to get his driver's license. He couldn't wait enjoy the independence that owning a car brings, from driving out to meet friends to long road trips to distant ...\\ \\ March 8, 2022Ian Kelk](/content/blog/ai-solutions-for-property-and-casualty-pc-insurance/index.html) - \\ \\ **Clarifai Release 8.2** \\ \\ The Clarifai platform has now been updated to **Release 8.2**! We've added even more incredible NLP models for text processing, generation, detection, and inference.\\ \\ March 8, 2022Ian Kelk](/content/blog/clarifai-release-8.2) - \\ \\ **Clarifai Release 8.1** \\ \\ The Clarifai platform has now been updated to **Release 8.1**! We've added a number of incredible NLP models for text processing, generation, detection, and inference.\\ \\ February 7, 2022Ian Kelk](/content/blog/clarifai-release-8.1) - \\ \\ Product Releases **Clarifai Release 8.0** \\ \\ The Clarifai platform has now been updated to Release 8.0! We've added some incredible models for both image and video captioning, as well as handwritten optical character recognition. and added ne...\\ \\ December 31, 2021Ian Kelk](/content/blog/clarifai-release-8.0) - \\ \\ Product Releases **Clarifai Release 7.11** \\ \\ We're excited to announce Release 7.11 of the Clarifai platform. In case you missed it last time, Release 7.10 included the initial release of Clarifai Community, which is open to request invi...\\ \\ November 30, 2021Ian Kelk](/content/blog/clarifai-release-7.11) - \\ \\ Data Labeling **Cleaning up data: What is a \\"Data-Centric\\" Approach to AI?** \\ \\ Using AI models, developers can create an astonishing array of useful real-world applications, representing the set of rules or guidelines applied to data for an...\\ \\ November 12, 2021Ian Kelk](/content/blog/cleaning-up-data-what-is-a-data-centric-approach-to-ai/index.html) - \\ \\ Product Releases **Clarifai Release 7.10** \\ \\ We’ve got some special news we wanted to share with you today: we’re excited to announce Release 7.10 of the Clarifai platform, including the initial release of Clarifai Community. We think that Cl...\\ \\ November 5, 2021Jeff Toffoli](/content/blog/clarifai-release-7.10) - \\ \\ Company News **To Software 2.0 and Beyond: Celebrating Our Series C Funding** \\ \\ I founded Clarifai in 2013 after finishing my Ph.D. and then working at Google one summer. I had always wanted to start a business and felt beyond motivated to help others solve\[real-world problems...\\ \\ October 15, 2021Matthew Zeiler](/content/blog/clarifai-celebrates-series-c-funding/index.html)\ - \\ \\ Face Recognition **6 Applications in the Growing Field of Computer Vision** \\ \\ As technology progresses, computers are getting more and more useful, and they are getting better at interacting with the world in a way that is more, well, human. With the latest advancements in c...\\ \\ September 27, 2021Team Clarifai](/content/blog/6-applications-in-the-growing-field-of-computer-vision/index.html)\ - \\ \\ **How to Integrate Clarifai AI and Snowflake** \\ \\ This tutorial shows you how to integrate Clarifai with Snowflake. Clarifai can automatically recognize, classify and label unstructured data streams in the form of images, video, text, and audio. Y...\\ \\ September 20, 2021Jeff Toffoli](/content/blog/calling-ai-models-using-snowflake-external-functions/index.html)\ - \\ \\ Edge AI **What Is Edge Computing in AI?** \\ \\ Back in 2017, Apple announced the iPhone X with its **A11 Bionic** chip—a system‑on‑a‑chip (SoC) containing a dedicated “neural engine” for face and speech recognition. Since then, every iPhone inc...\\ \\ September 13, 2021Ian Kelk](/content/blog/what-is-edge-computing-in-ai/index.html)\ - \\ \\ AI Fundamentals **All you need to know about Software 2.0** \\ \\ Ten years ago, engineer and investor Marc Andreessen wrote in his now-famous article in the Wall Street Journal that "software is eating the world." These days industry visionaries are predicting a...\\ \\ August 31, 2021Jeff Toffoli](/content/blog/all-you-need-to-know-about-software-2.0)\ - \\ \\ Product Releases **Clarifai Release 7.8** \\ \\ Clarifai is making the world's AI accessible to businesses and organizations that have never worked with AI before. We provide a complete suite of tools, and enable our customers to label train and...\\ \\ August 30, 2021Jeff Toffoli](/content/blog/clarifai-release-7.8)\ - \\ \\ Product Releases **Clarifai Release 7.7** \\ \\ We're on a mission to deliver "The World's AI." Clarifai Release 7.7 introduces advanced new tools for data training datasets, \[...\\ \\ July 30, 2021Jeff Toffoli](/content/blog/clarifai-release-7.7)\ - \\ \\ Data Labeling **What is Unstructured Data?**\\ \\ “90 Percent of the Big Data We Generate Is an Unstructured Mess” - PC Mag“80 to 90 percent of data generated and collected by organizations, is unstructured” - MongoDB“Big Data and unstructured dat...\\ \\ July 12, 2021Jeff Toffoli](/content/blog/what-is-unstructured-data/index.html)\ - \\ \\ Product Releases **Clarifai Release 7.6** \\ \\ Welcome to the Release 7.6 of the Clarifai Platform. Clarifai is on a mission to help our customers turn unstructured data into knowledge, and we're building tools that'll help you \[implement usef...\\ \\ June 28, 2021Jeff Toffoli](/content/blog/clarifai-release-7.6)\ - \\ \\ Face Recognition **Top 10 Uses for Face Recognition in 2021** \\ \\ Facial recognition is one of the many applications of modern AI technology. It’s also one of the oldest – it’s been quite a...\\ \\ June 17, 2021Team Clarifai](/content/blog/top-10-uses-of-face-recognition-2021/index.html)\ - \\ \\ Content Moderation **5 Types of Content Moderation and How to Scale Using AI** \\ \\ User generated content (UGC) is not just found on social media sites anymore. More and more companies in different industries are using user generated content to drive revenue and build brand thoug...\\ \\ June 13, 2021Team Clarifai](/content/blog/5-types-of-content-moderation-and-how-ai-is-helping/index.html)\ - \\ \\ Product Releases **Clarifai Release 7.5** \\ \\ Today we are proud to pull back the curtain on one of our most important releases yet. Clarifai Release 7.5 introduces sophisticated new \[segmentation models, classification models\](/blog/clas...\\ \\ May 31, 2021Jeff Toffoli](/content/blog/clarifai-release-7.5)\ - \\ \\ Image Recognition **Applications of Computer Vision** \\ \\ Computer Vision (CV) is a field of computer science that focuses on creating digital models to process, analyze, and understand image and video data. Computers don’t have the subjective “experience...\\ \\ May 30, 2021Jeff Toffoli](/content/blog/what-is-computer-vision/index.html)\ - \\ \\ **Clarifai Welcomes Jacqueline Tame, former Acting Deputy Director of the DoD’s JAIC** \\ \\ Today, Clarifai announced that Jacqueline Tame, the former Acting Deputy Director of the DoD’s Joint Artificial IntelligenceCenter (JAIC), has joined t...\\ \\ May 27, 2021Matthew Zeiler](/content/blog/welcomes-jacqueline-tame-to-public-sector-advisory-team/index.html)\ - \\ \\ **What is Artificial Intelligence?** \\ \\ There is no question that humans are intelligent creatures by nature, and we use our intelligence to perform numerous tasks. But can we create machines (computers) that are capable of doing the sam...\\ \\ May 14, 2021Jeff Toffoli](/content/blog/what-is-artificial-intelligence/index.html)\ - \\ \\ **Welcoming Major General Barbara Fast, U.S. Army, Ret.** \\ \\ I'm excited to announce that Major General Barbara Fast, U.S. Army, Ret. has joined Clarifai as senior advisor and member of its Public Sector Advisory Council. Barbara is joining our team to help ...\\ \\ May 3, 2021Matthew Zeiler](/content/blog/welcomes-major-general-barbara-fast-usarmy/index.html)\ - \\ \\ Product Releases **Clarifai Release 7.4** \\ \\ Spring is here and we are introducing important new features and improvements with Clarifai Release 7.4. Clarifai is democratizing AI and giving developers access to tools that can accelerate AI so...\\ \\ April 30, 2021Jeff Toffoli](/content/blog/clarifai-release-7.4)\ - \\ \\ Image Recognition **Deploy First: The Secret to Data Efficiency in ML** \\ \\ In the beginning, AI engineers toiled in obscurity, spending years hand-crafting equations to solve even the smallestComputer Vision problems. But the world has certainly change...\\ \\ April 23, 2021Jeff Toffoli and Michael Gormish](/content/blog/deploy-first-the-secret-to-data-efficiency-in-ml/index.html)\ - \\ \\ Image Recognition **Synthetic Aperture Radar (SAR) Analysis with Clarifai** \\ \\ Synthetic Aperture Radar (SAR) is one of the power tools of remote sensing. It bounces a microwave radar signal off the Earth’s surface to detect physical properties. SAR can generate high quality ...\\ \\ April 13, 2021Sima Taheri](/content/blog/synthetic-aperture-radar-sar-analysis-with-clarifai/index.html)\ - \\ \\ Product Releases **Clarifai Release 7.3** \\ \\ Clarifai Release 7.3 pushes machine learning farther by expanding upon our ecosystem of AI tools and technologies. We are introducing entirely new model types, as well as augmentations and improvem...\\ \\ March 29, 2021Jeff Toffoli](/content/blog/clarifai-release-7.3)\ - \\ \\ Product Releases **Clarifai Release 7.2** \\ \\ Clarifai Release 7.2 includes powerful new deep training templates that have been designed to supercharge your model building efforts. Plus we have rolled out a new and improved polygon labeling in...\\ \\ February 26, 2021Jeff Toffoli](/content/blog/clarifai-release-7.2)\ - \\ \\ Clarifai API **gRPC vs HTTPS+JSON with the Clarifai API** \\ \\ Clarifai gRPC is built to deliver lightweight microservices. This is one of the keys to Clarifai Amada’s ability to load and balance...\\ \\ February 9, 2021Jeff Toffoli](/content/blog/http-vs-grpc-choose-your-favorite-interface/index.html)\ - \\ \\ Product Releases **Clarifai Release 7.1** \\ \\ 2021 is off to a strong start here at Clarifai. Our global team of designers, researchers and engineers is proud to introduce Clarifai Release 7.1. Our latest release includes major improvements an...\\ \\ January 29, 2021Jeff Toffoli](/content/blog/clarifai-release-7.1)\ - \\ \\ Image Recognition **Top 3 Papers from NeurIPS 2020** \\ \\ Neural Information Processing Systems annual meeting (better known as NeurIPS) is widely regarded as the \[world's most important AI\](/blog/what-is-artificial-intel...\\ \\ January 21, 2021Yanan Jian and Jeff Toffoli](/content/blog/our-favorite-papers-from-neurips/index.html)\ - \\ \\ Product Releases **Clarifai Release 7.0** \\ \\ We are finishing the year with a ton of new products, features and improvements with Clarifai Release 7.0.\\ \\ December 30, 2020Jeff Toffoli](/content/blog/clarifai-release-7.0)\ - \\ \\ **Clarifai Release 6.11** \\ \\ Clarifai Release 6.11 introduces powerful new models, enterprise access controls and tools for communicating with your labeling teams.\\ \\ December 22, 2020Jeff Toffoli](/content/blog/clarifai-release-6.11)\ - \\ \\ Machine Learning **Sentiment Analysis and Storytelling** \\ \\ The ways that we create, discover and consume content are rapidly changing. Wattpad is able to connect a global community of 90 million readers and writers through the power of story. Stories on Wa...\\ \\ December 21, 2020Team Clarifai](/content/blog/sentiment-analysis-and-storytelling/index.html)\ - \\ \\ **Clarifai Release 6.10 Features New Model Operators** \\ \\ We're excited to announce version 6.10 of the Clarifai platform. We are releasing a new Swift client so that you can now easily integrate \[Clarifai services on iOS devices\](/blog/introducing-c...\\ \\ November 23, 2020Jeff Toffoli](/content/blog/clarifai-release-6.10)\ - .png)\\ \\ Machine Learning **Neural Network Pruning for Compression & Understanding** \\ \\ Neural networks have been massively growing in size during the past decade. Some of the new state of the art models have over half a trillion tunable parameters. The result is a gigantic model that...\\ \\ November 20, 2020Team Clarifai](/content/blog/neural-network-pruning-for-compression-understanding/index.html)\ - \\ \\ Face Recognition **Challenges & State of the Art Solutions Associated with Face Recognition** \\ \\ Several factors make face recognition difficult for machines such as extreme illumination, occlusion, extreme expressions, low resolution, and in-plane rotation. At our recent Perceive 2020 confere...\\ \\ November 16, 2020Team Clarifai](/content/blog/challenges-of-face-recognition/index.html)\ - \\ \\ **Clarifai Release 6.9** \\ \\ With Clarifai Release 6.9 we are introducing a ton of major platform improvements and new features that help you get the most out of AI in your business. Learn about ingesting and labeling new dat...\\ \\ October 30, 2020Jeff Toffoli](/content/blog/clarifai-release-6.9)\ - \\ \\ Clarifai API **Importing Regions with the Clarifai API** \\ \\ This article is builds on the information covered in the post Data Mode and Integration with the Clarifai API, please start there for import...\\ \\ October 30, 2020Jeff Toffoli and Minh Tran](/content/blog/importing-regions-with-the-clarifai-api/index.html)\ - \\ \\ **Clarifai Release 6.8** \\ \\ Data Mode, new models, and clients in your favorite languages. Clarifai Release 6.8 introduces exciting new technology that make it easier than ever to build AI-powered business solutions. Take a l...\\ \\ September 24, 2020Jeff Toffoli](/content/blog/clarifai-release-6.8)\ - \\ \\ Face Recognition **New Demographics Workflow for Age, Race and Gender Classification** \\ \\ To reduce the risk of race bias, we have constructed a \*\*new approach to visual recognition of race\*\*. We've also divided age, race and gender \[r...\\ \\ September 3, 2020Jeff Toffoli](/content/blog/new-demographics-workflow/index.html)\ - \\ \\ **Clarifai Release 6.7** \\ \\ Data scientists are often tempted to build their solutions from the ground up from low-level frameworks. But experience shows that this can lead to an ad-hoc approach that presents major problems w...\\ \\ August 28, 2020Jeff Toffoli](/content/blog/clarifai-release-6.7)\ - .png)\\ \\ **Clarifai Release 6.6** \\ \\ Clarifai is proud to introduce version 6.6 of our platform, and the official public release of Labeler. Labeler makes it easy to take on labeling projects of any size, so that you can develop high ...\\ \\ August 13, 2020Jeff Toffoli](/content/blog/clarifai-release-6.6)\ - \\ \\ **Clarifai Release 6.5** \\ \\ Introducing Clarifai Release 6.5, which includes a ton of upgrades to the way that search is handled in our API and Portal. Plus we've introduced Social Single Sign On (SSO), to make it easy to sig...\\ \\ July 31, 2020Jeff Toffoli](/content/blog/clarifai-release-6.5)\ - \\ \\ **Clarifai Release 6.4** \\ \\ We are proud to introduce Clarifai version 6.4, which seamlessly integrates AI for text with AI for images within our platform.\\ \\ July 20, 2020Jeff Toffoli](/content/blog/clarifai-release-6.4)\ - \\ \\ Machine Learning **Introducing NLP: AI for Text + Images** \\ \\ Need to understand, moderate, or automate responses to lots of text? How about recognizing text in images and videos? Welcome to the one platform where you can power smart appl...\\ \\ July 13, 2020Jeff Toffoli](/content/blog/nlp/index.html)\ - \\ \\ **Release 6.3 Changelog** \\ \\ Introducing important new features and improvements with Changelog 6.3\\ \\ June 30, 2020Jeff Toffoli](/content/blog/release-6.3-changelog/index.html)\ - \\ \\ **Release 6.2 Changelog** \\ \\ Introducing important new features and improvements with Changelog 6.2\[\](#changelog-6-2)\\ \\ June 15, 2020Jeff Toffoli](/content/blog/changelog-release-6.2)\ - \\ \\ **Clarifai Release 6.2 \| Expand Your AI Potential With Enhancements** \\ \\ Clarifai Release 6.2 expands your AI potential with a set of major innovations, features and improvements within our platform. We are announcing the official release of a series of advanced tools f...\\ \\ June 15, 2020Jeff Toffoli](/content/blog/clarifai-release-6.2)\ - \\ \\ **Clarifai Release 6.1** \\ \\ Clarifai Release 6.1 includes numerous bug fixes and improvements, and support for multi-language search of concepts, and the ability to stream inputs into the API.\\ \\ June 10, 2020Jeff Toffoli](/content/blog/clarifai-release-6.1)\ - \\ \\ **Release 6.1 Changelog** \\ \\ Introducing important new features and improvements with Changelog 6.1\\ \\ June 10, 2020Jeff Toffoli](/content/blog/release-6.1-changelog/index.html)\ - \\ \\ **Clarifai Release 6.0** \\ \\ Clarifai Release 6.0 marks the official unveiling of our powerful gRPC-based APIs, plus a variety of new features that make it easy to collaborate and innovate when designing AI solutions. Now you ...\\ \\ May 22, 2020Jeff Toffoli](/content/blog/clarifai-release-6.0)\ - \\ \\ **Release 6.0 Changelog** \\ \\ Introducing important new features, improvements, and bug fixes with Changelog 6.0\[\](#changelog-6-0)\\ \\ May 22, 2020Jeff Toffoli](/content/blog/release-6.0-changelog/index.html)\ - \\ \\ **Clarifai Release 5.11** \\ \\ Welcome to the second official monthly release of Clarifai's platform. We've been hard at work in the lab and Release 5.11 marks the unveiling of several important improvements related to authoriza...\\ \\ April 21, 2020Jeff Toffoli](/content/blog/clarifai-release-5.11)\ - \\ \\ Tutorials **Clarifai API Conventions** \\ \\ The goal for this post in our series on designing the Clarifai API is to cover some of the conventions that we instituted when designing \[v2 of our API\](https://docs.clarifai.com/api-guide/api-over...\\ \\ April 9, 2020Matthew Zeiler and Jeff Toffoli](/content/blog/clarifai-api-conventions/index.html)\ - \\ \\ **Clarifai Release 5.10** \\ \\ We have released many new features for our platform over the last six months, and today we are excited to start getting you up-to-speed with some of the new features and enhancements available sinc...\\ \\ April 9, 2020Jeff Toffoli](/content/blog/clarifai-release-5.10)\ - \\ \\ **Release 5.10 Changelog**\\ \- Create delete email endpoints in v2 to finally get off old internal endpoints to streamline operations\\ \\ April 9, 2020Jeff Toffoli](/content/blog/release-5.10-change-log/index.html)\ - \\ \\ Clarifai API **Mixing gRPC and HTTP traffic with grpc-gateway**\\ \*In the first of our series on designing the Clarifai API we mentioned our transition from Django, to Goji, to grpc-gateway. Today, we would love to share some of what we have learned by running gr...\\ \\ March 10, 2020Matthew Zeiler and Yang Sheng](/content/blog/muxing-together-grpc-and-http-traffic-with-grpc-gateway/index.html)\ - \\ \\ Image Recognition **Generate Image Descriptions with Natural Language Processing** \\ \\ As they say, “A picture is worth a thousand words.” On the other hand, several words accompanying a picture can significantly add meaning to what you see in that picture. \[Clarifai's Predict API\](h...\\ \\ February 14, 2020Yuli Vasiliev](/content/blog/generating-image-descriptions-with-natural-language-processing/index.html)\ - \\ \\ Company News **Forrester New Wave Report: Computer Vision \| Clarifai Named Leader** \\ \\ In Forrester’s evaluation of the emerging market for computer vision platforms, Clarifai was named one of the most significant providers in the industry. Forrester’s rankings we...\\ \\ February 2, 2020Kia Edwards](/content/blog/forrester-new-wave-leader/index.html)\ - \\ \\ Industry **Applications of Computer Vision in Healthcare**\\ \*\*Computer vision\*\* and machine learning models are designed to recognize, understand images and data to execute actions that only humans were once thoug...\\ \\ December 16, 2019Anand Butani](/content/blog/computer-vision-in-healthcare/index.html)\ - \\ \\ Company News **Introducing Clarifai’s New Apparel Detector Model** \\ \\ In 2017, we created our first apparel classification model to help retailers streamline their \[workflow using tools like automa...\\ \\ November 20, 2019Kia Edwards](/content/blog/updated-ai-computer-vision-apparel-model/index.html)\ - \\ \\ Business News **Using AI to Analyze Text With Natural Language Processing** \\ \\ Every organization uses texts to disseminate, improve, and modify its services or products. Natural Language Processing (NLP), a subfield of artificial intelligence and computer science, focuses on...\\ \\ November 8, 2019Anand Butani](/content/blog/using-ai-to-analyze-text/index.html)\ - \\ \\ Industry **How Online Retailers Are Using Deep Learning to Grow Their Business** \\ \\ The growth of Artificial Intelligence (AI) has introduced many amazing new technologies, and a deluge of virtual features, particularly in the field of mach...\\ \\ September 9, 2019Anand Butani](/content/blog/deep-learning-online-retail-growth/index.html)\ - \\ \\ Industry **Machine Learning For The Movies** \\ \\ For many, machine learning is useful only insomuch that the insights it generates drive business or cut costs. Within the film industry, top studios have traditionally banked huge budgets on new sc...\\ \\ August 22, 2019Daniel McNeela](/content/blog/machine-learning-for-the-movies/index.html)\ - \\ \\ Company News **MEET OUR SUMMER INTERNS!** \\ \\ Here at Clarifai, we love our interns! Just as we are helping to shape their careers, their work helps us to achieve our mission of accelerating the progress of hum...\\ \\ July 16, 2019Eugenie Ma](/content/blog/meet-our-summer-interns/index.html)\ - \\ \\ Image Recognition **Supervised vs. Unsupervised Learning: What they are and How they work** \\ \\ One topic in AI and Machine Learning that can be confusing is the differences between supervised and unsupervised learning, and why we would ...\\ \\ July 3, 2019JT Turner](/content/blog/supervised-vs.-unsupervised-learning-what-they-are-and-how-they-work/index.html)\ - \\ \\ Image Recognition **Closing the loop: How feedback loops help to maintain quality long-term AI results** \\ \\ Last month saw New York City hosting the 2019 O’Reilly AI Conference. Attended by professionals across the industry, \[and beyond\](/blog/why-we-love-ai-conferences-a-product-marketers-recap-of-the-o...\\ \\ May 24, 2019Natalie Fletcher](/content/blog/closing-the-loop-how-feedback-loops-help-to-maintain-quality-long-term-ai-results/index.html)\ - \\ \\ Machine Learning **What is Deep Learning and How Does it Work?** \\ \\ Deep Learning(DL) is a subset of Machine Learning (ML) that involves learning a hierarch...\\ \\ May 22, 2019JT Turner](/content/blog/deep-learning-what-it-is-and-why-it-matters/index.html)\ - \\ \\ **Clarifai Featured Hack: Measure your carbon footprint with Terrabeasts** \\ \\ Here at Clarifai, we love innovative, impactful hacks. Over the years, developers have used our technology to build some impressive ones, like \[Spectrum Navigator\](https://blog.clarifai.com/cl...\\ \\ May 17, 2019Natalie Fletcher](/content/blog/clarifai-featured-hack-measure-your-carbon-footprint-with-terrabeasts/index.html)\ - \\ \\ Customer Stories **Building vs. Buying an AI Solution - See How Clarifai Helped OpenTable** \\ \\ With millions of reviews and photos uploaded a month, OpenTable needed to moderate the media content they posted, to not only ensure nothing explicit was posted on their site but also to accurately...\\ \\ April 26, 2019Natalie Fletcher](/content/blog/build-vs.-buy-how-computer-vision-and-an-ai-provider-helped-opentable-become-more-efficient/index.html)\ - \\ \\ Machine Learning **What is Machine Learning? A Four Minute Rundown** \\ \\ Machine Learning (ML) is a general term given to algorithms that can learn patterns from existing data and use these patterns to make predictions or decisions with new data. It is a subset of AI wh...\\ \\ April 18, 2019Natalie Fletcher](/content/blog/what-is-machine-learning-a-four-minute-rundown/index.html)\ - \\ \\ Image Recognition **Introducing Clarity Open Source Demo App For Computer Vision** \\ \\ Today, we would like to introduce you to _Clarity_, our new open-source demo app for Android and iOS devices. With Clarity, you can run ...\\ \\ April 16, 2019Dalmo Cirne](/content/blog/can-you-clarifai-that-introducing-clarity-our-new-open-source-computer-vision-demo-app/index.html)\ - \\ \\ Face Recognition **Can Computer Vision make Your Video surveillance GDPR-Compliant?** \\ \\ Since the General Data Protection Regulation (GDPR) took effect last year, businesses worldwide are now facing the \[legal implications of non-compliance\](http://fortune.com/2...\\ \\ April 5, 2019Natalie Fletcher](/content/blog/can-computer-vision-help-your-cctv-to-be-gdpr-compliant/index.html)\ - \\ \\ Face Recognition **Facial Redaction: What it is and how you can use it** \\ \\ Facial recognition may be the computer technique of the moment, but there’s another technique that may be just as relevant: facial redacti...\\ \\ March 21, 2019Natalie Fletcher](/content/blog/facial-redaction-what-it-is-and-how-you-can-use-it/index.html)\ - \\ \\ Events **Winning Computer Vision Projects at the DeveloperWeek SF Hackathon** \\ \\ The largest challenge-driven hackathon in the U.S. commenced over the weekend of February 23rd - 24th in San Francisco. Beginning on Saturday morning, it continued for a mere twenty-six hours befor...\\ \\ February 28, 2019Skip Everling](/content/blog/computer-vision-developerweek-sf-hackathon/index.html)\ - \\ \\ Image Recognition **How to Build a Clarifai Visual Search App with JavaScript: Golden Retriever Edition** \\ \\ Have you ever wanted to automatically search through your photos like you search with Google? For example, you attended your friend’s wedding recently, and you wanted to find images that included y...\\ \\ February 19, 2019Skip Everling](/content/blog/clarifai-visual-search-golden-retriever-edition/index.html)\ - \\ \\ Face Recognition **Classification vs Detection vs Segmentation Models: Differences and When to Use Each** \\ \\ Before we get started though, let’s first go over two basic definitions that will help you as you learn about each technique.\\ \\ February 13, 2019Natalie Fletcher](/content/blog/classification-vs-detection-vs-segmentation-models-the-differences-between-them-and-how-each-impact-your-results/index.html)\ - \\ \\ Image Recognition **Image Recognition on Android: Building An Alarm Clock That Sees** \\ \\ There are two certainties these days: 1)machine learning is creating an ever more powerful set of tools to accomplish a myriad of complex tasks, and 2) gett...\\ \\ February 12, 2019Skip Everling](/content/blog/image-recognition-android-alarm-clock-that-sees/index.html)\ - \\ \\ Clarifai API **Getting Computer Vision AI: What Cloud APIs, On-Premise, and SDKs Mean for Your Business** \\ \\ If you’ve decided to take the plunge, and adopt a computer vision AI platform, you’re not alone...\\ \\ February 4, 2019Natalie Fletcher](/content/blog/getting-computer-vision-ai-what-cloud-apis-on-premise-and-sdks-mean-for-your-business/index.html)\ - \\ \\ Image Recognition **How POPSUGAR Scaled Up to Support the \#Twinning Image Recognition App** \\ \\ If you spent any time on social media recently, you likely saw a certain celebrity lookalike app all over your feeds. The \[POPSUGAR Twinning app\](https://blog.clarifai.com/popsugar-uses-facial-reco...\\ \\ February 1, 2019Monica Watson](/content/blog/how-we-scaled-up-to-support-the-twinning-popsugar-app/index.html)\ - \\ \\ Image Recognition **Tutorial: How to Implement Image Recognition in an iOS Mobile App**\\ \[Thanks to @Swift, co-founder & CEO of Major League Hacking, for sharing this excellent Clarifai iOS SDK tutorial he created.\]\\ \\ January 24, 2019Skip Everling](/content/blog/tutorial-implement-image-recognition-in-your-ios-mobile-app/index.html)\ - \\ \\ Image Recognition **What Are Computer Vision Models? Guide to Building Your Own** \\ \\ A computer vision (CV) model is a processing block that takes uploaded inputs, like images or videos, and predicts or returns pre-learned concepts or labels. Examples of this technology include \[im...\\ \\ January 22, 2019Natalie Fletcher](/content/blog/computer-vision-models-what-are-they-and-how-to-build-your-own/index.html)\ - \\ \\ Industry **4 Ways AI is Improving Retail Merchandising Efficiencies** \\ \\ Artificial intelligencein its many forms is showing a huge impact on the retail industry. Today, this technology is already empowering merchandisers to tail...\\ \\ January 14, 2019Monica Watson](/content/blog/4-ways-ai-is-improving-retail-merchandising-efficiencies/index.html)\ - \\ \\ Tutorials **Your First Deep Learning Project Is an API Call Away** \\ \\ In recent years, image recognition algorithms have made headlines around the world. The field of deep learning as a whole took off in 2012 when researchers from the University of Toronto demonstrat...\\ \\ January 3, 2019Skip Everling](/content/blog/your-first-deep-learning-project-is-an-api-call-away/index.html)\ - \\ \\ **AI at the Movies: How Robot and Frank Prepares Us For the Future**\\ \*We all love a good story. And with so many unknowns, it’s easy to see why artificial intelligence is at the center of so many. In Hollywood, movies like The Terminator, The Matrix, or The Stepford...\\ \\ December 28, 2018Natalie Fletcher](/content/blog/ai-at-the-movies-how-robot-and-frank-prepares-us-for-the-future/index.html)\ - \\ \\ Other **Create Color Schemes from Any Image with Clarifai: A JavaScript Tutorial** \\ \\ Aesthetic design can be hard. After all, people get paid to do it professionally. But as with many things, it’s much easier to recognize good design than create it whole-cloth yourself, especially ...\\ \\ December 18, 2018Skip Everling](/content/blog/create-color-schemes-from-any-image-with-clarifai/index.html)\ - \\ \\ **3 Companies Using AI to Find the Perfect Gift This Holiday Season** \\ \\ It might be the season to be jolly, but with how hard it can be to choose the perfect gift, it’s also the season of high stress. Gift guides are impersonal, and one person’s top 10 list might be an...\\ \\ December 5, 2018Natalie Fletcher](/content/blog/3-companies-using-ai-to-find-the-perfect-gift-this-holiday-season/index.html)\ - \\ \\ Business News **3 Ways AI-Powered Security Cameras Can Help Improve Customer Service** \\ \\ You’ve seen them. Today, \[most brick and mortar retailers rely on security cameras in stores to protect them from theft and other crimes\](/blog/announcing-clarifai-and-boulder-ais-strategic-allianc...\\ \\ November 28, 2018Natalie Fletcher](/content/blog/3-ways-ai-powered-security-cameras-can-help-improve-customer-service/index.html)\ - \\ \\ Tutorials **How to Make AI Count Your Calories: A Working Prototype in 5 Minutes** \\ \\ Whether you ate too much this Thanksgiving holiday, or just want to be more careful about what you eat in general, I'm here to show you a \[ **Clarifai visual recognition app**\](/blog/search-images-o...\\ \\ November 27, 2018Skip Everling](/content/blog/ai-calorie-counter-diy/index.html)\ - \\ \\ **AI at the Movies: How Ex Machina Shows AI Is What You Make It**\\ \*We all love a good story. And with so many unknowns, it’s easy to see why artificial intelligence is at the center of so many. In Hollywood, movies like The Terminator, The Matrix, or The Stepford...\\ \\ November 9, 2018Natalie Fletcher](/content/blog/ai-at-the-movies-how-ex-machina-shows-ai-is-what-you-make-it/index.html)\ - \\ \\ Tutorials **Spooky SMS & AI with Twilio and Clarifai** \\ \\ Last week, a few of us here at Clarifai created a "Spooky or Not" app for Clarifai’s October hack day (more on how we trained the model next week!). To let people try the model from their own ...\\ \\ October 25, 2018Skip Everling](/content/blog/scarefai-with-clarifai-and-twilio/index.html)\ - \\ \\ **AI At the Movies: Everything Transcendence gets wrong about AI** \\ \\ We all love a good story. And with so many unknowns, it’s easy to see why artificial intelligence is at the center of so many tall tales. In Hollywood, movies like The Terminator, The Matrix, or Th...\\ \\ October 19, 2018Natalie Fletcher](/content/blog/ai-at-the-movies-everything-transcendence-gets-wrong-about-ai/index.html)\ - \\ \\ **Facial Recognition 101: Use Cases and How It Works**\\ \*Of the many ways that artificial intelligence can be applied, few have caused more stir than facial recognition. While there are some reservations over this technology, on its own, facial recognit...\\ \\ October 15, 2018Lambert Wixson](/content/blog/facial-recognition-101-use-cases-and-how-it-works/index.html)\ - \\ \\ Content Moderation **4 Ways Product Teams are Utilizing User-Generated Content (UGC)** \\ \\ User-generated content (or UGC) is no longer just something for your brand’s Instagram page. Today, more and more companies are implementing it into everything from marketing to research. In fact, ...\\ \\ August 27, 2018Monica Watson](/content/blog/4-ways-product-teams-are-utilizing-user-generated-content-ugc/index.html)\ - \\ \\ Content Moderation **Content Moderation & Human Rights: How AI Can Help** \\ \\ Recently, as part of the New York Human Rights Watch Film Festival, I attended a screening of The Cleaners, a movie about how the big social and internet companies—Facebook, Google, and Twitter—mod...\\ \\ August 16, 2018Kristin Shevis](/content/blog/how-ai-will-impact-social-media-moderation/index.html)\ - \\ \\ Company News **Why We're Part of Project Maven** \\ \\ Clarifai is an active participant in Project Maven, a U.S. Department of Defense AI initiative. As founder & CEO of Clarifai, I want to explain the reasoning behind our decision to contribute to th...\\ \\ June 13, 2018Matthew Zeiler](/content/blog/why-were-part-of-project-maven/index.html)\ - \\ \\ **From the Human Eye to AI: A Brief History of Vision** \\ \\ _Read on as our VP of Product, Rajesh Talpade takes us on a short trek through time with his piece:_ _From the Human Eye to AI: A Brief History of Vision_\*\*\\ \\ April 9, 2018Rajesh Talpade](/content/blog/from-the-human-eye-to-ai-a-brief-history-of-vision/index.html)\ - \\ \\ Company News **Behind Our New Visual Identity** \\ \\ In Clarifai’s four years of existence, we’ve grown immensely, going from one man in an apartment to sixty people across two offices, and with growth comes the need for change.\\ \\ March 28, 2018Natalie Fletcher](/content/blog/behind-our-new-visual-identity/index.html)\ - \\ \\ Models **What Food Is This? Food Recognition Technology Can Tell You!** \\ \\ Try our New Food Recognition modelin the wild and start building incredible (and tasty) apps that recognize over a thousand types ...\\ \\ March 7, 2018Team Clarifai](/content/blog/what-food-is-this-food-recognition-technology-can-tell-you/index.html)\ - \\ \\ **Clarifai Featured Hack: Use AI to Tune-Up Your Online Dating Profile**\\ \*If it feels like you’re putting in a lot of swiping to get one good date, it might be because of your profile picture. “AI Online Dating Profile Upgrade” is an app that analyzes your picture and g...\\ \\ January 22, 2018Shirley Kim](/content/blog/clarifai-featured-hack-use-ai-to-tune-up-your-online-dating-profile/index.html)\ - \\ \\ Tutorials **Search Images By Visual Similarity with the Clarifai API**\\ \*When you’re searching for images, words are often not enough to find exactly what you need. Wouldn’t it be amazing if you could just show your computer a picture and say, “Find me images that look...\\ \\ October 12, 2017Team Clarifai](/content/blog/search-images-by-visual-similarity-with-the-clarifai-api/index.html)\ - \\ \\ Tutorials **Getting Started with Search by Geolocation**\\ \*Fact: Clarifai’s Search API allows you to search your images and video by visual similarity. Lesser known fact: it also lets you search your media by geo location data! Learn more about this featu...\\ \\ September 12, 2017Team Clarifai](/content/blog/getting-started-with-search-by-geolocation/index.html)\ - \\ \\ Tutorials **How to Demo Your Localhost App Using NGROK**\\ \*Ngrok is a reverse proxy that allows you to expose your locally running web service to other developers. It’s a timesaver for developers when it comes down to showcasing a project. Follow along an...\\ \\ August 8, 2017Team Clarifai](/content/blog/how-to-demo-your-localhost-app-using-ngrok/index.html)\ - \\ \\ Company News **Test Out the Clarifai API with Our Beautiful New Demo** \\ \\ Customers always tell us they’re blown away by the accuracy of the tags from our \*\*visual recognition\*\* API. So, we launched a new demo to give p...\\ \\ August 8, 2017Team Clarifai](/content/blog/test-out-the-clarifai-api-with-our-beautiful-new-demo/index.html)\ - \\ \\ Tutorials **Build Your Own Visual Similarity App With Clarifai’s Face Embedding Model** \\ \\ _We’re excited to release our new_ Face Embedding\\* model which you can use for organizing, filtering, and ranking ima...\\ \\ August 2, 2017Kunal Batra](/content/blog/build-your-own-visual-similarity-app-with-clarifais-face-embedding-model/index.html)\ - \\ \\ Company News **Announcing a New and Improved V2 API Video Recognition Feature** \\ \\ _We are happy to announce that the video recognition feature in Clarifai’s v1 API has now been upgraded to our v2 API from beta to general availability! Now, all_\[Clarifai\](/content/si...\\ \\ July 20, 2017Team Clarifai](https://clarifai.com/blog/announcing-clarifais-new-and-improved-v2-api-video-recognition-feature/index.html)\ - \\ \\ Company News **Introducing Clarifai's Mobile SDK - On-device Machine Learning Whether You're Online or Offline**\\ \*We’re excited to announce that the Clarifai Mobile SDK is now available in limited preview for every developer! The Mobile SDK enables on-device machine learning and puts AI in the palm of your ha...\\ \\ July 17, 2017Matthew Zeiler](/content/blog/introducing-clarifais-mobile-sdk-on-device-machine-learning-whether-youre-online-or-offline/index.html)\ - \\ \\ **Clarifai Featured Hack: Mansplainer Is An App That Will Condescendingly Explain Images To You**\\ \*"Mansplaining” is the all-too-common phenomenon of “a man explaining something to a woman in a condescending, overconfident, and often inaccurate or oversimplified manner.” Send the Mansplainer ap...\\ \\ June 29, 2017Team Clarifai](/content/blog/clarifai-featured-hack-mansplainer-is-an-app-that-will-condescendingly-explain-images-to-you/index.html)\ - \\ \\ Company News **Introducing API Keys - A Safer Way To Authenticate Your Applications** \\ \\ _As our customers build more sophisticated applications using_\*\*Clarifai API\*\*\*, their requirements and needs are evolving. To provide greater flexibility and cont...\\ \\ June 23, 2017Team Clarifai](/content/blog/introducing-api-keys-a-safer-way-to-authenticate-your-applications/index.html)\ - \\ \\ **Clarifai Featured Hack: Discover Ancestry Based on Facial Recognition** \\ \\ **Discover your Ancestry with Facial Recognition**\*\*MiMi is an app that uses machine learning to determine your ancestry by what continent you might have originated from based on your facial charac...\\ \\ June 12, 2017Team Clarifai](/content/blog/clarifai-featured-hack-discover-your-ancestry-based-on-facial-recognition-with-mimi/index.html)\ - \\ \\ **Clarifai Featured Hack: Use NSFW Blocker to Protect Your Eyes From the Internet** \\ \\ _The internet can be a scary place lurking with things you can’t unsee. NSFW (Not Safe for Work) Blocker is a Chrome extension that uses_\[Clarifai’s NSFW recognition model\](/content/cl...\\ \\ May 24, 2017Team Clarifai](https://clarifai.com/blog/clarifai-featured-hack-use-nsfw-blocker-to-protect-your-eyes-from-the-internet/index.html)\ - \\ \\ **Clarifai Featured Hack: Musify Finds the Perfect Background Music for Your Videos**\\ \*A great musical score can make or break a film, and it’s no different for your home videos, either. Musify is an app that matches the mood of your video to appropriate background music, making you...\\ \\ May 17, 2017Team Clarifai](/content/blog/clarifai-featured-hack-musify-finds-the-perfect-background-music-for-your-videos/index.html)\ - \\ \\ **Create Digital Art with P5.JS and Clarifai's Color Recognition Model**\\ \*p5.js is a great way to get started when making digital art for the browser with JavaScript. In just a few lines of code, you can start drawing interactive artwork which works on computers, phones...\\ \\ May 9, 2017Team Clarifai](/content/blog/create-digital-art-with-p5-js-and-clarifais-color-recognition-model/index.html)\ - \\ \\ Other **Clarifai Featured Hack: Spectrum Navigator Is A GPS App That Helps People Navigate By Landmark**\\ \*Spectrum Navigator is a GPS app aimed at improving the lives of the autistic community through visually-oriented navigation. Navigating by landmark is a more intuitive process than the traditional...\\ \\ March 9, 2017Team Clarifai](/content/blog/clarifai-featured-hack-spectrum-navigator-is-a-gps-app-that-helps-people-navigate-by-landmark/index.html)\ - \\ \\ **Clarifai Featured Hack: Make The Perfect Toast With Toastifai, An AI-powered Toaster**\\ \*Toastifai is an AI-powered toaster that uses Clarifai’s visual recognition API to produce the perfect piece of toast every time. Using Clarifai’s Custom Training, the Toastifai team trained a visu...\\ \\ February 23, 2017Team Clarifai](/content/blog/clarifai-featured-hack-make-the-perfect-toast-with-toastifai-an-ai-powered-toaster/index.html)\ - \\ \\ **Distill Google Chrome Extension To Browse The Web Safely**\\ \*Distill is a Google Chrome extension that creates a better internet experience by helping people browse the web safely and block unwanted images and text from their view. For example, this Valenti...\\ \\ February 14, 2017Team Clarifai](/content/blog/clarifai-featured-hack-block-unwanted-content-and-browse-the-internet-safely-with-distill/index.html)\ - \\ \\ Company News **Inside Clarifai HQ: Watch Out, San Francisco – Here We Come!**\\ \*We’re excited to announce that we’ve opened an office in San Francisco, the first of many steps in our post-Series B expansion plans. The SF office is where Clarifai is building a stellar machine ...\\ \\ February 2, 2017Team Clarifai](/content/blog/inside-clarifai-hq-watch-out-san-francisco-here-we-come/index.html)\ - \\ \\ Tutorials **How to Check User-Generated Content and Images for Unwanted Nudity** \\ \\ User-generated content is like a box of chocolates filled with potentially unwanted nudity – you never know what y...\\ \\ January 19, 2017Team Clarifai](/content/blog/how-to-check-user-generated-content-and-images-for-unwanted-nudity/index.html)\ - \\ \\ Company News **Inside Clarifai \| Unconventional Challenges of Building an AI Company**\\ \*It doesn’t matter what company you work for or what industry you work in: we’re all fighting for top talent. Even with that baseline assumption, scaling an AI company comes with some unique challe...\\ \\ January 11, 2017Team Clarifai](/content/blog/inside-clarifai-hq-unconventional-challenges-of-building-an-ai-company/index.html)\ - \\ \\ Tutorials **Clarifai-Powered Adobe Lightroom Plugin Automatically Sorts Your Photos by Image Quality**\\ \*With our recently released Landscape Quality and Portrait Quality models, we built an Adobe Lightroom plugin for photographers to use to automatically sort high quality photos from low quality one...\\ \\ November 15, 2016Kunal Batra](/content/blog/clarifai-powered-adobe-lightroom-plugin-automatically-sortys-your-photos-by-image-quality/index.html)\ - \\ \\ **Scale Your GPU Cloud Infrastructure With Kubernetes** \\ \\ _When Kubernetes 1.3_ \*launched last month, we were excited to see our contribution to preliminary support for GPU scheduling become available to everyone. We know a lot about GPUs and what makes t...\\ \\ August 10, 2016Rudi Chiarito](/content/blog/scale-your-gpu-cloud-infrastructure-with-kubernetes/index.html)\ - \\ \\ **Classifi.me: Predict Your MBTI Using Photos & Videos** \\ \\ Classifi.me is an app that predicts your Myers-Briggs (MBTI) personality type based on your photos and videos. It also identifies your happiest photo and tells you whether you had an overall positi...\\ \\ May 12, 2016Team Clarifai](/content/blog/clarifai-featured-hack-classifi.me-predicts-your-myers-briggs-type-based-on-your-instagram-photos-videos/index.html)\ - \\ \\ **Where's Waldo? Using Machine Learning to Find All the Waldos** \\ \\ Where’s Waldo is a game wherein one looks for Waldo (a bespectacled, dead-eyed human candy cane looking guy) hidden in chaotic, busy scenes of whimsy. In other words, it’s the perfect data set to c...\\ \\ April 19, 2016Minh Tran](/content/blog/wheres-waldo-using-machine-learning-to-find-all-the-waldos/index.html)\ - \\ \\ **Uncover Buried Stock Photography Treasure With Automatic Image Tagging & Keywords** \\ \\ Foap is a fast-growing photography marketplace that receives thousands of new user-uploaded photos every day. In order to connect brands with the images they’re looking for, Foap had to find a way ...\\ \\ March 23, 2016Team Clarifai](/content/blog/uncover-buried-stock-photography-treasure-with-automatic-image-tagging-keywords/index.html)\ - \\ \\ Content Moderation **How StyleMePretty Uses Visual Recognition to Grow Their Business From Publication to Platform** \\ \\ StyleMePretty.com is a premier online destination for wedding inspiration, garnering over 25 million views a month. It began in 2005 as a blog featuring gorgeous, style-savvy, real weddings. Now, S...\\ \\ January 25, 2016Team Clarifai](/content/blog/how-stylemepretty-com-uses-visual-recognition-to-grow-their-business-from-publication-to-platform/index.html)\ - \\ \\ **Automatically Sort Photos on Hard-drive Using Clarifai’s API** \\ \\ _One of the top requests we’ve gotten since_ the launch of our mobile photo discovery app Forevery \*has been a desktop version that will automatically tag and sort photos on a hard drive. While we’...\\ \\ January 6, 2016Team Clarifai](/content/blog/clarifai-featured-hack-automatically-organize-photos-on-your-computer-into-different-folders-with-imgsort/index.html)